From 080f6c2c0ec888c81d6f66976c1e87bb3cf3ef81 Mon Sep 17 00:00:00 2001
From: coseto6125 <80243681+coseto6125@users.noreply.github.com>
Date: Sat, 24 Oct 2026 02:08:58 +0800
Subject: [PATCH] =?UTF-8?q?release:=200.16.2=20->=200.16.3=20=E2=80=94=20b?=
 =?UTF-8?q?ump=20workspace=20+=20internal=20dep=20versions?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 CHANGELOG.md                                  |  10 +
 Cargo.lock                                    |   8 +-
 Cargo.toml                                    |   8 +-
 docs/ecp-landing/.page-hashes.json            | 220 +++++++++---------
 docs/ecp-landing/compare/codegraph/index.html |   4 +-
 docs/ecp-landing/compare/gitnexus/index.html  |   4 +-
 docs/ecp-landing/compare/index.html           |   4 +-
 .../de/compare/codegraph/index.html           |   4 +-
 .../de/compare/gitnexus/index.html            |   4 +-
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 .../de/integrations/claude-code/index.html    |   4 +-
 .../de/integrations/codex/index.html          |   4 +-
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 docs/ecp-landing/es/llms.txt                  |   2 +-
 .../fr/compare/codegraph/index.html           |   4 +-
 .../fr/compare/gitnexus/index.html            |   4 +-
 docs/ecp-landing/fr/compare/index.html        |   4 +-
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 docs/ecp-landing/fr/llms.txt                  |   2 +-
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 docs/ecp-landing/ko/llms.txt                  |   2 +-
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 docs/ecp-landing/llms.txt                     |   2 +-
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 docs/ecp-landing/ru/llms.txt                  |   2 +-
 docs/ecp-landing/seo.json                     |   2 +-
 docs/ecp-landing/sitemap.xml                  | 220 +++++++++---------
 .../zh-CN/compare/codegraph/index.html        |   4 +-
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 docs/ecp-landing/zh-TW/llms.txt               |   2 +-
 128 files changed, 471 insertions(+), 461 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a631e90aa..0c9bfdfb5 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,15 @@
 # Changelog
 
+## v0.16.3 - 2026-10-23
+
+### Features
+
+- constant readers, callback references and chained calls; free-only bare calls; cypher list indexing (#861)
+
+### Bug Fixes
+
+- serve pre-index edits when the head_sha sidecar is lost; read the L1 overlay in inspect (#863)
+
 ## v0.16.2 - 2026-10-22
 
 ### Bug Fixes
diff --git a/Cargo.lock b/Cargo.lock
index 0df73a662..ec9193079 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -908,7 +908,7 @@ checksum = "d0881ea181b1df73ff77ffaaf9c7544ecc11e82fba9b5f27b262a3c73a332555"
 
 [[package]]
 name = "ecp-analyzer"
-version = "0.16.2"
+version = "0.16.3"
 dependencies = [
  "anyhow",
  "ast-grep-core",
@@ -966,7 +966,7 @@ dependencies = [
 
 [[package]]
 name = "ecp-core"
-version = "0.16.2"
+version = "0.16.3"
 dependencies = [
  "aho-corasick",
  "anyhow",
@@ -1002,7 +1002,7 @@ dependencies = [
 
 [[package]]
 name = "ecp-mcp"
-version = "0.16.2"
+version = "0.16.3"
 dependencies = [
  "anyhow",
  "clap",
@@ -1016,7 +1016,7 @@ dependencies = [
 
 [[package]]
 name = "egent-code-plexus"
-version = "0.16.2"
+version = "0.16.3"
 dependencies = [
  "anyhow",
  "chrono",
diff --git a/Cargo.toml b/Cargo.toml
index e5dac6414..87f1c4c69 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -21,7 +21,7 @@ exclude = [
 resolver = "2"
 
 [workspace.package]
-version = "0.16.2"
+version = "0.16.3"
 edition = "2021"
 # tree-sitter 0.27 and ast-grep-core 0.51 declare rust-version 1.90; ecp-mcp's
 # `const` use of `TypeId::of` needs 1.91.
@@ -38,9 +38,9 @@ categories = ["development-tools"]
 # `scripts/release/cut-release.sh` bumps all four sites together on each release so
 # they never drift.
 [workspace.dependencies]
-ecp-core = { path = "crates/ecp-core", version = "0.16.2" }
-ecp-analyzer = { path = "crates/ecp-analyzer", version = "0.16.2" }
-ecp-mcp = { path = "crates/ecp-mcp", version = "0.16.2" }
+ecp-core = { path = "crates/ecp-core", version = "0.16.3" }
+ecp-analyzer = { path = "crates/ecp-analyzer", version = "0.16.3" }
+ecp-mcp = { path = "crates/ecp-mcp", version = "0.16.3" }
 
 # 工作區層級 lints 設定。目前無 override；後續可在此精準 allow/warn/deny
 # 特定 lint 規則，所有 crate 透過 [lints] workspace = true opt-in。
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index 155b1c569..c5eca7988 100644
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diff --git a/docs/ecp-landing/compare/codegraph/index.html b/docs/ecp-landing/compare/codegraph/index.html
index d4171cd5d..ca179541a 100644
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-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs codegraph","description":"Three code-graph tools, same checkouts, same machine.","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/compare/codegraph/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs codegraph","description":"Three code-graph tools, same checkouts, same machine.","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/compare/codegraph/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
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 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">What these numbers do not tell you</h2>
         <p class="hero-answer compare-limits">They are one machine, one set of versions, two corpora. They say nothing about which tool has the API you want, whether its language coverage matches your stack, or how it behaves on a repository shaped unlike these two. A tool that loses on cold index may still be the right choice if it answers a question the others cannot. <strong>Re-run them on your own repository before deciding</strong> — the commands are in each project's README.</p>
-        <p class="table-caption">Numbers last updated for ecp 0.16.2. Corrections welcome as issues.</p>
+        <p class="table-caption">Numbers last updated for ecp 0.16.3. Corrections welcome as issues.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — built for agents, not IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/compare/gitnexus/index.html b/docs/ecp-landing/compare/gitnexus/index.html
index 6d8acb670..046e7b5ab 100644
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+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs gitnexus","description":"Three code-graph tools, same checkouts, same machine.","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/compare/gitnexus/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">What these numbers do not tell you</h2>
         <p class="hero-answer compare-limits">They are one machine, one set of versions, two corpora. They say nothing about which tool has the API you want, whether its language coverage matches your stack, or how it behaves on a repository shaped unlike these two. A tool that loses on cold index may still be the right choice if it answers a question the others cannot. <strong>Re-run them on your own repository before deciding</strong> — the commands are in each project's README.</p>
-        <p class="table-caption">Numbers last updated for ecp 0.16.2. Corrections welcome as issues.</p>
+        <p class="table-caption">Numbers last updated for ecp 0.16.3. Corrections welcome as issues.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — built for agents, not IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/compare/index.html b/docs/ecp-landing/compare/index.html
index f2c504ee7..6c9590f53 100644
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     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus","description":"Three code-graph tools, same checkouts, same machine.","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/compare/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus","description":"Three code-graph tools, same checkouts, same machine.","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/compare/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -117,7 +117,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
         </ul>
         <h2 class="section-heading">What these numbers do not tell you</h2>
         <p class="hero-answer compare-limits">They are one machine, one set of versions, two corpora. They say nothing about which tool has the API you want, whether its language coverage matches your stack, or how it behaves on a repository shaped unlike these two. A tool that loses on cold index may still be the right choice if it answers a question the others cannot. <strong>Re-run them on your own repository before deciding</strong> — the commands are in each project's README.</p>
-        <p class="table-caption">Numbers last updated for ecp 0.16.2. Corrections welcome as issues.</p>
+        <p class="table-caption">Numbers last updated for ecp 0.16.3. Corrections welcome as issues.</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — built for agents, not IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/de/compare/codegraph/index.html b/docs/ecp-landing/de/compare/codegraph/index.html
index df425406a..fd242c210 100644
--- a/docs/ecp-landing/de/compare/codegraph/index.html
+++ b/docs/ecp-landing/de/compare/codegraph/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs codegraph","description":"Drei Code-Graph-Tools, gleiche Checkouts, gleiche Maschine.","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/compare/codegraph/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs codegraph","description":"Drei Code-Graph-Tools, gleiche Checkouts, gleiche Maschine.","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/compare/codegraph/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">Was diese Zahlen nicht verraten</h2>
         <p class="hero-answer compare-limits">Sie stammen von einer Maschine, einem Versionsstand, zwei Korpora. Sie sagen nichts darüber, welches Tool die API hat, die du brauchst, ob die Sprachabdeckung zu deinem Stack passt oder wie es sich auf einem Repository verhält, das anders geschnitten ist als diese beiden. Ein Tool, das beim Cold Index verliert, kann trotzdem die richtige Wahl sein, wenn es eine Frage beantwortet, die die anderen nicht können. <strong>Miss auf deinem eigenen Repository nach, bevor du entscheidest</strong> – die Befehle stehen im README des jeweiligen Projekts.</p>
-        <p class="table-caption">Zahlen zuletzt aktualisiert für ecp 0.16.2. Korrekturen gern als Issues.</p>
+        <p class="table-caption">Zahlen zuletzt aktualisiert für ecp 0.16.3. Korrekturen gern als Issues.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus – für Agenten gebaut, nicht für IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/de/compare/gitnexus/index.html b/docs/ecp-landing/de/compare/gitnexus/index.html
index 523f2d57d..b5a6d3937 100644
--- a/docs/ecp-landing/de/compare/gitnexus/index.html
+++ b/docs/ecp-landing/de/compare/gitnexus/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs gitnexus","description":"Drei Code-Graph-Tools, gleiche Checkouts, gleiche Maschine.","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/compare/gitnexus/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs gitnexus","description":"Drei Code-Graph-Tools, gleiche Checkouts, gleiche Maschine.","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/compare/gitnexus/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">Was diese Zahlen nicht verraten</h2>
         <p class="hero-answer compare-limits">Sie stammen von einer Maschine, einem Versionsstand, zwei Korpora. Sie sagen nichts darüber, welches Tool die API hat, die du brauchst, ob die Sprachabdeckung zu deinem Stack passt oder wie es sich auf einem Repository verhält, das anders geschnitten ist als diese beiden. Ein Tool, das beim Cold Index verliert, kann trotzdem die richtige Wahl sein, wenn es eine Frage beantwortet, die die anderen nicht können. <strong>Miss auf deinem eigenen Repository nach, bevor du entscheidest</strong> – die Befehle stehen im README des jeweiligen Projekts.</p>
-        <p class="table-caption">Zahlen zuletzt aktualisiert für ecp 0.16.2. Korrekturen gern als Issues.</p>
+        <p class="table-caption">Zahlen zuletzt aktualisiert für ecp 0.16.3. Korrekturen gern als Issues.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus – für Agenten gebaut, nicht für IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/de/compare/index.html b/docs/ecp-landing/de/compare/index.html
index 2b6e9ca3b..acb176170 100644
--- a/docs/ecp-landing/de/compare/index.html
+++ b/docs/ecp-landing/de/compare/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus","description":"Drei Code-Graph-Tools, gleiche Checkouts, gleiche Maschine.","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/compare/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus","description":"Drei Code-Graph-Tools, gleiche Checkouts, gleiche Maschine.","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/compare/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -117,7 +117,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
         </ul>
         <h2 class="section-heading">Was diese Zahlen nicht verraten</h2>
         <p class="hero-answer compare-limits">Sie stammen von einer Maschine, einem Versionsstand, zwei Korpora. Sie sagen nichts darüber, welches Tool die API hat, die du brauchst, ob die Sprachabdeckung zu deinem Stack passt oder wie es sich auf einem Repository verhält, das anders geschnitten ist als diese beiden. Ein Tool, das beim Cold Index verliert, kann trotzdem die richtige Wahl sein, wenn es eine Frage beantwortet, die die anderen nicht können. <strong>Miss auf deinem eigenen Repository nach, bevor du entscheidest</strong> – die Befehle stehen im README des jeweiligen Projekts.</p>
-        <p class="table-caption">Zahlen zuletzt aktualisiert für ecp 0.16.2. Korrekturen gern als Issues.</p>
+        <p class="table-caption">Zahlen zuletzt aktualisiert für ecp 0.16.3. Korrekturen gern als Issues.</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus – für Agenten gebaut, nicht für IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/de/index.html b/docs/ecp-landing/de/index.html
index eddf936df..b0624f9cb 100644
--- a/docs/ecp-landing/de/index.html
+++ b/docs/ecp-landing/de/index.html
@@ -38,7 +38,7 @@
     <meta name="twitter:title" content="Egent Code Plexus – für Agenten gebaut, nicht für IDEs">
     <meta name="twitter:description" content="Frag, wer X aufruft, was eine Änderung kaputt macht, welche Routes existieren. Ein Graph über 31 Sprachen, beantwortet in Millisekunden.">
     <meta name="twitter:image" content="https://coseto6125.github.io/egent-code-plexus/og.png">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"SoftwareApplication","name":"Egent Code Plexus","alternateName":"ecp","applicationCategory":"DeveloperApplication","applicationSubCategory":"Code intelligence graph","operatingSystem":"Linux, macOS, Windows","softwareVersion":"0.16.2","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/","codeRepository":"https://github.com/coseto6125/egent-code-plexus","downloadUrl":"https://github.com/coseto6125/egent-code-plexus/releases/latest","license":"https://opensource.org/licenses/MIT","programmingLanguage":"Rust","description":"Strukturelle Code-Abfragen für KI-Agenten: Wer ruft ein Symbol auf, Blast Radius einer Änderung, Routes und repoübergreifende Contracts. 31 Sprachen, Antworten unter 100 ms, 7.5x weniger Tokens als grep, und BlindSpot-Einträge statt Raterei.","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"],"dateModified":"2026-10-22","offers":{"@type":"Offer","price":"0","priceCurrency":"USD"},"featureList":["Callers and callees of any symbol across 31 languages","Blast radius of a diff before the refactor lands","HTTP routes and cross-repo contract extraction","SQL tables reached from code, including raw query strings","BlindSpot records naming what the graph cannot see"]}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"SoftwareApplication","name":"Egent Code Plexus","alternateName":"ecp","applicationCategory":"DeveloperApplication","applicationSubCategory":"Code intelligence graph","operatingSystem":"Linux, macOS, Windows","softwareVersion":"0.16.3","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/","codeRepository":"https://github.com/coseto6125/egent-code-plexus","downloadUrl":"https://github.com/coseto6125/egent-code-plexus/releases/latest","license":"https://opensource.org/licenses/MIT","programmingLanguage":"Rust","description":"Strukturelle Code-Abfragen für KI-Agenten: Wer ruft ein Symbol auf, Blast Radius einer Änderung, Routes und repoübergreifende Contracts. 31 Sprachen, Antworten unter 100 ms, 7.5x weniger Tokens als grep, und BlindSpot-Einträge statt Raterei.","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"],"dateModified":"2026-10-23","offers":{"@type":"Offer","price":"0","priceCurrency":"USD"},"featureList":["Callers and callees of any symbol across 31 languages","Blast radius of a diff before the refactor lands","HTTP routes and cross-repo contract extraction","SQL tables reached from code, including raw query strings","BlindSpot records naming what the graph cannot see"]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"FAQPage","inLanguage":"en","mainEntity":[{"@type":"Question","name":"Why is 'Honest Ignorance' more important than 'Vague Guessing'?","acceptedAnswer":{"@type":"Answer","text":"During agent communication, LLMs easily fall into a closed-world assumption. To an LLM, anything unknown might be treated as non-existent. Therefore, making the LLM aware that it 'does not know' is crucial to prevent hallucinations.Knowing what is 'unknown' allows the LLM to dig deeper and find actual answers, rather than having the tool mask the unknown, causing the LLM to believe the unknown information simply doesn't exist.Thus, the value of BlindSpot is not to complete the graph, but to honestly reveal the graph's boundaries. Without marking BlindSpots, human engineers might suspect a hidden trap; but an Agent might directly interpret 'no edge' as 'no dependency'. This is extremely dangerous for large systems."}},{"@type":"Question","name":"Does `ecp peers` mean multi-Agent parallel development is the future?","acceptedAnswer":{"@type":"Answer","text":"In fact, all advanced Agentic Developers or Departments have already started adopting this mechanism gradually, though mostly implemented at the workflow level. Building workflows is often complex and massive, but through a simple peer design, code agents can instantly share their current development info with each other, avoiding duplicate work or introducing conflicts between their parallel efforts.Today we have the sub-agent development model, but this mechanism is merely an extension of a single session. Sub-agents just complete tasks handed down by the main agent.Through ecp peers, what I hope to achieve is a massive group of main agents completing grander plans by mutually exchanging information, rather than just communicating through document records. Such a design can advance everyone's progress in real-time and accomplish larger-scale design planning."}},{"@type":"Question","name":"Why a stateless architecture with mmap + rkyv?","acceptedAnswer":{"@type":"Answer","text":"The stateless concept of mmap and rkyv depends on performance and stability.Once a server boots up, it can hold state, but to maintain that state, we need more complex processes and code to ensure the stability of all states. Every interaction with the server is a cost; necessary caching also costs memory. Numerous constraints result in poor performance.Through mmap, all agents share the underlying common resource. They do not need to own state; instead, they work via near-instant queries against static data. In practice, building a graph of 16k files and 300k nodes takes only 2 to 3 seconds, producing a graph.bin that is less than 70 MB. Because of the shared mmap design, various CLI queries generally return within 100 ms.This model is vital for Agents because Agent systems inherently feature high concurrency, short lifespans, frequent restarts, and cross-session operations. Statelessness isn't just for speed; it's to minimize failure modes."}},{"@type":"Question","name":"Is ECP moving from code parsing to architecture understanding?","acceptedAnswer":{"@type":"Answer","text":"Yes. The greater challenge for AI Agents in software development is shifting from 'can it write a function correctly' to 'can it avoid breaking existing architectural constraints in a large system'.The correctness of a single function can be solved by types, tests, linting, and local context; but real system risks often hide in constraints that cross files, services, languages, and time.LLMs can deduce things themselves via basic graph queries, but that isn't a stable solution. The problem isn't that LLMs can't reason, but that making them rediscover architectural patterns from low-level nodes and edges every time is costly, yields inconsistent results, and easily misses 'negative space'. Therefore, ECP has built-in pattern detection like Saga and EventTopic, elevating high-risk, common, structurable architectural knowledge into first-class signals ahead of time. More accurately, it acts as an Agent's architecture radar: laying out high-confidence constraints and implicit couplings clearly before code is modified."}},{"@type":"Question","name":"What is the relationship between ECP and GitNexus?","acceptedAnswer":{"@type":"Answer","text":"GitNexus is not my project; it's the origin of my project. I encountered issues while using GitNexus: performance, multiple daemon servers, and several architectural bottlenecks, so I independently developed the Rust architecture.The first breaking point was when resident state began to restrict Agent workflows. When multiple Agents, worktrees, repos, and branches query simultaneously, the daemon model easily becomes a hidden coordination problem. The second breaking point was a shift in expected query frequency. I wanted something closer to an Agent's L1 / L2 cache: querying in milliseconds before every file edit, rename, review, or impact analysis. At this frequency, the costs of a Node.js daemon became glaring.Thus, the core thesis of the Rust stateless architecture is: bake the graph into a fixed-format graph.bin so that every CLI / MCP query directly mmaps it, requiring no warm-up, no daemon state, and no trust in a long-lived process."}},{"@type":"Question","name":"What's the story behind `ecp dev pr-analyze` and Merge Queues?","acceptedAnswer":{"@type":"Answer","text":"Initially, I didn't want to reinvent the merge queue. I just wanted to feed ecp impact signals into existing queues, so I created ecp dev pr-analyze to automatically label workflows with area, risk, and cross-pr-conflict.But after dogfooding, I found that the real value wasn't the queue itself, but 'using the graph to judge if PRs can safely run in parallel'. Even if two PRs touch different files, if one modifies a symbol within the other's blast radius, it's considered a semantic conflict. Conversely, if two PRs are in unrelated areas and their impact sets don't intersect, they can be labeled as low-risk, no cross-PR conflict, and handed to the workflow for more aggressive merging.What this feature truly saves isn't single CI execution time, but reducing the cycle of PRs drifting from each other, leading to endless rebases and CI reruns. ECP's vision here is: elevating the merge queue from 'time-based queuing' to 'risk-based scheduling'."}},{"@type":"Question","name":"What is the real bottleneck in Agent development?","acceptedAnswer":{"@type":"Answer","text":"The rhythm traditional human teams use to manage changes isn't necessarily wrong, but the overall process system should be more automated to avoid hindering development.Agent coding speed is very fast now, but the obstacle is actually human fear and worry. Fear of code conflicting, fear of the LLM breaking B while changing A, fear of various code errors—these fears have become the biggest problem hindering development.As projects developed by everyone, every team, and every company grow exponentially in the future, similar tools will become more critical, and performance will be a fatal key. How to let the LLM understand the current architecture faster, rather than relying on long-term memory context processing, becomes relatively important. We should let the LLM understand the architecture through the source code itself, not through text records of the architecture, because only the source code is the only truth."}},{"@type":"Question","name":"What will documentation become in the AI Agent era?","acceptedAnswer":{"@type":"Answer","text":"In the AI Agent era, 'flowcharts' will actually become the most important form of documentation, because what humans need to manage are processes and architectural design. Through charts, we can quickly see each design, but how the code is generated, how tools verify it, and how Agents consume it will gradually become less important.However, underlying core designs should still be recorded—for example, how to utilize cache, whether there should be a warm-up, what the client timeout should be, etc. These design documents are still important, just abstracted to a broader scope. Accurately speaking, all documentation will move towards higher-dimensional design.Just as we no longer delve into how machine code is compiled or run when writing programs today. Egent Code Plexus itself is merely a transitional product adapting to current trends."}},{"@type":"Question","name":"What are ECP's product boundaries?","acceptedAnswer":{"@type":"Answer","text":"ECP should focus on being a blazing fast, trustworthy, source-code-grounded structure awareness layer.This project will not, and does not need to, become another Codex, Claude Code, or OpenClaw. Rather, it is a tool feature that these code agent workflow frameworks can opt to use when they need to understand code. It is simply a grep / read tool exclusively for LLMs.Traditional tools answer 'Where is this string?' and 'What are the contents of this file?', whereas ECP answers: 'What is this symbol?', 'Who calls it?', 'What upstream/downstream does it affect?', and 'What is the structural risk of this diff?'. ECP's core is not making decisions for the Agent, but providing the structural facts the Agent must know before making a decision."}},{"@type":"Question","name":"What is the trade-off between CLI, MCP, and tool interfaces?","acceptedAnswer":{"@type":"Answer","text":"The most important product interface is the CLI.MCP involves more maintenance trouble, but because not every code agent framework can natively call the CLI, a dual architecture was adopted, offering MCP to guide the use of CLI calls. However, a better approach would be to embed the tool directly as a CLI tool, just like read. This is a massive help for improving performance and reducing tokens.The advantages of the CLI are that it is simple, low maintenance, easy to test, easy to drop into CI, and has no server lifecycle, tool registration, schema compatibility, or session state issues. MCP's value is as a compatibility layer, not the core abstraction."}},{"@type":"Question","name":"Should Skills be constraints or guides?","acceptedAnswer":{"@type":"Answer","text":"Before these designs are learned by LLMs, skills are needed to regulate and guide them. Just like before humanity learned to use fire, they didn't know its uses. But as this knowledge becomes widely applied, most people won't need to take courses on how to use fire.Currently, we still need skills to regulate and guide, unless one day LLMs have this related knowledge built-in. But I hope skills are not used to restrict how LLMs use tools, but rather as a guide. Tools should describe their functions, while how to use them is guided by the skill, which can also be adjusted according to personal needs. The ultimate hope, of course, is that LLMs understand autonomously and apply them more broadly."}},{"@type":"Question","name":"What is the absolute first principle of the ECP Skill?","acceptedAnswer":{"@type":"Answer","text":"'All actions should start from verifiable structural facts, not from context hallucinations.'Any preceding text can become a hallucination; only immediately confirmed situations are verifiable. This is exactly why the peer feature was designed: to achieve semi-real-time interaction via hooks/peers to avoid development conflicts from arising."}}]}</script>
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     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Install Egent Code Plexus and index a repository","inLanguage":"de","step":[{"@type":"HowToStep","name":"Install the binary","text":"curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh"},{"@type":"HowToStep","name":"Index a repository","text":"ecp admin index --repo ."},{"@type":"HowToStep","name":"Ask a structural question","text":"ecp impact --target \u003csymbol> --direction upstream"}]}</script>
@@ -72,7 +72,7 @@
         <div class="container hero-content">
             <h1 class="hero-title">
                 Egent Code Plexus
-                <span class="hero-version">v0.16.2</span>
+                <span class="hero-version">v0.16.3</span>
             </h1>
             <p class="hero-tagline mono" data-i18n="hero.tagline">Für Agenten gebaut, nicht für IDEs.</p>
             <p class="hero-subtitle" data-i18n="hero.subtitle">Codestruktur-Verständnis und Architektur-Radar, entwickelt für KI-Agenten.</p>
diff --git a/docs/ecp-landing/de/integrations/claude-code/index.html b/docs/ecp-landing/de/integrations/claude-code/index.html
index 059684a97..5124a65fe 100644
--- a/docs/ecp-landing/de/integrations/claude-code/index.html
+++ b/docs/ecp-landing/de/integrations/claude-code/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — Integrationen","description":"Claude Code liest ecp über drei unabhängige Kanäle: settings.json-Hooks, die bei jeder Bewegung des Repositorys neu indexieren, Skill-Packs, die dem Modell sagen, wann eine Graph-Abfrage ein grep schlägt, und einen MCP-Server, registriert über claude mcp add-json. Installiere, was du willst; nichts ","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/integrations/claude-code/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — Integrationen","description":"Claude Code liest ecp über drei unabhängige Kanäle: settings.json-Hooks, die bei jeder Bewegung des Repositorys neu indexieren, Skill-Packs, die dem Modell sagen, wann eine Graph-Abfrage ein grep schlägt, und einen MCP-Server, registriert über claude mcp add-json. Installiere, was du willst; nichts ","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/integrations/claude-code/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Claude Code — Integrationen","inLanguage":"de","description":"Claude Code liest ecp über drei unabhängige Kanäle: settings.json-Hooks, die bei jeder Bewegung des Repositorys neu indexieren, Skill-Packs, die dem Modell sagen, wann eine Graph-Abfrage ein grep schlägt, und einen MCP-Server, registriert über claude mcp add-json. Installiere, was du willst; nichts ","step":[{"@type":"HowToStep","position":1,"name":"ecp admin claude install hooks","text":"ecp admin claude install hooks"},{"@type":"HowToStep","position":2,"name":"ecp admin claude install skills","text":"ecp admin claude install skills"},{"@type":"HowToStep","position":3,"name":"ecp admin claude install mcp-server","text":"ecp admin claude install mcp-server"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Installation prüfen</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin claude status</code></li></ul>
         <h2 class="section-heading">Gut zu wissen</h2>
         <p class="hero-answer compare-limits">Der Skill wiegt schwerer als die Tools. Ein Modell, das ecp aufrufen kann, aber keine Regel hat, wann, greift trotzdem zuerst zu grep. Eine Teilinstallation ist normal, und <code class="mono">ecp admin claude status</code> zeigt, welche Komponenten tatsächlich vorhanden sind.</p>
-        <p class="table-caption">Jeder Befehl auf dieser Seite stammt aus der eigenen Help-Ausgabe des ausgelieferten Binarys, Stand ecp 0.16.2.</p>
+        <p class="table-caption">Jeder Befehl auf dieser Seite stammt aus der eigenen Help-Ausgabe des ausgelieferten Binarys, Stand ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus – für Agenten gebaut, nicht für IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/de/integrations/codex/index.html b/docs/ecp-landing/de/integrations/codex/index.html
index f04115b48..00d08c453 100644
--- a/docs/ecp-landing/de/integrations/codex/index.html
+++ b/docs/ecp-landing/de/integrations/codex/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — Integrationen","description":"Codex CLI nimmt die Skills, die ihm beibringen, wann eine strukturelle Abfrage der richtige Zug ist, und erreicht die Abfragen selbst entweder über MCP via ~/.codex/config.toml oder über ein natives Tool-Scaffold.","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/integrations/codex/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — Integrationen","description":"Codex CLI nimmt die Skills, die ihm beibringen, wann eine strukturelle Abfrage der richtige Zug ist, und erreicht die Abfragen selbst entweder über MCP via ~/.codex/config.toml oder über ein natives Tool-Scaffold.","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/integrations/codex/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Codex CLI — Integrationen","inLanguage":"de","description":"Codex CLI nimmt die Skills, die ihm beibringen, wann eine strukturelle Abfrage der richtige Zug ist, und erreicht die Abfragen selbst entweder über MCP via ~/.codex/config.toml oder über ein natives Tool-Scaffold.","step":[{"@type":"HowToStep","position":1,"name":"ecp admin codex install skills","text":"ecp admin codex install skills"},{"@type":"HowToStep","position":2,"name":"ecp admin codex install native-tools","text":"ecp admin codex install native-tools"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Installation prüfen</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin codex status</code></li></ul>
         <h2 class="section-heading">Gut zu wissen</h2>
         <p class="hero-answer compare-limits"><code class="mono">native-tools</code> schreibt ein Scaffold für einen Fork von openai/codex, keinen Patch für das veröffentlichte Binary. Wenn du Codex nicht selbst baust, ist der MCP-Weg der, der funktioniert.</p>
-        <p class="table-caption">Jeder Befehl auf dieser Seite stammt aus der eigenen Help-Ausgabe des ausgelieferten Binarys, Stand ecp 0.16.2.</p>
+        <p class="table-caption">Jeder Befehl auf dieser Seite stammt aus der eigenen Help-Ausgabe des ausgelieferten Binarys, Stand ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus – für Agenten gebaut, nicht für IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/de/integrations/gemini-cli/index.html b/docs/ecp-landing/de/integrations/gemini-cli/index.html
index 1fcf5df17..7c6d09353 100644
--- a/docs/ecp-landing/de/integrations/gemini-cli/index.html
+++ b/docs/ecp-landing/de/integrations/gemini-cli/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — Integrationen","description":"Gemini CLI nimmt zwei Teile: einen nativen Skill und eine stdio-MCP-Registrierung, hinzugefügt über den Befehl gemini mcp add.","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/integrations/gemini-cli/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — Integrationen","description":"Gemini CLI nimmt zwei Teile: einen nativen Skill und eine stdio-MCP-Registrierung, hinzugefügt über den Befehl gemini mcp add.","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/integrations/gemini-cli/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Gemini CLI — Integrationen","inLanguage":"de","description":"Gemini CLI nimmt zwei Teile: einen nativen Skill und eine stdio-MCP-Registrierung, hinzugefügt über den Befehl gemini mcp add.","step":[{"@type":"HowToStep","position":1,"name":"ecp admin gemini install native-skill","text":"ecp admin gemini install native-skill"},{"@type":"HowToStep","position":2,"name":"ecp admin gemini install mcp-server","text":"ecp admin gemini install mcp-server"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Installation prüfen</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin gemini status</code></li></ul>
         <h2 class="section-heading">Gut zu wissen</h2>
         <p class="hero-answer compare-limits">Beide werden separat installiert, und das eine bedingt nicht das andere. <code class="mono">ecp admin gemini status</code> meldet jedes auf einer eigenen Zeile.</p>
-        <p class="table-caption">Jeder Befehl auf dieser Seite stammt aus der eigenen Help-Ausgabe des ausgelieferten Binarys, Stand ecp 0.16.2.</p>
+        <p class="table-caption">Jeder Befehl auf dieser Seite stammt aus der eigenen Help-Ausgabe des ausgelieferten Binarys, Stand ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus – für Agenten gebaut, nicht für IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/de/integrations/index.html b/docs/ecp-landing/de/integrations/index.html
index 24380ac3e..aea0f4821 100644
--- a/docs/ecp-landing/de/integrations/index.html
+++ b/docs/ecp-landing/de/integrations/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Integrationen — Egent Code Plexus – für Agenten gebaut, nicht für IDEs","description":"Ein Agent erreicht ecp über einen von vier Kanälen: Settings-Hooks, die den Index warm halten, einen Skill, der sagt, wann eine strukturelle Abfrage eine Textsuche schlägt, einen MCP-Server, der die Abfragen als Tools bereitstellt, oder ein Host-Plugin. Die meisten Hosts nehmen mehr als einen, und j","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/integrations/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Integrationen — Egent Code Plexus – für Agenten gebaut, nicht für IDEs","description":"Ein Agent erreicht ecp über einen von vier Kanälen: Settings-Hooks, die den Index warm halten, einen Skill, der sagt, wann eine strukturelle Abfrage eine Textsuche schlägt, einen MCP-Server, der die Abfragen als Tools bereitstellt, oder ein Host-Plugin. Die meisten Hosts nehmen mehr als einen, und j","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/integrations/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -77,7 +77,7 @@ <h2 class="section-heading">Was welcher Host nimmt</h2>
             </div>
         <h2 class="section-heading">Pro Host</h2>
         <ul class="compare-method"><li><a href="claude-code/">Claude Code</a></li><li><a href="codex/">Codex CLI</a></li><li><a href="gemini-cli/">Gemini CLI</a></li><li><a href="mcp/">Any MCP host</a></li><li><a href="orca/">Orca</a></li></ul>
-        <p class="table-caption">Jeder Befehl auf dieser Seite stammt aus der eigenen Help-Ausgabe des ausgelieferten Binarys, Stand ecp 0.16.2.</p>
+        <p class="table-caption">Jeder Befehl auf dieser Seite stammt aus der eigenen Help-Ausgabe des ausgelieferten Binarys, Stand ecp 0.16.3.</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus – für Agenten gebaut, nicht für IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/de/integrations/mcp/index.html b/docs/ecp-landing/de/integrations/mcp/index.html
index 80f1c7f1b..f5a021197 100644
--- a/docs/ecp-landing/de/integrations/mcp/index.html
+++ b/docs/ecp-landing/de/integrations/mcp/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — Integrationen","description":"ecp admin mcp serve ist ein stdio-JSON-RPC-MCP-Server mit 20 Tools; jeder Host, der MCP spricht, kann damit den Graphen abfragen. Zeige den Host auf das Binary, und es funktioniert ohne Registrierung auf ecp-Seite.","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/integrations/mcp/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — Integrationen","description":"ecp admin mcp serve ist ein stdio-JSON-RPC-MCP-Server mit 20 Tools; jeder Host, der MCP spricht, kann damit den Graphen abfragen. Zeige den Host auf das Binary, und es funktioniert ohne Registrierung auf ecp-Seite.","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/integrations/mcp/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -71,7 +71,7 @@ <h2 class="section-heading">Installation prüfen</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin mcp tools</code></li></ul>
         <h2 class="section-heading">Gut zu wissen</h2>
         <p class="hero-answer compare-limits">Die automatischen Installer für Cursor, Windsurf, Cline / Roo Code und Copilot sind noch nicht geschrieben – sie geben einen Platzhalter aus, statt eine Config zu editieren. Diese Hosts nehmen das JSON oben von Hand, und genau deshalb steht es hier, statt hinter einem Befehl zu verschwinden.</p>
-        <p class="table-caption">Jeder Befehl auf dieser Seite stammt aus der eigenen Help-Ausgabe des ausgelieferten Binarys, Stand ecp 0.16.2.</p>
+        <p class="table-caption">Jeder Befehl auf dieser Seite stammt aus der eigenen Help-Ausgabe des ausgelieferten Binarys, Stand ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus – für Agenten gebaut, nicht für IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/de/integrations/orca/index.html b/docs/ecp-landing/de/integrations/orca/index.html
index bad3509b7..2cac6e010 100644
--- a/docs/ecp-landing/de/integrations/orca/index.html
+++ b/docs/ecp-landing/de/integrations/orca/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — Integrationen","description":"Orca installiert ecp als Plugin: Füge das Repository als Marketplace-Quelle hinzu und installiere dann ECP Code Graph aus der Liste. Jeder Worktree, den Orca anlegt, wird im Hintergrund indexiert, und ein Panel bringt index, impact und summary auf einen Klick.","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/integrations/orca/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — Integrationen","description":"Orca installiert ecp als Plugin: Füge das Repository als Marketplace-Quelle hinzu und installiere dann ECP Code Graph aus der Liste. Jeder Worktree, den Orca anlegt, wird im Hintergrund indexiert, und ein Panel bringt index, impact und summary auf einen Klick.","inLanguage":"de","url":"https://coseto6125.github.io/egent-code-plexus/de/integrations/orca/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Orca — Integrationen","inLanguage":"de","description":"Orca installiert ecp als Plugin: Füge das Repository als Marketplace-Quelle hinzu und installiere dann ECP Code Graph aus der Liste. Jeder Worktree, den Orca anlegt, wird im Hintergrund indexiert, und ein Panel bringt index, impact und summary auf einen Klick.","step":[{"@type":"HowToStep","position":1,"name":"https://github.com/coseto6125/ecp-orca-plugin.git","text":"https://github.com/coseto6125/ecp-orca-plugin.git"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Installation prüfen</h2>
         <ul class="compare-method"><li><code class="mono">ecp summary</code></li></ul>
         <h2 class="section-heading">Gut zu wissen</h2>
         <p class="hero-answer compare-limits">Das Plugin installiert das ecp-Binary nicht, und es läuft auf der Orca-Client-Maschine, auch wenn der Worktree auf einer anderen liegt. Installiere ecp dort, wo der Code liegt.</p>
-        <p class="table-caption">Jeder Befehl auf dieser Seite stammt aus der eigenen Help-Ausgabe des ausgelieferten Binarys, Stand ecp 0.16.2.</p>
+        <p class="table-caption">Jeder Befehl auf dieser Seite stammt aus der eigenen Help-Ausgabe des ausgelieferten Binarys, Stand ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus – für Agenten gebaut, nicht für IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/de/llms.txt b/docs/ecp-landing/de/llms.txt
index eb2c67efb..dd0d7f7ac 100644
--- a/docs/ecp-landing/de/llms.txt
+++ b/docs/ecp-landing/de/llms.txt
@@ -5,7 +5,7 @@
 > does this change break, which routes and database tables does this service
 > reach — over 31 languages in one graph.
 
-Version: 0.16.2
+Version: 0.16.3
 Repository: https://github.com/coseto6125/egent-code-plexus
 License: MIT
 Install: curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh
diff --git a/docs/ecp-landing/es/compare/codegraph/index.html b/docs/ecp-landing/es/compare/codegraph/index.html
index c5894aa34..dfdd134cc 100644
--- a/docs/ecp-landing/es/compare/codegraph/index.html
+++ b/docs/ecp-landing/es/compare/codegraph/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp frente a codegraph y GitNexus · ecp vs codegraph","description":"Tres herramientas de grafo de código, mismos checkouts, misma máquina.","inLanguage":"es","url":"https://coseto6125.github.io/egent-code-plexus/es/compare/codegraph/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp frente a codegraph y GitNexus · ecp vs codegraph","description":"Tres herramientas de grafo de código, mismos checkouts, misma máquina.","inLanguage":"es","url":"https://coseto6125.github.io/egent-code-plexus/es/compare/codegraph/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">Lo que estas cifras no dicen</h2>
         <p class="hero-answer compare-limits">Son una máquina, un conjunto de versiones y dos corpus. No dicen qué herramienta tiene la API que necesitas, si su cobertura de lenguajes encaja con tu stack, ni cómo se comporta en un repositorio con otra forma. Una herramienta que pierde en indexado en frío puede seguir siendo la correcta si responde algo que las otras no. <strong>Vuelve a medirlas en tu propio repositorio antes de decidir</strong>: los comandos están en el README de cada proyecto.</p>
-        <p class="table-caption">Cifras correspondientes a ecp 0.16.2. Se agradecen correcciones como issues.</p>
+        <p class="table-caption">Cifras correspondientes a ecp 0.16.3. Se agradecen correcciones como issues.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — hecho para agentes, no para IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/es/compare/gitnexus/index.html b/docs/ecp-landing/es/compare/gitnexus/index.html
index 48b0097ed..ece9a96a8 100644
--- a/docs/ecp-landing/es/compare/gitnexus/index.html
+++ b/docs/ecp-landing/es/compare/gitnexus/index.html
@@ -32,7 +32,7 @@
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@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">Lo que estas cifras no dicen</h2>
         <p class="hero-answer compare-limits">Son una máquina, un conjunto de versiones y dos corpus. No dicen qué herramienta tiene la API que necesitas, si su cobertura de lenguajes encaja con tu stack, ni cómo se comporta en un repositorio con otra forma. Una herramienta que pierde en indexado en frío puede seguir siendo la correcta si responde algo que las otras no. <strong>Vuelve a medirlas en tu propio repositorio antes de decidir</strong>: los comandos están en el README de cada proyecto.</p>
-        <p class="table-caption">Cifras correspondientes a ecp 0.16.2. Se agradecen correcciones como issues.</p>
+        <p class="table-caption">Cifras correspondientes a ecp 0.16.3. Se agradecen correcciones como issues.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — hecho para agentes, no para IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/es/compare/index.html b/docs/ecp-landing/es/compare/index.html
index c2592321c..efef0ce77 100644
--- a/docs/ecp-landing/es/compare/index.html
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@@ -32,7 +32,7 @@
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 <body class="theme-dark">
 <header class="navbar">
@@ -117,7 +117,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
         </ul>
         <h2 class="section-heading">Lo que estas cifras no dicen</h2>
         <p class="hero-answer compare-limits">Son una máquina, un conjunto de versiones y dos corpus. No dicen qué herramienta tiene la API que necesitas, si su cobertura de lenguajes encaja con tu stack, ni cómo se comporta en un repositorio con otra forma. Una herramienta que pierde en indexado en frío puede seguir siendo la correcta si responde algo que las otras no. <strong>Vuelve a medirlas en tu propio repositorio antes de decidir</strong>: los comandos están en el README de cada proyecto.</p>
-        <p class="table-caption">Cifras correspondientes a ecp 0.16.2. Se agradecen correcciones como issues.</p>
+        <p class="table-caption">Cifras correspondientes a ecp 0.16.3. Se agradecen correcciones como issues.</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — hecho para agentes, no para IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/es/index.html b/docs/ecp-landing/es/index.html
index 7a96d41e9..d6fad959c 100644
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     <script type="application/ld+json">{"@context":"https://schema.org","@type":"FAQPage","inLanguage":"es","mainEntity":[{"@type":"Question","name":"¿Por qué «no saber honestamente» importa más que «suponer vagamente»?","acceptedAnswer":{"@type":"Answer","text":"En la comunicación entre agentes, un LLM cae con facilidad en la hipótesis de mundo cerrado: para él, lo desconocido tiende a tratarse como inexistente. Por eso es fundamental que el modelo reconozca que «no lo sabe». Eso es lo que evita las alucinaciones.Solo sabiendo qué ignora puede el LLM profundizar hasta encontrar la respuesta real. Si la herramienta tapa ese desconocimiento, el modelo acaba creyendo que lo que no sabe sencillamente no existe.Así, el valor de BlindSpot no está en completar el grafo, sino en mostrar con honestidad sus límites. Sin BlindSpots marcados, un ingeniero humano al menos sospecharía que hay una trampa; un agente puede interpretar directamente «no hay arista» como «no hay dependencia». En sistemas grandes eso es peligrosísimo."}},{"@type":"Question","name":"¿Significa `ecp peers` que el futuro es el desarrollo paralelo con varios agentes?","acceptedAnswer":{"@type":"Answer","text":"De hecho, los Agentic Developers y los equipos más avanzados ya están adoptando este mecanismo poco a poco, aunque casi siempre implementado en la capa de flujo de trabajo. Construir flujos de trabajo suele ser complejo y voluminoso, pero con un diseño de peers sencillo los agentes de código pueden compartir al instante en qué están trabajando, y así evitar trabajo duplicado o conflictos entre sus cambios.Hoy tenemos el modelo de subagentes, pero ese mecanismo es apenas una extensión de una sola sesión: el subagente se limita a completar la tarea que le pasa el agente principal.Con ecp peers lo que busco es que un conjunto amplio de agentes principales, intercambiando información entre sí, complete planes mucho mayores, en lugar de comunicarse a través de documentos. Un diseño así permite que cada uno haga avanzar al otro en tiempo real y que se sostenga una planificación de mayor escala."}},{"@type":"Question","name":"¿Por qué una arquitectura sin estado con mmap y rkyv?","acceptedAnswer":{"@type":"Answer","text":"La idea de no tener estado, con mmap y rkyv, viene del rendimiento y de la estabilidad.Un servidor en marcha puede tener estado, pero mantenerlo exige procesos y código complejos para garantizar la consistencia de todo ese estado. Cada interacción con el servidor es un coste, y las cachés necesarias son coste de memoria. Esas restricciones acumuladas degradan el rendimiento.Con mmap, todos los agentes comparten el mismo recurso de base: ninguno necesita estado propio y todos trabajan sobre datos estáticos consultables de forma casi inmediata. En mediciones reales, construir el grafo de 16.000 archivos y del orden de 300.000 nodos lleva de 2 a 3 segundos, y el graph.bin resultante ocupa menos de 70 MB. Al ser un mmap compartido, las consultas del CLI se quedan en general por debajo de 100 ms.Este modelo importa para los agentes porque sus sistemas son de por sí muy concurrentes, de vida corta, propensos a reiniciarse y a cruzar sesiones. Prescindir del estado no busca solo velocidad: busca reducir las formas en que algo puede fallar."}},{"@type":"Question","name":"¿Está pasando ECP de analizar código a entender arquitectura?","acceptedAnswer":{"@type":"Answer","text":"Sí. En el desarrollo de software, el reto mayor de los agentes de IA se está desplazando de «¿sabe escribir bien una función?» a «¿es capaz de no romper las restricciones arquitectónicas ya existentes en un sistema grande?».La corrección de una función suelta se resuelve con tipos, pruebas, lint y contexto local. Pero el riesgo de un sistema real suele esconderse en restricciones que cruzan archivos, servicios, lenguajes y tiempo.Un LLM puede deducirlo por su cuenta a partir de consultas básicas al grafo, pero esa no es una solución estable. El problema no es que el LLM no razone, sino que hacerle redescubrir cada vez los patrones arquitectónicos desde nodos y aristas de bajo nivel sale caro, da resultados inconsistentes y deja escapar el «espacio negativo». Por eso ECP incorpora detección de patrones como Saga o EventTopic: eleva de antemano a señal de primera clase el conocimiento arquitectónico que es arriesgado, frecuente y estructurable. Dicho con más precisión, debería ser el radar de arquitectura del agente: antes de tocar el código, deja a la vista las restricciones de alta confianza, los acoplamientos implícitos posibles y las heurísticas que requieren verificación humana."}},{"@type":"Question","name":"¿Qué relación hay entre ECP y GitNexus?","acceptedAnswer":{"@type":"Answer","text":"GitNexus no es mi proyecto: es el origen de mi proyecto. Usándolo me encontré con varios problemas — rendimiento, múltiples servidores demonio y varios cuellos de botella de arquitectura — y a partir de ahí desarrollé por mi cuenta la arquitectura en Rust.El primer punto de inflexión fue que el estado residente empezó a limitar el propio flujo de trabajo del agente. Cuando varios agentes consultan a la vez desde distintos worktrees, repositorios y ramas, el modelo de demonio se convierte fácilmente en un problema de coordinación implícita. El segundo fue que cambió mi idea de la frecuencia de consulta: quería algo parecido a una caché L1 / L2 para el agente, capaz de responder en milisegundos antes de cada edición, de cada renombrado, de cada revisión, de cada análisis de impacto. A esa frecuencia, el coste de un demonio en Node.js se vuelve chirriante.De ahí el juicio central de la arquitectura sin estado en Rust: dejar el grafo en un graph.bin de formato fijo y hacer mmap directo en cada consulta de CLI o MCP. Sin calentamiento, sin estado de demonio y sin depender de que un proceso de vida larga sea de fiar."}},{"@type":"Question","name":"¿Cuál es la historia de `ecp dev pr-analyze` y la cola de fusión?","acceptedAnswer":{"@type":"Answer","text":"Al principio no pretendía rehacer la cola de fusión. Solo quería alimentar la cola existente con las señales de ecp impact, así que hice ecp dev pr-analyze para que el flujo de trabajo etiquetara automáticamente area, risk y cross-pr-conflict.Pero al usarlo a diario descubrí que lo valioso no era la cola en sí, sino «decidir con el grafo si dos PR pueden convivir sin riesgo». Aunque dos PR toquen archivos distintos, si uno modifica un símbolo dentro del radio de impacto del otro, eso cuenta como conflicto semántico. A la inversa, si están en áreas sin relación y sus conjuntos de impacto no se cruzan, pueden marcarse como de bajo riesgo y sin conflicto entre PR, y dejar que el flujo de trabajo fusione con más soltura.Lo que esto ahorra de verdad no es el tiempo de una ejecución de CI, sino el ciclo de rebases y reejecuciones que aparece cuando los PR se van desalineando entre sí. La aspiración de ECP aquí es elevar la cola de fusión de «hacer fila por orden de llegada» a «planificar según el riesgo estructural»."}},{"@type":"Question","name":"¿Cuál es el verdadero cuello de botella del desarrollo con agentes?","acceptedAnswer":{"@type":"Answer","text":"No se puede decir que el ritmo con el que los equipos humanos gestionan los cambios sea un error; lo que hace falta es que todo el proceso esté más automatizado para que no frene el desarrollo.Hoy los agentes escriben código muy rápido, y sin embargo lo que frena es el miedo de las personas: miedo a que el código entre en conflicto, a que el LLM arregle A y rompa B, a los errores de todo tipo. Ese miedo se ha convertido en el mayor obstáculo del desarrollo.A medida que los proyectos de cada persona, cada equipo y cada empresa crezcan de forma exponencial, herramientas como esta serán más importantes y el rendimiento será la clave decisiva. Lo relativamente importante pasa a ser cómo lograr que el LLM entienda la arquitectura actual más rápido, en lugar de depender del contexto como memoria a largo plazo. La arquitectura hay que dársela a entender a través del código fuente y no de un registro escrito, porque lo único cierto es el código fuente."}},{"@type":"Question","name":"¿En qué se convertirá la documentación en la era de los agentes?","acceptedAnswer":{"@type":"Answer","text":"En la era de los agentes, el documento más importante pasará a ser el diagrama de flujo, porque lo que una persona tiene que gestionar son los procesos y el diseño de la arquitectura. Con diagramas se capta rápido cada decisión de diseño, mientras que cómo se genera el código, cómo lo verifica una herramienta y cómo lo consume un agente irá perdiendo importancia.Aun así, los diseños de fondo deben seguir documentándose: cómo aprovechar la caché, si conviene un calentamiento, qué tiempo de espera fijar en el cliente. Esos documentos siguen importando, solo que se abstraen a un alcance mayor. Dicho con precisión, toda la documentación se desplaza hacia un diseño de dimensión más alta.Igual que hoy escribimos programas sin entrar en cómo se compila o se ejecuta el código máquina. El propio Egent Code Plexus que estoy diseñando no es más que un producto de transición, ajustado a la corriente de este momento."}},{"@type":"Question","name":"¿Cuáles son los límites de ECP como producto?","acceptedAnswer":{"@type":"Answer","text":"ECP debe concentrarse en ser una capa de percepción estructural extremadamente rápida, fiable y anclada en el código fuente.Este proyecto no va a ser —ni necesita ser— otro Codex, Claude Code u OpenClaw. Basta con que sea la herramienta que esos marcos de trabajo, cuando ejecutan flujos con agentes de código, puedan elegir en el momento en que necesitan entender el código. Es un grep y un read pensados para un LLM.Las herramientas tradicionales responden «¿dónde está esta cadena?» y «¿qué contiene este archivo?». Lo que ECP debe responder es «¿qué es este símbolo?», «¿quién lo llama?», «¿a qué afecta aguas arriba y aguas abajo?», «¿qué riesgo estructural tiene este diff?». El núcleo de ECP no es decidir por el agente, sino entregarle los hechos estructurales que necesita conocer antes de decidir."}},{"@type":"Question","name":"¿Qué compensaciones hay entre CLI, MCP y las interfaces de herramienta?","acceptedAnswer":{"@type":"Answer","text":"La interfaz de producto más importante es la CLI.MCP da bastante trabajo de mantenimiento, pero como no todos los marcos de agentes de código pueden invocar una CLI de forma nativa, adopté una arquitectura doble en la que MCP encamina hacia la llamada al CLI. Aun así, lo mejor sería poder integrar la herramienta directamente como herramienta de CLI, igual que read. Eso ayuda mucho tanto al rendimiento como al ahorro de tokens.La ventaja de la CLI es que es simple, barata de mantener, fácil de probar y fácil de meter en CI, y que no arrastra ciclo de vida de servidor, registro de herramientas, compatibilidad de esquemas ni estado de sesión. El valor de MCP es el de una capa de compatibilidad, no el de una abstracción central."}},{"@type":"Question","name":"¿Una Skill debe ser una restricción o una guía?","acceptedAnswer":{"@type":"Answer","text":"Mientras el LLM no haya interiorizado estos diseños, hacen falta skills que los encuadren y los guíen. Igual que el ser humano, antes de aprender a usar el fuego, no sabía para qué servía; pero una vez que ese conocimiento se extendió, casi nadie ha recibido un curso sobre cómo usar el fuego.Por ahora siguen haciendo falta esa pauta y esa guía, salvo que algún día el LLM traiga incorporado este tipo de conocimiento. Aun así, prefiero que una skill no sirva para imponer al LLM cómo usar una herramienta, sino para orientarlo. La herramienta describe lo que hace; cómo usarla lo sugiere la skill a grandes rasgos, y cada cual puede ajustarlo a sus necesidades. Lo deseable, claro, es que el LLM lo entienda por sí mismo y lo aplique de forma más amplia."}},{"@type":"Question","name":"¿Cuál es el primer principio central de la Skill de ECP?","acceptedAnswer":{"@type":"Answer","text":"«Toda acción debe partir de hechos estructurales verificables, no de alucinaciones del contexto.»Cualquier cosa dicha antes puede ser una alucinación; solo lo que se comprueba en el momento es verificable. De ahí viene la idea de diseñar los peers: alcanzar una interacción casi en tiempo real mediante hooks y peers para evitar que aparezcan conflictos de desarrollo."}}]}</script>
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@@ -72,7 +72,7 @@
         <div class="container hero-content">
             <h1 class="hero-title">
                 Egent Code Plexus
-                <span class="hero-version">v0.16.2</span>
+                <span class="hero-version">v0.16.3</span>
             </h1>
             <p class="hero-tagline mono" data-i18n="hero.tagline">Built for agents, not IDEs.</p>
             <p class="hero-subtitle" data-i18n="hero.subtitle">Conciencia de la estructura del código y radar de arquitectura diseñado para Agentes de IA.</p>
diff --git a/docs/ecp-landing/es/integrations/claude-code/index.html b/docs/ecp-landing/es/integrations/claude-code/index.html
index 178ad5554..9cd0e3299 100644
--- a/docs/ecp-landing/es/integrations/claude-code/index.html
+++ b/docs/ecp-landing/es/integrations/claude-code/index.html
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     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — Integraciones","description":"Claude Code lee ecp por tres canales independientes: hooks en settings.json que reindexan según se mueve el repositorio, packs de skills que le dicen al modelo cuándo una consulta al grafo gana a un grep, y un servidor MCP registrado mediante claude mcp add-json. Instala lo que quieras; ninguno depe","inLanguage":"es","url":"https://coseto6125.github.io/egent-code-plexus/es/integrations/claude-code/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — Integraciones","description":"Claude Code lee ecp por tres canales independientes: hooks en settings.json que reindexan según se mueve el repositorio, packs de skills que le dicen al modelo cuándo una consulta al grafo gana a un grep, y un servidor MCP registrado mediante claude mcp add-json. Instala lo que quieras; ninguno depe","inLanguage":"es","url":"https://coseto6125.github.io/egent-code-plexus/es/integrations/claude-code/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Claude Code — Integraciones","inLanguage":"es","description":"Claude Code lee ecp por tres canales independientes: hooks en settings.json que reindexan según se mueve el repositorio, packs de skills que le dicen al modelo cuándo una consulta al grafo gana a un grep, y un servidor MCP registrado mediante claude mcp add-json. Instala lo que quieras; ninguno depe","step":[{"@type":"HowToStep","position":1,"name":"ecp admin claude install hooks","text":"ecp admin claude install hooks"},{"@type":"HowToStep","position":2,"name":"ecp admin claude install skills","text":"ecp admin claude install skills"},{"@type":"HowToStep","position":3,"name":"ecp admin claude install mcp-server","text":"ecp admin claude install mcp-server"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Comprobar que quedó instalado</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin claude status</code></li></ul>
         <h2 class="section-heading">Conviene saber</h2>
         <p class="hero-answer compare-limits">La skill pesa más que las herramientas. Un modelo que puede llamar a ecp pero no tiene una regla sobre cuándo llamarlo sigue tirando de grep primero. Una instalación parcial es normal, y <code class="mono">ecp admin claude status</code> imprime qué componentes están realmente puestos.</p>
-        <p class="table-caption">Cada comando de esta página proviene de la ayuda del propio binario, en ecp 0.16.2.</p>
+        <p class="table-caption">Cada comando de esta página proviene de la ayuda del propio binario, en ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — hecho para agentes, no para IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/es/integrations/codex/index.html b/docs/ecp-landing/es/integrations/codex/index.html
index 00465b03d..26a2e8c35 100644
--- a/docs/ecp-landing/es/integrations/codex/index.html
+++ b/docs/ecp-landing/es/integrations/codex/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — Integraciones","description":"Codex CLI toma las skills que le enseñan cuándo una consulta estructural es la jugada correcta, y llega a las consultas por MCP a través de ~/.codex/config.toml o por un andamiaje de herramientas nativas.","inLanguage":"es","url":"https://coseto6125.github.io/egent-code-plexus/es/integrations/codex/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — Integraciones","description":"Codex CLI toma las skills que le enseñan cuándo una consulta estructural es la jugada correcta, y llega a las consultas por MCP a través de ~/.codex/config.toml o por un andamiaje de herramientas nativas.","inLanguage":"es","url":"https://coseto6125.github.io/egent-code-plexus/es/integrations/codex/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Codex CLI — Integraciones","inLanguage":"es","description":"Codex CLI toma las skills que le enseñan cuándo una consulta estructural es la jugada correcta, y llega a las consultas por MCP a través de ~/.codex/config.toml o por un andamiaje de herramientas nativas.","step":[{"@type":"HowToStep","position":1,"name":"ecp admin codex install skills","text":"ecp admin codex install skills"},{"@type":"HowToStep","position":2,"name":"ecp admin codex install native-tools","text":"ecp admin codex install native-tools"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Comprobar que quedó instalado</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin codex status</code></li></ul>
         <h2 class="section-heading">Conviene saber</h2>
         <p class="hero-answer compare-limits"><code class="mono">native-tools</code> escribe un andamiaje para un fork de openai/codex, no un parche al binario publicado. Si no compilas Codex tú mismo, la vía que funciona es MCP.</p>
-        <p class="table-caption">Cada comando de esta página proviene de la ayuda del propio binario, en ecp 0.16.2.</p>
+        <p class="table-caption">Cada comando de esta página proviene de la ayuda del propio binario, en ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — hecho para agentes, no para IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/es/integrations/gemini-cli/index.html b/docs/ecp-landing/es/integrations/gemini-cli/index.html
index 537db980f..03d11e22d 100644
--- a/docs/ecp-landing/es/integrations/gemini-cli/index.html
+++ b/docs/ecp-landing/es/integrations/gemini-cli/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — Integraciones","description":"Gemini CLI necesita dos piezas: una skill nativa y un registro MCP por stdio añadido con gemini mcp add.","inLanguage":"es","url":"https://coseto6125.github.io/egent-code-plexus/es/integrations/gemini-cli/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — Integraciones","description":"Gemini CLI necesita dos piezas: una skill nativa y un registro MCP por stdio añadido con gemini mcp add.","inLanguage":"es","url":"https://coseto6125.github.io/egent-code-plexus/es/integrations/gemini-cli/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Gemini CLI — Integraciones","inLanguage":"es","description":"Gemini CLI necesita dos piezas: una skill nativa y un registro MCP por stdio añadido con gemini mcp add.","step":[{"@type":"HowToStep","position":1,"name":"ecp admin gemini install native-skill","text":"ecp admin gemini install native-skill"},{"@type":"HowToStep","position":2,"name":"ecp admin gemini install mcp-server","text":"ecp admin gemini install mcp-server"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Comprobar que quedó instalado</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin gemini status</code></li></ul>
         <h2 class="section-heading">Conviene saber</h2>
         <p class="hero-answer compare-limits">Se instalan por separado y una no implica la otra. <code class="mono">ecp admin gemini status</code> informa de cada una en su propia línea.</p>
-        <p class="table-caption">Cada comando de esta página proviene de la ayuda del propio binario, en ecp 0.16.2.</p>
+        <p class="table-caption">Cada comando de esta página proviene de la ayuda del propio binario, en ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — hecho para agentes, no para IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/es/integrations/index.html b/docs/ecp-landing/es/integrations/index.html
index 73342cfee..be77d1c2f 100644
--- a/docs/ecp-landing/es/integrations/index.html
+++ b/docs/ecp-landing/es/integrations/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Integraciones — Egent Code Plexus — hecho para agentes, no para IDEs","description":"Un agente llega a ecp por uno de cuatro canales: hooks de configuración que mantienen el índice caliente, una skill que indica cuándo una consulta estructural gana a una búsqueda de texto, un servidor MCP que expone las consultas como herramientas, o un plugin propio del host. La mayoría de los host","inLanguage":"es","url":"https://coseto6125.github.io/egent-code-plexus/es/integrations/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Integraciones — Egent Code Plexus — hecho para agentes, no para IDEs","description":"Un agente llega a ecp por uno de cuatro canales: hooks de configuración que mantienen el índice caliente, una skill que indica cuándo una consulta estructural gana a una búsqueda de texto, un servidor MCP que expone las consultas como herramientas, o un plugin propio del host. La mayoría de los host","inLanguage":"es","url":"https://coseto6125.github.io/egent-code-plexus/es/integrations/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -77,7 +77,7 @@ <h2 class="section-heading">Qué admite cada host</h2>
             </div>
         <h2 class="section-heading">Host por host</h2>
         <ul class="compare-method"><li><a href="claude-code/">Claude Code</a></li><li><a href="codex/">Codex CLI</a></li><li><a href="gemini-cli/">Gemini CLI</a></li><li><a href="mcp/">Any MCP host</a></li><li><a href="orca/">Orca</a></li></ul>
-        <p class="table-caption">Cada comando de esta página proviene de la ayuda del propio binario, en ecp 0.16.2.</p>
+        <p class="table-caption">Cada comando de esta página proviene de la ayuda del propio binario, en ecp 0.16.3.</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — hecho para agentes, no para IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/es/integrations/mcp/index.html b/docs/ecp-landing/es/integrations/mcp/index.html
index 8130197d3..683fcb7e2 100644
--- a/docs/ecp-landing/es/integrations/mcp/index.html
+++ b/docs/ecp-landing/es/integrations/mcp/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — Integraciones","description":"ecp admin mcp serve es un servidor MCP JSON-RPC por stdio que expone 20 herramientas, así que cualquier host que hable MCP puede consultar el grafo. Basta con apuntar el host al binario; del lado de ecp no hace falta registrar nada.","inLanguage":"es","url":"https://coseto6125.github.io/egent-code-plexus/es/integrations/mcp/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — Integraciones","description":"ecp admin mcp serve es un servidor MCP JSON-RPC por stdio que expone 20 herramientas, así que cualquier host que hable MCP puede consultar el grafo. Basta con apuntar el host al binario; del lado de ecp no hace falta registrar nada.","inLanguage":"es","url":"https://coseto6125.github.io/egent-code-plexus/es/integrations/mcp/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -71,7 +71,7 @@ <h2 class="section-heading">Comprobar que quedó instalado</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin mcp tools</code></li></ul>
         <h2 class="section-heading">Conviene saber</h2>
         <p class="hero-answer compare-limits">Los instaladores automáticos para Cursor, Windsurf, Cline / Roo Code y Copilot todavía no están escritos: imprimen un marcador de posición en lugar de editar una configuración. Esos hosts requieren pegar el JSON de arriba a mano, y por eso aparece aquí en lugar de esconderse detrás de un comando.</p>
-        <p class="table-caption">Cada comando de esta página proviene de la ayuda del propio binario, en ecp 0.16.2.</p>
+        <p class="table-caption">Cada comando de esta página proviene de la ayuda del propio binario, en ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — hecho para agentes, no para IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/es/integrations/orca/index.html b/docs/ecp-landing/es/integrations/orca/index.html
index 64681a584..868fa5db7 100644
--- a/docs/ecp-landing/es/integrations/orca/index.html
+++ b/docs/ecp-landing/es/integrations/orca/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — Integraciones","description":"Orca instala ecp como plugin: añade este repositorio como fuente de marketplace y luego instala ECP Code Graph desde el listado. A partir de ahí, cada worktree que crea Orca se indexa en segundo plano, y un panel deja index, impact y summary a un clic.","inLanguage":"es","url":"https://coseto6125.github.io/egent-code-plexus/es/integrations/orca/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — Integraciones","description":"Orca instala ecp como plugin: añade este repositorio como fuente de marketplace y luego instala ECP Code Graph desde el listado. A partir de ahí, cada worktree que crea Orca se indexa en segundo plano, y un panel deja index, impact y summary a un clic.","inLanguage":"es","url":"https://coseto6125.github.io/egent-code-plexus/es/integrations/orca/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Orca — Integraciones","inLanguage":"es","description":"Orca instala ecp como plugin: añade este repositorio como fuente de marketplace y luego instala ECP Code Graph desde el listado. A partir de ahí, cada worktree que crea Orca se indexa en segundo plano, y un panel deja index, impact y summary a un clic.","step":[{"@type":"HowToStep","position":1,"name":"https://github.com/coseto6125/ecp-orca-plugin.git","text":"https://github.com/coseto6125/ecp-orca-plugin.git"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Comprobar que quedó instalado</h2>
         <ul class="compare-method"><li><code class="mono">ecp summary</code></li></ul>
         <h2 class="section-heading">Conviene saber</h2>
         <p class="hero-answer compare-limits">El plugin no instala el binario de ecp, y se ejecuta en la máquina cliente de Orca aunque el worktree viva en otra. Instala ecp donde está el código.</p>
-        <p class="table-caption">Cada comando de esta página proviene de la ayuda del propio binario, en ecp 0.16.2.</p>
+        <p class="table-caption">Cada comando de esta página proviene de la ayuda del propio binario, en ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — hecho para agentes, no para IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/es/llms.txt b/docs/ecp-landing/es/llms.txt
index 69f7bd397..93fe599d8 100644
--- a/docs/ecp-landing/es/llms.txt
+++ b/docs/ecp-landing/es/llms.txt
@@ -5,7 +5,7 @@
 > does this change break, which routes and database tables does this service
 > reach — over 31 languages in one graph.
 
-Version: 0.16.2
+Version: 0.16.3
 Repository: https://github.com/coseto6125/egent-code-plexus
 License: MIT
 Install: curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh
diff --git a/docs/ecp-landing/fr/compare/codegraph/index.html b/docs/ecp-landing/fr/compare/codegraph/index.html
index 6827871f4..2997030fb 100644
--- a/docs/ecp-landing/fr/compare/codegraph/index.html
+++ b/docs/ecp-landing/fr/compare/codegraph/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs codegraph","description":"Trois outils de graphe de code, mêmes checkouts, même machine.","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/compare/codegraph/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs codegraph","description":"Trois outils de graphe de code, mêmes checkouts, même machine.","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/compare/codegraph/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">Ce que ces chiffres ne disent pas</h2>
         <p class="hero-answer compare-limits">C'est une machine, un jeu de versions, deux corpus. Ces chiffres ne disent rien de l'API qu'il vous faut, de la couverture de langages face à votre stack, ni du comportement sur un dépôt qui ne ressemble pas à ces deux-là. Un outil qui perd sur l'indexation à froid peut rester le bon choix s'il répond à une question que les autres ne savent pas traiter. <strong>Rejouez les mesures sur votre propre dépôt avant de trancher</strong> : les commandes sont dans le README de chaque projet.</p>
-        <p class="table-caption">Chiffres mis à jour pour ecp 0.16.2. Corrections bienvenues via les issues.</p>
+        <p class="table-caption">Chiffres mis à jour pour ecp 0.16.3. Corrections bienvenues via les issues.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — conçu pour les agents, pas pour les IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/fr/compare/gitnexus/index.html b/docs/ecp-landing/fr/compare/gitnexus/index.html
index b10664ef6..42ff9cb7e 100644
--- a/docs/ecp-landing/fr/compare/gitnexus/index.html
+++ b/docs/ecp-landing/fr/compare/gitnexus/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs gitnexus","description":"Trois outils de graphe de code, mêmes checkouts, même machine.","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/compare/gitnexus/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs gitnexus","description":"Trois outils de graphe de code, mêmes checkouts, même machine.","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/compare/gitnexus/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">Ce que ces chiffres ne disent pas</h2>
         <p class="hero-answer compare-limits">C'est une machine, un jeu de versions, deux corpus. Ces chiffres ne disent rien de l'API qu'il vous faut, de la couverture de langages face à votre stack, ni du comportement sur un dépôt qui ne ressemble pas à ces deux-là. Un outil qui perd sur l'indexation à froid peut rester le bon choix s'il répond à une question que les autres ne savent pas traiter. <strong>Rejouez les mesures sur votre propre dépôt avant de trancher</strong> : les commandes sont dans le README de chaque projet.</p>
-        <p class="table-caption">Chiffres mis à jour pour ecp 0.16.2. Corrections bienvenues via les issues.</p>
+        <p class="table-caption">Chiffres mis à jour pour ecp 0.16.3. Corrections bienvenues via les issues.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — conçu pour les agents, pas pour les IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/fr/compare/index.html b/docs/ecp-landing/fr/compare/index.html
index 130477b74..6df74ab25 100644
--- a/docs/ecp-landing/fr/compare/index.html
+++ b/docs/ecp-landing/fr/compare/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus","description":"Trois outils de graphe de code, mêmes checkouts, même machine.","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/compare/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus","description":"Trois outils de graphe de code, mêmes checkouts, même machine.","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/compare/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -117,7 +117,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
         </ul>
         <h2 class="section-heading">Ce que ces chiffres ne disent pas</h2>
         <p class="hero-answer compare-limits">C'est une machine, un jeu de versions, deux corpus. Ces chiffres ne disent rien de l'API qu'il vous faut, de la couverture de langages face à votre stack, ni du comportement sur un dépôt qui ne ressemble pas à ces deux-là. Un outil qui perd sur l'indexation à froid peut rester le bon choix s'il répond à une question que les autres ne savent pas traiter. <strong>Rejouez les mesures sur votre propre dépôt avant de trancher</strong> : les commandes sont dans le README de chaque projet.</p>
-        <p class="table-caption">Chiffres mis à jour pour ecp 0.16.2. Corrections bienvenues via les issues.</p>
+        <p class="table-caption">Chiffres mis à jour pour ecp 0.16.3. Corrections bienvenues via les issues.</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — conçu pour les agents, pas pour les IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/fr/index.html b/docs/ecp-landing/fr/index.html
index 7ec5f3b85..4030579ec 100644
--- a/docs/ecp-landing/fr/index.html
+++ b/docs/ecp-landing/fr/index.html
@@ -38,7 +38,7 @@
     <meta name="twitter:title" content="Egent Code Plexus — conçu pour les agents, pas pour les IDE">
     <meta name="twitter:description" content="Demandez qui appelle X, ce qu'un changement casse, quelles routes existent. Un seul graphe sur 31 langages, des réponses en millisecondes.">
     <meta name="twitter:image" content="https://coseto6125.github.io/egent-code-plexus/og.png">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"SoftwareApplication","name":"Egent Code Plexus","alternateName":"ecp","applicationCategory":"DeveloperApplication","applicationSubCategory":"Code intelligence graph","operatingSystem":"Linux, macOS, Windows","softwareVersion":"0.16.2","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/","codeRepository":"https://github.com/coseto6125/egent-code-plexus","downloadUrl":"https://github.com/coseto6125/egent-code-plexus/releases/latest","license":"https://opensource.org/licenses/MIT","programmingLanguage":"Rust","description":"Requêtes structurelles sur le code pour agents IA : qui appelle un symbole, rayon d'impact d'un changement, routes et contrats inter-dépôts. 31 langages, réponses sous 100 ms, 7.5x moins de tokens que grep, et des BlindSpots plutôt que des suppositions.","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"],"dateModified":"2026-10-22","offers":{"@type":"Offer","price":"0","priceCurrency":"USD"},"featureList":["Callers and callees of any symbol across 31 languages","Blast radius of a diff before the refactor lands","HTTP routes and cross-repo contract extraction","SQL tables reached from code, including raw query strings","BlindSpot records naming what the graph cannot see"]}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"SoftwareApplication","name":"Egent Code Plexus","alternateName":"ecp","applicationCategory":"DeveloperApplication","applicationSubCategory":"Code intelligence graph","operatingSystem":"Linux, macOS, Windows","softwareVersion":"0.16.3","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/","codeRepository":"https://github.com/coseto6125/egent-code-plexus","downloadUrl":"https://github.com/coseto6125/egent-code-plexus/releases/latest","license":"https://opensource.org/licenses/MIT","programmingLanguage":"Rust","description":"Requêtes structurelles sur le code pour agents IA : qui appelle un symbole, rayon d'impact d'un changement, routes et contrats inter-dépôts. 31 langages, réponses sous 100 ms, 7.5x moins de tokens que grep, et des BlindSpots plutôt que des suppositions.","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"],"dateModified":"2026-10-23","offers":{"@type":"Offer","price":"0","priceCurrency":"USD"},"featureList":["Callers and callees of any symbol across 31 languages","Blast radius of a diff before the refactor lands","HTTP routes and cross-repo contract extraction","SQL tables reached from code, including raw query strings","BlindSpot records naming what the graph cannot see"]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"FAQPage","inLanguage":"en","mainEntity":[{"@type":"Question","name":"Why is 'Honest Ignorance' more important than 'Vague Guessing'?","acceptedAnswer":{"@type":"Answer","text":"During agent communication, LLMs easily fall into a closed-world assumption. To an LLM, anything unknown might be treated as non-existent. Therefore, making the LLM aware that it 'does not know' is crucial to prevent hallucinations.Knowing what is 'unknown' allows the LLM to dig deeper and find actual answers, rather than having the tool mask the unknown, causing the LLM to believe the unknown information simply doesn't exist.Thus, the value of BlindSpot is not to complete the graph, but to honestly reveal the graph's boundaries. Without marking BlindSpots, human engineers might suspect a hidden trap; but an Agent might directly interpret 'no edge' as 'no dependency'. This is extremely dangerous for large systems."}},{"@type":"Question","name":"Does `ecp peers` mean multi-Agent parallel development is the future?","acceptedAnswer":{"@type":"Answer","text":"In fact, all advanced Agentic Developers or Departments have already started adopting this mechanism gradually, though mostly implemented at the workflow level. Building workflows is often complex and massive, but through a simple peer design, code agents can instantly share their current development info with each other, avoiding duplicate work or introducing conflicts between their parallel efforts.Today we have the sub-agent development model, but this mechanism is merely an extension of a single session. Sub-agents just complete tasks handed down by the main agent.Through ecp peers, what I hope to achieve is a massive group of main agents completing grander plans by mutually exchanging information, rather than just communicating through document records. Such a design can advance everyone's progress in real-time and accomplish larger-scale design planning."}},{"@type":"Question","name":"Why a stateless architecture with mmap + rkyv?","acceptedAnswer":{"@type":"Answer","text":"The stateless concept of mmap and rkyv depends on performance and stability.Once a server boots up, it can hold state, but to maintain that state, we need more complex processes and code to ensure the stability of all states. Every interaction with the server is a cost; necessary caching also costs memory. Numerous constraints result in poor performance.Through mmap, all agents share the underlying common resource. They do not need to own state; instead, they work via near-instant queries against static data. In practice, building a graph of 16k files and 300k nodes takes only 2 to 3 seconds, producing a graph.bin that is less than 70 MB. Because of the shared mmap design, various CLI queries generally return within 100 ms.This model is vital for Agents because Agent systems inherently feature high concurrency, short lifespans, frequent restarts, and cross-session operations. Statelessness isn't just for speed; it's to minimize failure modes."}},{"@type":"Question","name":"Is ECP moving from code parsing to architecture understanding?","acceptedAnswer":{"@type":"Answer","text":"Yes. The greater challenge for AI Agents in software development is shifting from 'can it write a function correctly' to 'can it avoid breaking existing architectural constraints in a large system'.The correctness of a single function can be solved by types, tests, linting, and local context; but real system risks often hide in constraints that cross files, services, languages, and time.LLMs can deduce things themselves via basic graph queries, but that isn't a stable solution. The problem isn't that LLMs can't reason, but that making them rediscover architectural patterns from low-level nodes and edges every time is costly, yields inconsistent results, and easily misses 'negative space'. Therefore, ECP has built-in pattern detection like Saga and EventTopic, elevating high-risk, common, structurable architectural knowledge into first-class signals ahead of time. More accurately, it acts as an Agent's architecture radar: laying out high-confidence constraints and implicit couplings clearly before code is modified."}},{"@type":"Question","name":"What is the relationship between ECP and GitNexus?","acceptedAnswer":{"@type":"Answer","text":"GitNexus is not my project; it's the origin of my project. I encountered issues while using GitNexus: performance, multiple daemon servers, and several architectural bottlenecks, so I independently developed the Rust architecture.The first breaking point was when resident state began to restrict Agent workflows. When multiple Agents, worktrees, repos, and branches query simultaneously, the daemon model easily becomes a hidden coordination problem. The second breaking point was a shift in expected query frequency. I wanted something closer to an Agent's L1 / L2 cache: querying in milliseconds before every file edit, rename, review, or impact analysis. At this frequency, the costs of a Node.js daemon became glaring.Thus, the core thesis of the Rust stateless architecture is: bake the graph into a fixed-format graph.bin so that every CLI / MCP query directly mmaps it, requiring no warm-up, no daemon state, and no trust in a long-lived process."}},{"@type":"Question","name":"What's the story behind `ecp dev pr-analyze` and Merge Queues?","acceptedAnswer":{"@type":"Answer","text":"Initially, I didn't want to reinvent the merge queue. I just wanted to feed ecp impact signals into existing queues, so I created ecp dev pr-analyze to automatically label workflows with area, risk, and cross-pr-conflict.But after dogfooding, I found that the real value wasn't the queue itself, but 'using the graph to judge if PRs can safely run in parallel'. Even if two PRs touch different files, if one modifies a symbol within the other's blast radius, it's considered a semantic conflict. Conversely, if two PRs are in unrelated areas and their impact sets don't intersect, they can be labeled as low-risk, no cross-PR conflict, and handed to the workflow for more aggressive merging.What this feature truly saves isn't single CI execution time, but reducing the cycle of PRs drifting from each other, leading to endless rebases and CI reruns. ECP's vision here is: elevating the merge queue from 'time-based queuing' to 'risk-based scheduling'."}},{"@type":"Question","name":"What is the real bottleneck in Agent development?","acceptedAnswer":{"@type":"Answer","text":"The rhythm traditional human teams use to manage changes isn't necessarily wrong, but the overall process system should be more automated to avoid hindering development.Agent coding speed is very fast now, but the obstacle is actually human fear and worry. Fear of code conflicting, fear of the LLM breaking B while changing A, fear of various code errors—these fears have become the biggest problem hindering development.As projects developed by everyone, every team, and every company grow exponentially in the future, similar tools will become more critical, and performance will be a fatal key. How to let the LLM understand the current architecture faster, rather than relying on long-term memory context processing, becomes relatively important. We should let the LLM understand the architecture through the source code itself, not through text records of the architecture, because only the source code is the only truth."}},{"@type":"Question","name":"What will documentation become in the AI Agent era?","acceptedAnswer":{"@type":"Answer","text":"In the AI Agent era, 'flowcharts' will actually become the most important form of documentation, because what humans need to manage are processes and architectural design. Through charts, we can quickly see each design, but how the code is generated, how tools verify it, and how Agents consume it will gradually become less important.However, underlying core designs should still be recorded—for example, how to utilize cache, whether there should be a warm-up, what the client timeout should be, etc. These design documents are still important, just abstracted to a broader scope. Accurately speaking, all documentation will move towards higher-dimensional design.Just as we no longer delve into how machine code is compiled or run when writing programs today. Egent Code Plexus itself is merely a transitional product adapting to current trends."}},{"@type":"Question","name":"What are ECP's product boundaries?","acceptedAnswer":{"@type":"Answer","text":"ECP should focus on being a blazing fast, trustworthy, source-code-grounded structure awareness layer.This project will not, and does not need to, become another Codex, Claude Code, or OpenClaw. Rather, it is a tool feature that these code agent workflow frameworks can opt to use when they need to understand code. It is simply a grep / read tool exclusively for LLMs.Traditional tools answer 'Where is this string?' and 'What are the contents of this file?', whereas ECP answers: 'What is this symbol?', 'Who calls it?', 'What upstream/downstream does it affect?', and 'What is the structural risk of this diff?'. ECP's core is not making decisions for the Agent, but providing the structural facts the Agent must know before making a decision."}},{"@type":"Question","name":"What is the trade-off between CLI, MCP, and tool interfaces?","acceptedAnswer":{"@type":"Answer","text":"The most important product interface is the CLI.MCP involves more maintenance trouble, but because not every code agent framework can natively call the CLI, a dual architecture was adopted, offering MCP to guide the use of CLI calls. However, a better approach would be to embed the tool directly as a CLI tool, just like read. This is a massive help for improving performance and reducing tokens.The advantages of the CLI are that it is simple, low maintenance, easy to test, easy to drop into CI, and has no server lifecycle, tool registration, schema compatibility, or session state issues. MCP's value is as a compatibility layer, not the core abstraction."}},{"@type":"Question","name":"Should Skills be constraints or guides?","acceptedAnswer":{"@type":"Answer","text":"Before these designs are learned by LLMs, skills are needed to regulate and guide them. Just like before humanity learned to use fire, they didn't know its uses. But as this knowledge becomes widely applied, most people won't need to take courses on how to use fire.Currently, we still need skills to regulate and guide, unless one day LLMs have this related knowledge built-in. But I hope skills are not used to restrict how LLMs use tools, but rather as a guide. Tools should describe their functions, while how to use them is guided by the skill, which can also be adjusted according to personal needs. The ultimate hope, of course, is that LLMs understand autonomously and apply them more broadly."}},{"@type":"Question","name":"What is the absolute first principle of the ECP Skill?","acceptedAnswer":{"@type":"Answer","text":"'All actions should start from verifiable structural facts, not from context hallucinations.'Any preceding text can become a hallucination; only immediately confirmed situations are verifiable. This is exactly why the peer feature was designed: to achieve semi-real-time interaction via hooks/peers to avoid development conflicts from arising."}}]}</script>
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     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Install Egent Code Plexus and index a repository","inLanguage":"fr","step":[{"@type":"HowToStep","name":"Install the binary","text":"curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh"},{"@type":"HowToStep","name":"Index a repository","text":"ecp admin index --repo ."},{"@type":"HowToStep","name":"Ask a structural question","text":"ecp impact --target \u003csymbol> --direction upstream"}]}</script>
@@ -72,7 +72,7 @@
         <div class="container hero-content">
             <h1 class="hero-title">
                 Egent Code Plexus
-                <span class="hero-version">v0.16.2</span>
+                <span class="hero-version">v0.16.3</span>
             </h1>
             <p class="hero-tagline mono" data-i18n="hero.tagline">Conçu pour les agents, pas pour les IDE.</p>
             <p class="hero-subtitle" data-i18n="hero.subtitle">Conscience de la structure du code et radar d'architecture, conçus pour les agents IA.</p>
diff --git a/docs/ecp-landing/fr/integrations/claude-code/index.html b/docs/ecp-landing/fr/integrations/claude-code/index.html
index 8065406ea..d89ae348d 100644
--- a/docs/ecp-landing/fr/integrations/claude-code/index.html
+++ b/docs/ecp-landing/fr/integrations/claude-code/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — Intégrations","description":"Claude Code accède à ecp par trois canaux indépendants : des hooks settings.json qui réindexent au fil des changements du dépôt, des skills qui disent au modèle quand une requête de graphe bat un grep, et un serveur MCP enregistré via claude mcp add-json. Installez ce que vous voulez ; rien ici ne d","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/integrations/claude-code/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — Intégrations","description":"Claude Code accède à ecp par trois canaux indépendants : des hooks settings.json qui réindexent au fil des changements du dépôt, des skills qui disent au modèle quand une requête de graphe bat un grep, et un serveur MCP enregistré via claude mcp add-json. Installez ce que vous voulez ; rien ici ne d","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/integrations/claude-code/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
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 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Vérifier que c'est en place</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin claude status</code></li></ul>
         <h2 class="section-heading">Bon à savoir</h2>
         <p class="hero-answer compare-limits">Le skill pèse plus lourd que les outils. Un modèle qui peut appeler ecp mais n'a aucune règle sur quand l'appeler dégaine quand même grep en premier. Une installation partielle est normale, et <code class="mono">ecp admin claude status</code> affiche les composants réellement en place.</p>
-        <p class="table-caption">Chaque commande de cette page vient de la sortie d'aide du binaire livré, sur ecp 0.16.2.</p>
+        <p class="table-caption">Chaque commande de cette page vient de la sortie d'aide du binaire livré, sur ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — conçu pour les agents, pas pour les IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/fr/integrations/codex/index.html b/docs/ecp-landing/fr/integrations/codex/index.html
index 895bff0d5..9384c87ce 100644
--- a/docs/ecp-landing/fr/integrations/codex/index.html
+++ b/docs/ecp-landing/fr/integrations/codex/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — Intégrations","description":"Codex CLI prend les skills qui lui apprennent quand une requête structurelle est le bon réflexe, et atteint les requêtes elles-mêmes soit via MCP par ~/.codex/config.toml, soit par un scaffold d'outils natifs.","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/integrations/codex/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — Intégrations","description":"Codex CLI prend les skills qui lui apprennent quand une requête structurelle est le bon réflexe, et atteint les requêtes elles-mêmes soit via MCP par ~/.codex/config.toml, soit par un scaffold d'outils natifs.","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/integrations/codex/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Codex CLI — Intégrations","inLanguage":"fr","description":"Codex CLI prend les skills qui lui apprennent quand une requête structurelle est le bon réflexe, et atteint les requêtes elles-mêmes soit via MCP par ~/.codex/config.toml, soit par un scaffold d'outils natifs.","step":[{"@type":"HowToStep","position":1,"name":"ecp admin codex install skills","text":"ecp admin codex install skills"},{"@type":"HowToStep","position":2,"name":"ecp admin codex install native-tools","text":"ecp admin codex install native-tools"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Vérifier que c'est en place</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin codex status</code></li></ul>
         <h2 class="section-heading">Bon à savoir</h2>
         <p class="hero-answer compare-limits"><code class="mono">native-tools</code> écrit un scaffold pour un fork d'openai/codex, pas un patch du binaire publié. À moins de compiler Codex vous-même, c'est la voie MCP qui fonctionne.</p>
-        <p class="table-caption">Chaque commande de cette page vient de la sortie d'aide du binaire livré, sur ecp 0.16.2.</p>
+        <p class="table-caption">Chaque commande de cette page vient de la sortie d'aide du binaire livré, sur ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — conçu pour les agents, pas pour les IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/fr/integrations/gemini-cli/index.html b/docs/ecp-landing/fr/integrations/gemini-cli/index.html
index 16c51df1b..29b3ac82a 100644
--- a/docs/ecp-landing/fr/integrations/gemini-cli/index.html
+++ b/docs/ecp-landing/fr/integrations/gemini-cli/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — Intégrations","description":"Gemini CLI prend deux briques : un skill natif, et un enregistrement MCP stdio ajouté par la commande gemini mcp add.","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/integrations/gemini-cli/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — Intégrations","description":"Gemini CLI prend deux briques : un skill natif, et un enregistrement MCP stdio ajouté par la commande gemini mcp add.","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/integrations/gemini-cli/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Gemini CLI — Intégrations","inLanguage":"fr","description":"Gemini CLI prend deux briques : un skill natif, et un enregistrement MCP stdio ajouté par la commande gemini mcp add.","step":[{"@type":"HowToStep","position":1,"name":"ecp admin gemini install native-skill","text":"ecp admin gemini install native-skill"},{"@type":"HowToStep","position":2,"name":"ecp admin gemini install mcp-server","text":"ecp admin gemini install mcp-server"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Vérifier que c'est en place</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin gemini status</code></li></ul>
         <h2 class="section-heading">Bon à savoir</h2>
         <p class="hero-answer compare-limits">Les deux s'installent séparément et l'un n'implique pas l'autre. <code class="mono">ecp admin gemini status</code> les rapporte chacun sur sa propre ligne.</p>
-        <p class="table-caption">Chaque commande de cette page vient de la sortie d'aide du binaire livré, sur ecp 0.16.2.</p>
+        <p class="table-caption">Chaque commande de cette page vient de la sortie d'aide du binaire livré, sur ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — conçu pour les agents, pas pour les IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/fr/integrations/index.html b/docs/ecp-landing/fr/integrations/index.html
index bf8b15e28..d3165523a 100644
--- a/docs/ecp-landing/fr/integrations/index.html
+++ b/docs/ecp-landing/fr/integrations/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Intégrations — Egent Code Plexus — conçu pour les agents, pas pour les IDE","description":"Un agent accède à ecp par l'un de quatre canaux : des hooks de configuration qui gardent l'index à jour, un skill qui dit quand une requête structurelle bat une recherche textuelle, un serveur MCP qui expose les requêtes comme outils, ou un plugin d'hôte. La plupart des hôtes en prennent plusieurs, ","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/integrations/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Intégrations — Egent Code Plexus — conçu pour les agents, pas pour les IDE","description":"Un agent accède à ecp par l'un de quatre canaux : des hooks de configuration qui gardent l'index à jour, un skill qui dit quand une requête structurelle bat une recherche textuelle, un serveur MCP qui expose les requêtes comme outils, ou un plugin d'hôte. La plupart des hôtes en prennent plusieurs, ","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/integrations/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -77,7 +77,7 @@ <h2 class="section-heading">Ce que chaque hôte prend</h2>
             </div>
         <h2 class="section-heading">Par hôte</h2>
         <ul class="compare-method"><li><a href="claude-code/">Claude Code</a></li><li><a href="codex/">Codex CLI</a></li><li><a href="gemini-cli/">Gemini CLI</a></li><li><a href="mcp/">Any MCP host</a></li><li><a href="orca/">Orca</a></li></ul>
-        <p class="table-caption">Chaque commande de cette page vient de la sortie d'aide du binaire livré, sur ecp 0.16.2.</p>
+        <p class="table-caption">Chaque commande de cette page vient de la sortie d'aide du binaire livré, sur ecp 0.16.3.</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — conçu pour les agents, pas pour les IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/fr/integrations/mcp/index.html b/docs/ecp-landing/fr/integrations/mcp/index.html
index 6f003fa88..23413c207 100644
--- a/docs/ecp-landing/fr/integrations/mcp/index.html
+++ b/docs/ecp-landing/fr/integrations/mcp/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — Intégrations","description":"ecp admin mcp serve est un serveur MCP JSON-RPC sur stdio qui expose 20 outils : tout hôte qui parle MCP peut interroger le graphe. Pointez l'hôte vers le binaire et ça fonctionne, sans enregistrement côté ecp.","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/integrations/mcp/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — Intégrations","description":"ecp admin mcp serve est un serveur MCP JSON-RPC sur stdio qui expose 20 outils : tout hôte qui parle MCP peut interroger le graphe. Pointez l'hôte vers le binaire et ça fonctionne, sans enregistrement côté ecp.","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/integrations/mcp/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -71,7 +71,7 @@ <h2 class="section-heading">Vérifier que c'est en place</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin mcp tools</code></li></ul>
         <h2 class="section-heading">Bon à savoir</h2>
         <p class="hero-answer compare-limits">Les installateurs automatiques pour Cursor, Windsurf, Cline / Roo Code et Copilot ne sont pas encore écrits : ils affichent un placeholder au lieu de modifier une config. Ces hôtes prennent le JSON ci-dessus à la main, et c'est pour cela qu'il est affiché ici plutôt que caché derrière une commande.</p>
-        <p class="table-caption">Chaque commande de cette page vient de la sortie d'aide du binaire livré, sur ecp 0.16.2.</p>
+        <p class="table-caption">Chaque commande de cette page vient de la sortie d'aide du binaire livré, sur ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — conçu pour les agents, pas pour les IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/fr/integrations/orca/index.html b/docs/ecp-landing/fr/integrations/orca/index.html
index d54336254..c75b55de3 100644
--- a/docs/ecp-landing/fr/integrations/orca/index.html
+++ b/docs/ecp-landing/fr/integrations/orca/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — Intégrations","description":"Orca installe ecp comme plugin : ajoutez le dépôt comme source de marketplace, puis installez ECP Code Graph depuis la liste. Chaque worktree créé par Orca est indexé en arrière-plan, et un panneau met index, impact et summary à un clic.","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/integrations/orca/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — Intégrations","description":"Orca installe ecp comme plugin : ajoutez le dépôt comme source de marketplace, puis installez ECP Code Graph depuis la liste. Chaque worktree créé par Orca est indexé en arrière-plan, et un panneau met index, impact et summary à un clic.","inLanguage":"fr","url":"https://coseto6125.github.io/egent-code-plexus/fr/integrations/orca/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Orca — Intégrations","inLanguage":"fr","description":"Orca installe ecp comme plugin : ajoutez le dépôt comme source de marketplace, puis installez ECP Code Graph depuis la liste. Chaque worktree créé par Orca est indexé en arrière-plan, et un panneau met index, impact et summary à un clic.","step":[{"@type":"HowToStep","position":1,"name":"https://github.com/coseto6125/ecp-orca-plugin.git","text":"https://github.com/coseto6125/ecp-orca-plugin.git"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Vérifier que c'est en place</h2>
         <ul class="compare-method"><li><code class="mono">ecp summary</code></li></ul>
         <h2 class="section-heading">Bon à savoir</h2>
         <p class="hero-answer compare-limits">Le plugin n'installe pas le binaire ecp, et il tourne sur la machine cliente d'Orca même quand le worktree vit sur une autre. Installez ecp là où se trouve le code.</p>
-        <p class="table-caption">Chaque commande de cette page vient de la sortie d'aide du binaire livré, sur ecp 0.16.2.</p>
+        <p class="table-caption">Chaque commande de cette page vient de la sortie d'aide du binaire livré, sur ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — conçu pour les agents, pas pour les IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/fr/llms.txt b/docs/ecp-landing/fr/llms.txt
index eb2c67efb..dd0d7f7ac 100644
--- a/docs/ecp-landing/fr/llms.txt
+++ b/docs/ecp-landing/fr/llms.txt
@@ -5,7 +5,7 @@
 > does this change break, which routes and database tables does this service
 > reach — over 31 languages in one graph.
 
-Version: 0.16.2
+Version: 0.16.3
 Repository: https://github.com/coseto6125/egent-code-plexus
 License: MIT
 Install: curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh
diff --git a/docs/ecp-landing/hi/compare/codegraph/index.html b/docs/ecp-landing/hi/compare/codegraph/index.html
index b320d86f0..f5bba1b73 100644
--- a/docs/ecp-landing/hi/compare/codegraph/index.html
+++ b/docs/ecp-landing/hi/compare/codegraph/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs codegraph","description":"तीन code-graph tools, समान checkouts, समान machine।","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/compare/codegraph/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs codegraph","description":"तीन code-graph tools, समान checkouts, समान machine।","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/compare/codegraph/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">ये आँकड़े क्या नहीं बताते</h2>
         <p class="hero-answer compare-limits">ये एक machine, versions का एक set, दो corpora हैं। ये इस बारे में कुछ नहीं कहते कि कौन सा tool आपकी चाहत की API देता है, उसकी language coverage आपके stack से मेल खाती है या नहीं, या इन दोनों से अलग बनावट वाली repository पर वह कैसा बर्ताव करता है। Cold index में हारने वाला tool फिर भी सही चुनाव हो सकता है, अगर वह ऐसा सवाल हल करता है जो बाकी नहीं कर पाते। <strong>फ़ैसला करने से पहले इन्हें अपनी repository पर दोबारा चलाएं</strong> — commands हर project की README में हैं।</p>
-        <p class="table-caption">आँकड़े आख़िरी बार ecp 0.16.2 के लिए update हुए। कोई सुधार हो तो issue के रूप में ज़रूर भेजें।</p>
+        <p class="table-caption">आँकड़े आख़िरी बार ecp 0.16.3 के लिए update हुए। कोई सुधार हो तो issue के रूप में ज़रूर भेजें।</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — agents के लिए बनाया गया, IDEs के लिए नहीं</a></p>
     </main>
 
diff --git a/docs/ecp-landing/hi/compare/gitnexus/index.html b/docs/ecp-landing/hi/compare/gitnexus/index.html
index 5952c6682..3911985f6 100644
--- a/docs/ecp-landing/hi/compare/gitnexus/index.html
+++ b/docs/ecp-landing/hi/compare/gitnexus/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs gitnexus","description":"तीन code-graph tools, समान checkouts, समान machine।","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/compare/gitnexus/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs gitnexus","description":"तीन code-graph tools, समान checkouts, समान machine।","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/compare/gitnexus/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">ये आँकड़े क्या नहीं बताते</h2>
         <p class="hero-answer compare-limits">ये एक machine, versions का एक set, दो corpora हैं। ये इस बारे में कुछ नहीं कहते कि कौन सा tool आपकी चाहत की API देता है, उसकी language coverage आपके stack से मेल खाती है या नहीं, या इन दोनों से अलग बनावट वाली repository पर वह कैसा बर्ताव करता है। Cold index में हारने वाला tool फिर भी सही चुनाव हो सकता है, अगर वह ऐसा सवाल हल करता है जो बाकी नहीं कर पाते। <strong>फ़ैसला करने से पहले इन्हें अपनी repository पर दोबारा चलाएं</strong> — commands हर project की README में हैं।</p>
-        <p class="table-caption">आँकड़े आख़िरी बार ecp 0.16.2 के लिए update हुए। कोई सुधार हो तो issue के रूप में ज़रूर भेजें।</p>
+        <p class="table-caption">आँकड़े आख़िरी बार ecp 0.16.3 के लिए update हुए। कोई सुधार हो तो issue के रूप में ज़रूर भेजें।</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — agents के लिए बनाया गया, IDEs के लिए नहीं</a></p>
     </main>
 
diff --git a/docs/ecp-landing/hi/compare/index.html b/docs/ecp-landing/hi/compare/index.html
index 37d865b2c..d08f1580d 100644
--- a/docs/ecp-landing/hi/compare/index.html
+++ b/docs/ecp-landing/hi/compare/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus","description":"तीन code-graph tools, समान checkouts, समान machine।","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/compare/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus","description":"तीन code-graph tools, समान checkouts, समान machine।","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/compare/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -117,7 +117,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
         </ul>
         <h2 class="section-heading">ये आँकड़े क्या नहीं बताते</h2>
         <p class="hero-answer compare-limits">ये एक machine, versions का एक set, दो corpora हैं। ये इस बारे में कुछ नहीं कहते कि कौन सा tool आपकी चाहत की API देता है, उसकी language coverage आपके stack से मेल खाती है या नहीं, या इन दोनों से अलग बनावट वाली repository पर वह कैसा बर्ताव करता है। Cold index में हारने वाला tool फिर भी सही चुनाव हो सकता है, अगर वह ऐसा सवाल हल करता है जो बाकी नहीं कर पाते। <strong>फ़ैसला करने से पहले इन्हें अपनी repository पर दोबारा चलाएं</strong> — commands हर project की README में हैं।</p>
-        <p class="table-caption">आँकड़े आख़िरी बार ecp 0.16.2 के लिए update हुए। कोई सुधार हो तो issue के रूप में ज़रूर भेजें।</p>
+        <p class="table-caption">आँकड़े आख़िरी बार ecp 0.16.3 के लिए update हुए। कोई सुधार हो तो issue के रूप में ज़रूर भेजें।</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — agents के लिए बनाया गया, IDEs के लिए नहीं</a></p>
     </main>
 
diff --git a/docs/ecp-landing/hi/index.html b/docs/ecp-landing/hi/index.html
index 8a05a9043..b99ad42ea 100644
--- a/docs/ecp-landing/hi/index.html
+++ b/docs/ecp-landing/hi/index.html
@@ -38,7 +38,7 @@
     <meta name="twitter:title" content="Egent Code Plexus — agents के लिए बनाया गया, IDEs के लिए नहीं">
     <meta name="twitter:description" content="पूछें X को कौन call करता है, बदलाव से क्या टूटेगा, कौन से routes हैं। 31 languages पर एक graph, जवाब milliseconds में।">
     <meta name="twitter:image" content="https://coseto6125.github.io/egent-code-plexus/og.png">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"SoftwareApplication","name":"Egent Code Plexus","alternateName":"ecp","applicationCategory":"DeveloperApplication","applicationSubCategory":"Code intelligence graph","operatingSystem":"Linux, macOS, Windows","softwareVersion":"0.16.2","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/","codeRepository":"https://github.com/coseto6125/egent-code-plexus","downloadUrl":"https://github.com/coseto6125/egent-code-plexus/releases/latest","license":"https://opensource.org/licenses/MIT","programmingLanguage":"Rust","description":"AI agents के लिए structural code queries: किसी symbol को कौन call करता है, बदलाव का blast radius, routes और cross-repo contracts। 31 languages, sub-100ms जवाब, grep से 7.5x कम tokens, और अनुमानों की जगह BlindSpot records।","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"],"dateModified":"2026-10-22","offers":{"@type":"Offer","price":"0","priceCurrency":"USD"},"featureList":["Callers and callees of any symbol across 31 languages","Blast radius of a diff before the refactor lands","HTTP routes and cross-repo contract extraction","SQL tables reached from code, including raw query strings","BlindSpot records naming what the graph cannot see"]}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"SoftwareApplication","name":"Egent Code Plexus","alternateName":"ecp","applicationCategory":"DeveloperApplication","applicationSubCategory":"Code intelligence graph","operatingSystem":"Linux, macOS, Windows","softwareVersion":"0.16.3","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/","codeRepository":"https://github.com/coseto6125/egent-code-plexus","downloadUrl":"https://github.com/coseto6125/egent-code-plexus/releases/latest","license":"https://opensource.org/licenses/MIT","programmingLanguage":"Rust","description":"AI agents के लिए structural code queries: किसी symbol को कौन call करता है, बदलाव का blast radius, routes और cross-repo contracts। 31 languages, sub-100ms जवाब, grep से 7.5x कम tokens, और अनुमानों की जगह BlindSpot records।","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"],"dateModified":"2026-10-23","offers":{"@type":"Offer","price":"0","priceCurrency":"USD"},"featureList":["Callers and callees of any symbol across 31 languages","Blast radius of a diff before the refactor lands","HTTP routes and cross-repo contract extraction","SQL tables reached from code, including raw query strings","BlindSpot records naming what the graph cannot see"]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"FAQPage","inLanguage":"en","mainEntity":[{"@type":"Question","name":"Why is 'Honest Ignorance' more important than 'Vague Guessing'?","acceptedAnswer":{"@type":"Answer","text":"During agent communication, LLMs easily fall into a closed-world assumption. To an LLM, anything unknown might be treated as non-existent. Therefore, making the LLM aware that it 'does not know' is crucial to prevent hallucinations.Knowing what is 'unknown' allows the LLM to dig deeper and find actual answers, rather than having the tool mask the unknown, causing the LLM to believe the unknown information simply doesn't exist.Thus, the value of BlindSpot is not to complete the graph, but to honestly reveal the graph's boundaries. Without marking BlindSpots, human engineers might suspect a hidden trap; but an Agent might directly interpret 'no edge' as 'no dependency'. This is extremely dangerous for large systems."}},{"@type":"Question","name":"Does `ecp peers` mean multi-Agent parallel development is the future?","acceptedAnswer":{"@type":"Answer","text":"In fact, all advanced Agentic Developers or Departments have already started adopting this mechanism gradually, though mostly implemented at the workflow level. Building workflows is often complex and massive, but through a simple peer design, code agents can instantly share their current development info with each other, avoiding duplicate work or introducing conflicts between their parallel efforts.Today we have the sub-agent development model, but this mechanism is merely an extension of a single session. Sub-agents just complete tasks handed down by the main agent.Through ecp peers, what I hope to achieve is a massive group of main agents completing grander plans by mutually exchanging information, rather than just communicating through document records. Such a design can advance everyone's progress in real-time and accomplish larger-scale design planning."}},{"@type":"Question","name":"Why a stateless architecture with mmap + rkyv?","acceptedAnswer":{"@type":"Answer","text":"The stateless concept of mmap and rkyv depends on performance and stability.Once a server boots up, it can hold state, but to maintain that state, we need more complex processes and code to ensure the stability of all states. Every interaction with the server is a cost; necessary caching also costs memory. Numerous constraints result in poor performance.Through mmap, all agents share the underlying common resource. They do not need to own state; instead, they work via near-instant queries against static data. In practice, building a graph of 16k files and 300k nodes takes only 2 to 3 seconds, producing a graph.bin that is less than 70 MB. Because of the shared mmap design, various CLI queries generally return within 100 ms.This model is vital for Agents because Agent systems inherently feature high concurrency, short lifespans, frequent restarts, and cross-session operations. Statelessness isn't just for speed; it's to minimize failure modes."}},{"@type":"Question","name":"Is ECP moving from code parsing to architecture understanding?","acceptedAnswer":{"@type":"Answer","text":"Yes. The greater challenge for AI Agents in software development is shifting from 'can it write a function correctly' to 'can it avoid breaking existing architectural constraints in a large system'.The correctness of a single function can be solved by types, tests, linting, and local context; but real system risks often hide in constraints that cross files, services, languages, and time.LLMs can deduce things themselves via basic graph queries, but that isn't a stable solution. The problem isn't that LLMs can't reason, but that making them rediscover architectural patterns from low-level nodes and edges every time is costly, yields inconsistent results, and easily misses 'negative space'. Therefore, ECP has built-in pattern detection like Saga and EventTopic, elevating high-risk, common, structurable architectural knowledge into first-class signals ahead of time. More accurately, it acts as an Agent's architecture radar: laying out high-confidence constraints and implicit couplings clearly before code is modified."}},{"@type":"Question","name":"What is the relationship between ECP and GitNexus?","acceptedAnswer":{"@type":"Answer","text":"GitNexus is not my project; it's the origin of my project. I encountered issues while using GitNexus: performance, multiple daemon servers, and several architectural bottlenecks, so I independently developed the Rust architecture.The first breaking point was when resident state began to restrict Agent workflows. When multiple Agents, worktrees, repos, and branches query simultaneously, the daemon model easily becomes a hidden coordination problem. The second breaking point was a shift in expected query frequency. I wanted something closer to an Agent's L1 / L2 cache: querying in milliseconds before every file edit, rename, review, or impact analysis. At this frequency, the costs of a Node.js daemon became glaring.Thus, the core thesis of the Rust stateless architecture is: bake the graph into a fixed-format graph.bin so that every CLI / MCP query directly mmaps it, requiring no warm-up, no daemon state, and no trust in a long-lived process."}},{"@type":"Question","name":"What's the story behind `ecp dev pr-analyze` and Merge Queues?","acceptedAnswer":{"@type":"Answer","text":"Initially, I didn't want to reinvent the merge queue. I just wanted to feed ecp impact signals into existing queues, so I created ecp dev pr-analyze to automatically label workflows with area, risk, and cross-pr-conflict.But after dogfooding, I found that the real value wasn't the queue itself, but 'using the graph to judge if PRs can safely run in parallel'. Even if two PRs touch different files, if one modifies a symbol within the other's blast radius, it's considered a semantic conflict. Conversely, if two PRs are in unrelated areas and their impact sets don't intersect, they can be labeled as low-risk, no cross-PR conflict, and handed to the workflow for more aggressive merging.What this feature truly saves isn't single CI execution time, but reducing the cycle of PRs drifting from each other, leading to endless rebases and CI reruns. ECP's vision here is: elevating the merge queue from 'time-based queuing' to 'risk-based scheduling'."}},{"@type":"Question","name":"What is the real bottleneck in Agent development?","acceptedAnswer":{"@type":"Answer","text":"The rhythm traditional human teams use to manage changes isn't necessarily wrong, but the overall process system should be more automated to avoid hindering development.Agent coding speed is very fast now, but the obstacle is actually human fear and worry. Fear of code conflicting, fear of the LLM breaking B while changing A, fear of various code errors—these fears have become the biggest problem hindering development.As projects developed by everyone, every team, and every company grow exponentially in the future, similar tools will become more critical, and performance will be a fatal key. How to let the LLM understand the current architecture faster, rather than relying on long-term memory context processing, becomes relatively important. We should let the LLM understand the architecture through the source code itself, not through text records of the architecture, because only the source code is the only truth."}},{"@type":"Question","name":"What will documentation become in the AI Agent era?","acceptedAnswer":{"@type":"Answer","text":"In the AI Agent era, 'flowcharts' will actually become the most important form of documentation, because what humans need to manage are processes and architectural design. Through charts, we can quickly see each design, but how the code is generated, how tools verify it, and how Agents consume it will gradually become less important.However, underlying core designs should still be recorded—for example, how to utilize cache, whether there should be a warm-up, what the client timeout should be, etc. These design documents are still important, just abstracted to a broader scope. Accurately speaking, all documentation will move towards higher-dimensional design.Just as we no longer delve into how machine code is compiled or run when writing programs today. Egent Code Plexus itself is merely a transitional product adapting to current trends."}},{"@type":"Question","name":"What are ECP's product boundaries?","acceptedAnswer":{"@type":"Answer","text":"ECP should focus on being a blazing fast, trustworthy, source-code-grounded structure awareness layer.This project will not, and does not need to, become another Codex, Claude Code, or OpenClaw. Rather, it is a tool feature that these code agent workflow frameworks can opt to use when they need to understand code. It is simply a grep / read tool exclusively for LLMs.Traditional tools answer 'Where is this string?' and 'What are the contents of this file?', whereas ECP answers: 'What is this symbol?', 'Who calls it?', 'What upstream/downstream does it affect?', and 'What is the structural risk of this diff?'. ECP's core is not making decisions for the Agent, but providing the structural facts the Agent must know before making a decision."}},{"@type":"Question","name":"What is the trade-off between CLI, MCP, and tool interfaces?","acceptedAnswer":{"@type":"Answer","text":"The most important product interface is the CLI.MCP involves more maintenance trouble, but because not every code agent framework can natively call the CLI, a dual architecture was adopted, offering MCP to guide the use of CLI calls. However, a better approach would be to embed the tool directly as a CLI tool, just like read. This is a massive help for improving performance and reducing tokens.The advantages of the CLI are that it is simple, low maintenance, easy to test, easy to drop into CI, and has no server lifecycle, tool registration, schema compatibility, or session state issues. MCP's value is as a compatibility layer, not the core abstraction."}},{"@type":"Question","name":"Should Skills be constraints or guides?","acceptedAnswer":{"@type":"Answer","text":"Before these designs are learned by LLMs, skills are needed to regulate and guide them. Just like before humanity learned to use fire, they didn't know its uses. But as this knowledge becomes widely applied, most people won't need to take courses on how to use fire.Currently, we still need skills to regulate and guide, unless one day LLMs have this related knowledge built-in. But I hope skills are not used to restrict how LLMs use tools, but rather as a guide. Tools should describe their functions, while how to use them is guided by the skill, which can also be adjusted according to personal needs. The ultimate hope, of course, is that LLMs understand autonomously and apply them more broadly."}},{"@type":"Question","name":"What is the absolute first principle of the ECP Skill?","acceptedAnswer":{"@type":"Answer","text":"'All actions should start from verifiable structural facts, not from context hallucinations.'Any preceding text can become a hallucination; only immediately confirmed situations are verifiable. This is exactly why the peer feature was designed: to achieve semi-real-time interaction via hooks/peers to avoid development conflicts from arising."}}]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"WebSite","name":"Egent Code Plexus","url":"https://coseto6125.github.io/egent-code-plexus/hi/","inLanguage":"hi","description":"AI agents के लिए structural code queries: किसी symbol को कौन call करता है, बदलाव का blast radius, routes और cross-repo contracts। 31 languages, sub-100ms जवाब, grep से 7.5x कम tokens, और अनुमानों की जगह BlindSpot records।","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Install Egent Code Plexus and index a repository","inLanguage":"hi","step":[{"@type":"HowToStep","name":"Install the binary","text":"curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh"},{"@type":"HowToStep","name":"Index a repository","text":"ecp admin index --repo ."},{"@type":"HowToStep","name":"Ask a structural question","text":"ecp impact --target \u003csymbol> --direction upstream"}]}</script>
@@ -72,7 +72,7 @@
         <div class="container hero-content">
             <h1 class="hero-title">
                 Egent Code Plexus
-                <span class="hero-version">v0.16.2</span>
+                <span class="hero-version">v0.16.3</span>
             </h1>
             <p class="hero-tagline mono" data-i18n="hero.tagline">Agents के लिए बनाया गया, IDEs के लिए नहीं।</p>
             <p class="hero-subtitle" data-i18n="hero.subtitle">AI Agents के लिए design किया गया code structure awareness और architecture radar।</p>
diff --git a/docs/ecp-landing/hi/integrations/claude-code/index.html b/docs/ecp-landing/hi/integrations/claude-code/index.html
index c1121ad8b..9a815219b 100644
--- a/docs/ecp-landing/hi/integrations/claude-code/index.html
+++ b/docs/ecp-landing/hi/integrations/claude-code/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — इंटीग्रेशन","description":"Claude Code ecp को तीन स्वतंत्र channels से पढ़ता है: settings.json hooks जो repository के आगे बढ़ने पर reindex करते हैं, skill packs जो model को बताते हैं कि graph query कब grep से बेहतर है, और claude mcp add-json से registered एक MCP server। जो चाहिए वही install करें; यहाँ कोई हिस्सा बाकी पर निर्भ","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/integrations/claude-code/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — इंटीग्रेशन","description":"Claude Code ecp को तीन स्वतंत्र channels से पढ़ता है: settings.json hooks जो repository के आगे बढ़ने पर reindex करते हैं, skill packs जो model को बताते हैं कि graph query कब grep से बेहतर है, और claude mcp add-json से registered एक MCP server। जो चाहिए वही install करें; यहाँ कोई हिस्सा बाकी पर निर्भ","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/integrations/claude-code/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Claude Code — इंटीग्रेशन","inLanguage":"hi","description":"Claude Code ecp को तीन स्वतंत्र channels से पढ़ता है: settings.json hooks जो repository के आगे बढ़ने पर reindex करते हैं, skill packs जो model को बताते हैं कि graph query कब grep से बेहतर है, और claude mcp add-json से registered एक MCP server। जो चाहिए वही install करें; यहाँ कोई हिस्सा बाकी पर निर्भ","step":[{"@type":"HowToStep","position":1,"name":"ecp admin claude install hooks","text":"ecp admin claude install hooks"},{"@type":"HowToStep","position":2,"name":"ecp admin claude install skills","text":"ecp admin claude install skills"},{"@type":"HowToStep","position":3,"name":"ecp admin claude install mcp-server","text":"ecp admin claude install mcp-server"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Install की जाँच करें</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin claude status</code></li></ul>
         <h2 class="section-heading">जानने लायक</h2>
         <p class="hero-answer compare-limits">Tools से ज़्यादा वज़न skill का है। जो model ecp call कर सकता है पर उसके पास "कब call करें" का कोई नियम नहीं, वह अब भी पहले grep की ओर जाता है। Partial install सामान्य है, और <code class="mono">ecp admin claude status</code> बताता है कि असल में कौन से components लगे हैं।</p>
-        <p class="table-caption">इस page का हर command shipped binary के अपने help output से लिया गया है, ecp 0.16.2 पर।</p>
+        <p class="table-caption">इस page का हर command shipped binary के अपने help output से लिया गया है, ecp 0.16.3 पर।</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — agents के लिए बनाया गया, IDEs के लिए नहीं</a></p>
     </main>
 
diff --git a/docs/ecp-landing/hi/integrations/codex/index.html b/docs/ecp-landing/hi/integrations/codex/index.html
index e536f7bb9..e7158967e 100644
--- a/docs/ecp-landing/hi/integrations/codex/index.html
+++ b/docs/ecp-landing/hi/integrations/codex/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — इंटीग्रेशन","description":"Codex CLI वे skills लेता है जो उसे सिखाते हैं कि structural query कब सही चाल है, और queries तक या तो ~/.codex/config.toml से MCP के ज़रिए पहुँचता है या एक native tool scaffold से।","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/integrations/codex/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — इंटीग्रेशन","description":"Codex CLI वे skills लेता है जो उसे सिखाते हैं कि structural query कब सही चाल है, और queries तक या तो ~/.codex/config.toml से MCP के ज़रिए पहुँचता है या एक native tool scaffold से।","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/integrations/codex/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Codex CLI — इंटीग्रेशन","inLanguage":"hi","description":"Codex CLI वे skills लेता है जो उसे सिखाते हैं कि structural query कब सही चाल है, और queries तक या तो ~/.codex/config.toml से MCP के ज़रिए पहुँचता है या एक native tool scaffold से।","step":[{"@type":"HowToStep","position":1,"name":"ecp admin codex install skills","text":"ecp admin codex install skills"},{"@type":"HowToStep","position":2,"name":"ecp admin codex install native-tools","text":"ecp admin codex install native-tools"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Install की जाँच करें</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin codex status</code></li></ul>
         <h2 class="section-heading">जानने लायक</h2>
         <p class="hero-answer compare-limits"><code class="mono">native-tools</code> openai/codex के एक fork के लिए scaffold लिखता है, released binary के लिए patch नहीं। जब तक आप Codex ख़ुद build नहीं करते, काम करने वाला रास्ता MCP ही है।</p>
-        <p class="table-caption">इस page का हर command shipped binary के अपने help output से लिया गया है, ecp 0.16.2 पर।</p>
+        <p class="table-caption">इस page का हर command shipped binary के अपने help output से लिया गया है, ecp 0.16.3 पर।</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — agents के लिए बनाया गया, IDEs के लिए नहीं</a></p>
     </main>
 
diff --git a/docs/ecp-landing/hi/integrations/gemini-cli/index.html b/docs/ecp-landing/hi/integrations/gemini-cli/index.html
index 38816ee08..7705d512b 100644
--- a/docs/ecp-landing/hi/integrations/gemini-cli/index.html
+++ b/docs/ecp-landing/hi/integrations/gemini-cli/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — इंटीग्रेशन","description":"Gemini CLI दो हिस्से लेता है: एक native skill, और gemini mcp add command से जुड़ने वाला stdio MCP registration।","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/integrations/gemini-cli/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — इंटीग्रेशन","description":"Gemini CLI दो हिस्से लेता है: एक native skill, और gemini mcp add command से जुड़ने वाला stdio MCP registration।","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/integrations/gemini-cli/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Gemini CLI — इंटीग्रेशन","inLanguage":"hi","description":"Gemini CLI दो हिस्से लेता है: एक native skill, और gemini mcp add command से जुड़ने वाला stdio MCP registration।","step":[{"@type":"HowToStep","position":1,"name":"ecp admin gemini install native-skill","text":"ecp admin gemini install native-skill"},{"@type":"HowToStep","position":2,"name":"ecp admin gemini install mcp-server","text":"ecp admin gemini install mcp-server"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Install की जाँच करें</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin gemini status</code></li></ul>
         <h2 class="section-heading">जानने लायक</h2>
         <p class="hero-answer compare-limits">दोनों अलग-अलग install होते हैं और एक से दूसरे का होना तय नहीं। <code class="mono">ecp admin gemini status</code> हर एक की स्थिति अपनी अलग line पर बताता है।</p>
-        <p class="table-caption">इस page का हर command shipped binary के अपने help output से लिया गया है, ecp 0.16.2 पर।</p>
+        <p class="table-caption">इस page का हर command shipped binary के अपने help output से लिया गया है, ecp 0.16.3 पर।</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — agents के लिए बनाया गया, IDEs के लिए नहीं</a></p>
     </main>
 
diff --git a/docs/ecp-landing/hi/integrations/index.html b/docs/ecp-landing/hi/integrations/index.html
index 4d3fdbe11..7c101c8ab 100644
--- a/docs/ecp-landing/hi/integrations/index.html
+++ b/docs/ecp-landing/hi/integrations/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"इंटीग्रेशन — Egent Code Plexus — agents के लिए बनाया गया, IDEs के लिए नहीं","description":"Agent ecp तक चार channels में से किसी एक से पहुँचता है: settings hooks जो index को warm रखते हैं, एक skill जो बताता है कि structural query कब text search से बेहतर है, एक MCP server जो queries को tools के रूप में expose करता है, या एक host plugin। ज़्यादातर hosts एक से ज़्यादा लेते हैं, और हर एक अलग ","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/integrations/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"इंटीग्रेशन — Egent Code Plexus — agents के लिए बनाया गया, IDEs के लिए नहीं","description":"Agent ecp तक चार channels में से किसी एक से पहुँचता है: settings hooks जो index को warm रखते हैं, एक skill जो बताता है कि structural query कब text search से बेहतर है, एक MCP server जो queries को tools के रूप में expose करता है, या एक host plugin। ज़्यादातर hosts एक से ज़्यादा लेते हैं, और हर एक अलग ","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/integrations/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -77,7 +77,7 @@ <h2 class="section-heading">हर host क्या लेता है</h2>
             </div>
         <h2 class="section-heading">हर host के लिए</h2>
         <ul class="compare-method"><li><a href="claude-code/">Claude Code</a></li><li><a href="codex/">Codex CLI</a></li><li><a href="gemini-cli/">Gemini CLI</a></li><li><a href="mcp/">Any MCP host</a></li><li><a href="orca/">Orca</a></li></ul>
-        <p class="table-caption">इस page का हर command shipped binary के अपने help output से लिया गया है, ecp 0.16.2 पर।</p>
+        <p class="table-caption">इस page का हर command shipped binary के अपने help output से लिया गया है, ecp 0.16.3 पर।</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — agents के लिए बनाया गया, IDEs के लिए नहीं</a></p>
     </main>
 
diff --git a/docs/ecp-landing/hi/integrations/mcp/index.html b/docs/ecp-landing/hi/integrations/mcp/index.html
index 2b6d23c21..1f92c004c 100644
--- a/docs/ecp-landing/hi/integrations/mcp/index.html
+++ b/docs/ecp-landing/hi/integrations/mcp/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — इंटीग्रेशन","description":"ecp admin mcp serve एक stdio JSON-RPC MCP server है जो 20 tools expose करता है, यानी MCP बोलने वाला कोई भी host graph को call कर सकता है। Host को binary की ओर point करें — बिना किसी ecp-side registration के काम करता है।","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/integrations/mcp/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — इंटीग्रेशन","description":"ecp admin mcp serve एक stdio JSON-RPC MCP server है जो 20 tools expose करता है, यानी MCP बोलने वाला कोई भी host graph को call कर सकता है। Host को binary की ओर point करें — बिना किसी ecp-side registration के काम करता है।","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/integrations/mcp/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -71,7 +71,7 @@ <h2 class="section-heading">Install की जाँच करें</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin mcp tools</code></li></ul>
         <h2 class="section-heading">जानने लायक</h2>
         <p class="hero-answer compare-limits">Cursor, Windsurf, Cline / Roo Code और Copilot के automated installers अभी लिखे नहीं गए — वे config edit करने की जगह एक placeholder print करते हैं। इन hosts में ऊपर वाला JSON हाथ से डालना होता है, इसीलिए वह यहाँ छपा है, किसी command के पीछे छुपा नहीं।</p>
-        <p class="table-caption">इस page का हर command shipped binary के अपने help output से लिया गया है, ecp 0.16.2 पर।</p>
+        <p class="table-caption">इस page का हर command shipped binary के अपने help output से लिया गया है, ecp 0.16.3 पर।</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — agents के लिए बनाया गया, IDEs के लिए नहीं</a></p>
     </main>
 
diff --git a/docs/ecp-landing/hi/integrations/orca/index.html b/docs/ecp-landing/hi/integrations/orca/index.html
index 64d2f2508..a2111c018 100644
--- a/docs/ecp-landing/hi/integrations/orca/index.html
+++ b/docs/ecp-landing/hi/integrations/orca/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — इंटीग्रेशन","description":"Orca में ecp एक plugin के रूप में install होता है: repository को marketplace source के रूप में जोड़ें, फिर listing से ECP Code Graph install करें। Orca जो भी worktree बनाता है वह background में index होती है, और एक panel index, impact और summary को एक click की दूरी पर रखता है।","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/integrations/orca/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — इंटीग्रेशन","description":"Orca में ecp एक plugin के रूप में install होता है: repository को marketplace source के रूप में जोड़ें, फिर listing से ECP Code Graph install करें। Orca जो भी worktree बनाता है वह background में index होती है, और एक panel index, impact और summary को एक click की दूरी पर रखता है।","inLanguage":"hi","url":"https://coseto6125.github.io/egent-code-plexus/hi/integrations/orca/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Orca — इंटीग्रेशन","inLanguage":"hi","description":"Orca में ecp एक plugin के रूप में install होता है: repository को marketplace source के रूप में जोड़ें, फिर listing से ECP Code Graph install करें। Orca जो भी worktree बनाता है वह background में index होती है, और एक panel index, impact और summary को एक click की दूरी पर रखता है।","step":[{"@type":"HowToStep","position":1,"name":"https://github.com/coseto6125/ecp-orca-plugin.git","text":"https://github.com/coseto6125/ecp-orca-plugin.git"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Install की जाँच करें</h2>
         <ul class="compare-method"><li><code class="mono">ecp summary</code></li></ul>
         <h2 class="section-heading">जानने लायक</h2>
         <p class="hero-answer compare-limits">Plugin ecp binary install नहीं करता, और यह Orca client machine पर चलता है — तब भी जब worktree किसी दूसरी machine पर हो। ecp वहीं install करें जहाँ code है।</p>
-        <p class="table-caption">इस page का हर command shipped binary के अपने help output से लिया गया है, ecp 0.16.2 पर।</p>
+        <p class="table-caption">इस page का हर command shipped binary के अपने help output से लिया गया है, ecp 0.16.3 पर।</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — agents के लिए बनाया गया, IDEs के लिए नहीं</a></p>
     </main>
 
diff --git a/docs/ecp-landing/hi/llms.txt b/docs/ecp-landing/hi/llms.txt
index eb2c67efb..dd0d7f7ac 100644
--- a/docs/ecp-landing/hi/llms.txt
+++ b/docs/ecp-landing/hi/llms.txt
@@ -5,7 +5,7 @@
 > does this change break, which routes and database tables does this service
 > reach — over 31 languages in one graph.
 
-Version: 0.16.2
+Version: 0.16.3
 Repository: https://github.com/coseto6125/egent-code-plexus
 License: MIT
 Install: curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh
diff --git a/docs/ecp-landing/index.html b/docs/ecp-landing/index.html
index ab6107a14..c7fec2af9 100644
--- a/docs/ecp-landing/index.html
+++ b/docs/ecp-landing/index.html
@@ -38,7 +38,7 @@
     <meta name="twitter:title" content="Egent Code Plexus — built for agents, not IDEs">
     <meta name="twitter:description" content="Ask who calls X, what a change breaks, which routes exist. One graph over 31 languages, answered in milliseconds.">
     <meta name="twitter:image" content="https://coseto6125.github.io/egent-code-plexus/og.png">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"SoftwareApplication","name":"Egent Code Plexus","alternateName":"ecp","applicationCategory":"DeveloperApplication","applicationSubCategory":"Code intelligence graph","operatingSystem":"Linux, macOS, Windows","softwareVersion":"0.16.2","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/","codeRepository":"https://github.com/coseto6125/egent-code-plexus","downloadUrl":"https://github.com/coseto6125/egent-code-plexus/releases/latest","license":"https://opensource.org/licenses/MIT","programmingLanguage":"Rust","description":"Structural code queries for AI agents: who calls a symbol, blast radius of a change, routes and cross-repo contracts. 31 languages, sub-100ms answers, 7.5x fewer tokens than grep, and BlindSpot records instead of guesses.","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"],"dateModified":"2026-10-22","offers":{"@type":"Offer","price":"0","priceCurrency":"USD"},"featureList":["Callers and callees of any symbol across 31 languages","Blast radius of a diff before the refactor lands","HTTP routes and cross-repo contract extraction","SQL tables reached from code, including raw query strings","BlindSpot records naming what the graph cannot see"]}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"SoftwareApplication","name":"Egent Code Plexus","alternateName":"ecp","applicationCategory":"DeveloperApplication","applicationSubCategory":"Code intelligence graph","operatingSystem":"Linux, macOS, Windows","softwareVersion":"0.16.3","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/","codeRepository":"https://github.com/coseto6125/egent-code-plexus","downloadUrl":"https://github.com/coseto6125/egent-code-plexus/releases/latest","license":"https://opensource.org/licenses/MIT","programmingLanguage":"Rust","description":"Structural code queries for AI agents: who calls a symbol, blast radius of a change, routes and cross-repo contracts. 31 languages, sub-100ms answers, 7.5x fewer tokens than grep, and BlindSpot records instead of guesses.","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"],"dateModified":"2026-10-23","offers":{"@type":"Offer","price":"0","priceCurrency":"USD"},"featureList":["Callers and callees of any symbol across 31 languages","Blast radius of a diff before the refactor lands","HTTP routes and cross-repo contract extraction","SQL tables reached from code, including raw query strings","BlindSpot records naming what the graph cannot see"]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"FAQPage","inLanguage":"en","mainEntity":[{"@type":"Question","name":"Why is 'Honest Ignorance' more important than 'Vague Guessing'?","acceptedAnswer":{"@type":"Answer","text":"During agent communication, LLMs easily fall into a closed-world assumption. To an LLM, anything unknown might be treated as non-existent. Therefore, making the LLM aware that it 'does not know' is crucial to prevent hallucinations.Knowing what is 'unknown' allows the LLM to dig deeper and find actual answers, rather than having the tool mask the unknown, causing the LLM to believe the unknown information simply doesn't exist.Thus, the value of BlindSpot is not to complete the graph, but to honestly reveal the graph's boundaries. Without marking BlindSpots, human engineers might suspect a hidden trap; but an Agent might directly interpret 'no edge' as 'no dependency'. This is extremely dangerous for large systems."}},{"@type":"Question","name":"Does `ecp peers` mean multi-Agent parallel development is the future?","acceptedAnswer":{"@type":"Answer","text":"In fact, all advanced Agentic Developers or Departments have already started adopting this mechanism gradually, though mostly implemented at the workflow level. Building workflows is often complex and massive, but through a simple peer design, code agents can instantly share their current development info with each other, avoiding duplicate work or introducing conflicts between their parallel efforts.Today we have the sub-agent development model, but this mechanism is merely an extension of a single session. Sub-agents just complete tasks handed down by the main agent.Through ecp peers, what I hope to achieve is a massive group of main agents completing grander plans by mutually exchanging information, rather than just communicating through document records. Such a design can advance everyone's progress in real-time and accomplish larger-scale design planning."}},{"@type":"Question","name":"Why a stateless architecture with mmap + rkyv?","acceptedAnswer":{"@type":"Answer","text":"The stateless concept of mmap and rkyv depends on performance and stability.Once a server boots up, it can hold state, but to maintain that state, we need more complex processes and code to ensure the stability of all states. Every interaction with the server is a cost; necessary caching also costs memory. Numerous constraints result in poor performance.Through mmap, all agents share the underlying common resource. They do not need to own state; instead, they work via near-instant queries against static data. In practice, building a graph of 16k files and 300k nodes takes only 2 to 3 seconds, producing a graph.bin that is less than 70 MB. Because of the shared mmap design, various CLI queries generally return within 100 ms.This model is vital for Agents because Agent systems inherently feature high concurrency, short lifespans, frequent restarts, and cross-session operations. Statelessness isn't just for speed; it's to minimize failure modes."}},{"@type":"Question","name":"Is ECP moving from code parsing to architecture understanding?","acceptedAnswer":{"@type":"Answer","text":"Yes. The greater challenge for AI Agents in software development is shifting from 'can it write a function correctly' to 'can it avoid breaking existing architectural constraints in a large system'.The correctness of a single function can be solved by types, tests, linting, and local context; but real system risks often hide in constraints that cross files, services, languages, and time.LLMs can deduce things themselves via basic graph queries, but that isn't a stable solution. The problem isn't that LLMs can't reason, but that making them rediscover architectural patterns from low-level nodes and edges every time is costly, yields inconsistent results, and easily misses 'negative space'. Therefore, ECP has built-in pattern detection like Saga and EventTopic, elevating high-risk, common, structurable architectural knowledge into first-class signals ahead of time. More accurately, it acts as an Agent's architecture radar: laying out high-confidence constraints and implicit couplings clearly before code is modified."}},{"@type":"Question","name":"What is the relationship between ECP and GitNexus?","acceptedAnswer":{"@type":"Answer","text":"GitNexus is not my project; it's the origin of my project. I encountered issues while using GitNexus: performance, multiple daemon servers, and several architectural bottlenecks, so I independently developed the Rust architecture.The first breaking point was when resident state began to restrict Agent workflows. When multiple Agents, worktrees, repos, and branches query simultaneously, the daemon model easily becomes a hidden coordination problem. The second breaking point was a shift in expected query frequency. I wanted something closer to an Agent's L1 / L2 cache: querying in milliseconds before every file edit, rename, review, or impact analysis. At this frequency, the costs of a Node.js daemon became glaring.Thus, the core thesis of the Rust stateless architecture is: bake the graph into a fixed-format graph.bin so that every CLI / MCP query directly mmaps it, requiring no warm-up, no daemon state, and no trust in a long-lived process."}},{"@type":"Question","name":"What's the story behind `ecp dev pr-analyze` and Merge Queues?","acceptedAnswer":{"@type":"Answer","text":"Initially, I didn't want to reinvent the merge queue. I just wanted to feed ecp impact signals into existing queues, so I created ecp dev pr-analyze to automatically label workflows with area, risk, and cross-pr-conflict.But after dogfooding, I found that the real value wasn't the queue itself, but 'using the graph to judge if PRs can safely run in parallel'. Even if two PRs touch different files, if one modifies a symbol within the other's blast radius, it's considered a semantic conflict. Conversely, if two PRs are in unrelated areas and their impact sets don't intersect, they can be labeled as low-risk, no cross-PR conflict, and handed to the workflow for more aggressive merging.What this feature truly saves isn't single CI execution time, but reducing the cycle of PRs drifting from each other, leading to endless rebases and CI reruns. ECP's vision here is: elevating the merge queue from 'time-based queuing' to 'risk-based scheduling'."}},{"@type":"Question","name":"What is the real bottleneck in Agent development?","acceptedAnswer":{"@type":"Answer","text":"The rhythm traditional human teams use to manage changes isn't necessarily wrong, but the overall process system should be more automated to avoid hindering development.Agent coding speed is very fast now, but the obstacle is actually human fear and worry. Fear of code conflicting, fear of the LLM breaking B while changing A, fear of various code errors—these fears have become the biggest problem hindering development.As projects developed by everyone, every team, and every company grow exponentially in the future, similar tools will become more critical, and performance will be a fatal key. How to let the LLM understand the current architecture faster, rather than relying on long-term memory context processing, becomes relatively important. We should let the LLM understand the architecture through the source code itself, not through text records of the architecture, because only the source code is the only truth."}},{"@type":"Question","name":"What will documentation become in the AI Agent era?","acceptedAnswer":{"@type":"Answer","text":"In the AI Agent era, 'flowcharts' will actually become the most important form of documentation, because what humans need to manage are processes and architectural design. Through charts, we can quickly see each design, but how the code is generated, how tools verify it, and how Agents consume it will gradually become less important.However, underlying core designs should still be recorded—for example, how to utilize cache, whether there should be a warm-up, what the client timeout should be, etc. These design documents are still important, just abstracted to a broader scope. Accurately speaking, all documentation will move towards higher-dimensional design.Just as we no longer delve into how machine code is compiled or run when writing programs today. Egent Code Plexus itself is merely a transitional product adapting to current trends."}},{"@type":"Question","name":"What are ECP's product boundaries?","acceptedAnswer":{"@type":"Answer","text":"ECP should focus on being a blazing fast, trustworthy, source-code-grounded structure awareness layer.This project will not, and does not need to, become another Codex, Claude Code, or OpenClaw. Rather, it is a tool feature that these code agent workflow frameworks can opt to use when they need to understand code. It is simply a grep / read tool exclusively for LLMs.Traditional tools answer 'Where is this string?' and 'What are the contents of this file?', whereas ECP answers: 'What is this symbol?', 'Who calls it?', 'What upstream/downstream does it affect?', and 'What is the structural risk of this diff?'. ECP's core is not making decisions for the Agent, but providing the structural facts the Agent must know before making a decision."}},{"@type":"Question","name":"What is the trade-off between CLI, MCP, and tool interfaces?","acceptedAnswer":{"@type":"Answer","text":"The most important product interface is the CLI.MCP involves more maintenance trouble, but because not every code agent framework can natively call the CLI, a dual architecture was adopted, offering MCP to guide the use of CLI calls. However, a better approach would be to embed the tool directly as a CLI tool, just like read. This is a massive help for improving performance and reducing tokens.The advantages of the CLI are that it is simple, low maintenance, easy to test, easy to drop into CI, and has no server lifecycle, tool registration, schema compatibility, or session state issues. MCP's value is as a compatibility layer, not the core abstraction."}},{"@type":"Question","name":"Should Skills be constraints or guides?","acceptedAnswer":{"@type":"Answer","text":"Before these designs are learned by LLMs, skills are needed to regulate and guide them. Just like before humanity learned to use fire, they didn't know its uses. But as this knowledge becomes widely applied, most people won't need to take courses on how to use fire.Currently, we still need skills to regulate and guide, unless one day LLMs have this related knowledge built-in. But I hope skills are not used to restrict how LLMs use tools, but rather as a guide. Tools should describe their functions, while how to use them is guided by the skill, which can also be adjusted according to personal needs. The ultimate hope, of course, is that LLMs understand autonomously and apply them more broadly."}},{"@type":"Question","name":"What is the absolute first principle of the ECP Skill?","acceptedAnswer":{"@type":"Answer","text":"'All actions should start from verifiable structural facts, not from context hallucinations.'Any preceding text can become a hallucination; only immediately confirmed situations are verifiable. This is exactly why the peer feature was designed: to achieve semi-real-time interaction via hooks/peers to avoid development conflicts from arising."}}]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"WebSite","name":"Egent Code Plexus","url":"https://coseto6125.github.io/egent-code-plexus/","inLanguage":"en","description":"Structural code queries for AI agents: who calls a symbol, blast radius of a change, routes and cross-repo contracts. 31 languages, sub-100ms answers, 7.5x fewer tokens than grep, and BlindSpot records instead of guesses.","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Install Egent Code Plexus and index a repository","inLanguage":"en","step":[{"@type":"HowToStep","name":"Install the binary","text":"curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh"},{"@type":"HowToStep","name":"Index a repository","text":"ecp admin index --repo ."},{"@type":"HowToStep","name":"Ask a structural question","text":"ecp impact --target \u003csymbol> --direction upstream"}]}</script>
@@ -72,7 +72,7 @@
         <div class="container hero-content">
             <h1 class="hero-title">
                 Egent Code Plexus
-                <span class="hero-version">v0.16.2</span>
+                <span class="hero-version">v0.16.3</span>
             </h1>
             <p class="hero-tagline mono" data-i18n="hero.tagline">Built for agents, not IDEs.</p>
             <p class="hero-subtitle" data-i18n="hero.subtitle">Code structure awareness and architecture radar designed for AI Agents.</p>
diff --git a/docs/ecp-landing/integrations/claude-code/index.html b/docs/ecp-landing/integrations/claude-code/index.html
index 3cf55a90b..306d80bc1 100644
--- a/docs/ecp-landing/integrations/claude-code/index.html
+++ b/docs/ecp-landing/integrations/claude-code/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — Integrations","description":"Claude Code reads ecp through three independent channels: settings.json hooks that reindex as the repository moves, skill packs that tell the model when a graph query beats a grep, and an MCP server registered through claude mcp add-json. Install what you want; nothing here depends on the rest.","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/integrations/claude-code/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — Integrations","description":"Claude Code reads ecp through three independent channels: settings.json hooks that reindex as the repository moves, skill packs that tell the model when a graph query beats a grep, and an MCP server registered through claude mcp add-json. Install what you want; nothing here depends on the rest.","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/integrations/claude-code/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Claude Code — Integrations","inLanguage":"en","description":"Claude Code reads ecp through three independent channels: settings.json hooks that reindex as the repository moves, skill packs that tell the model when a graph query beats a grep, and an MCP server registered through claude mcp add-json. Install what you want; nothing here depends on the rest.","step":[{"@type":"HowToStep","position":1,"name":"ecp admin claude install hooks","text":"ecp admin claude install hooks"},{"@type":"HowToStep","position":2,"name":"ecp admin claude install skills","text":"ecp admin claude install skills"},{"@type":"HowToStep","position":3,"name":"ecp admin claude install mcp-server","text":"ecp admin claude install mcp-server"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Check it landed</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin claude status</code></li></ul>
         <h2 class="section-heading">Worth knowing</h2>
         <p class="hero-answer compare-limits">The skill carries more weight than the tools. A model that can call ecp but has no rule for when to call it still reaches for grep first. A partial install is normal, and <code class="mono">ecp admin claude status</code> prints which components are actually in place.</p>
-        <p class="table-caption">Every command on this page comes from the shipped binary's own help output, on ecp 0.16.2.</p>
+        <p class="table-caption">Every command on this page comes from the shipped binary's own help output, on ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — built for agents, not IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/integrations/codex/index.html b/docs/ecp-landing/integrations/codex/index.html
index 655f3328f..eeb710c5d 100644
--- a/docs/ecp-landing/integrations/codex/index.html
+++ b/docs/ecp-landing/integrations/codex/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — Integrations","description":"Codex CLI takes the skills that teach it when a structural query is the right move, and reaches the queries themselves either over MCP through ~/.codex/config.toml or through a native tool scaffold.","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/integrations/codex/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — Integrations","description":"Codex CLI takes the skills that teach it when a structural query is the right move, and reaches the queries themselves either over MCP through ~/.codex/config.toml or through a native tool scaffold.","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/integrations/codex/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Codex CLI — Integrations","inLanguage":"en","description":"Codex CLI takes the skills that teach it when a structural query is the right move, and reaches the queries themselves either over MCP through ~/.codex/config.toml or through a native tool scaffold.","step":[{"@type":"HowToStep","position":1,"name":"ecp admin codex install skills","text":"ecp admin codex install skills"},{"@type":"HowToStep","position":2,"name":"ecp admin codex install native-tools","text":"ecp admin codex install native-tools"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Check it landed</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin codex status</code></li></ul>
         <h2 class="section-heading">Worth knowing</h2>
         <p class="hero-answer compare-limits"><code class="mono">native-tools</code> writes a scaffold for a fork of openai/codex, not a patch to the released binary. Unless you build Codex yourself, the MCP route is the one that works.</p>
-        <p class="table-caption">Every command on this page comes from the shipped binary's own help output, on ecp 0.16.2.</p>
+        <p class="table-caption">Every command on this page comes from the shipped binary's own help output, on ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — built for agents, not IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/integrations/gemini-cli/index.html b/docs/ecp-landing/integrations/gemini-cli/index.html
index 13dc1c069..cabee8424 100644
--- a/docs/ecp-landing/integrations/gemini-cli/index.html
+++ b/docs/ecp-landing/integrations/gemini-cli/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — Integrations","description":"Gemini CLI takes two pieces: a native skill, and an stdio MCP registration added through the gemini mcp add command.","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/integrations/gemini-cli/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — Integrations","description":"Gemini CLI takes two pieces: a native skill, and an stdio MCP registration added through the gemini mcp add command.","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/integrations/gemini-cli/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Gemini CLI — Integrations","inLanguage":"en","description":"Gemini CLI takes two pieces: a native skill, and an stdio MCP registration added through the gemini mcp add command.","step":[{"@type":"HowToStep","position":1,"name":"ecp admin gemini install native-skill","text":"ecp admin gemini install native-skill"},{"@type":"HowToStep","position":2,"name":"ecp admin gemini install mcp-server","text":"ecp admin gemini install mcp-server"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Check it landed</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin gemini status</code></li></ul>
         <h2 class="section-heading">Worth knowing</h2>
         <p class="hero-answer compare-limits">The two install separately and one does not imply the other. <code class="mono">ecp admin gemini status</code> reports each on its own line.</p>
-        <p class="table-caption">Every command on this page comes from the shipped binary's own help output, on ecp 0.16.2.</p>
+        <p class="table-caption">Every command on this page comes from the shipped binary's own help output, on ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — built for agents, not IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/integrations/index.html b/docs/ecp-landing/integrations/index.html
index 84b76cfcf..c1cc4507b 100644
--- a/docs/ecp-landing/integrations/index.html
+++ b/docs/ecp-landing/integrations/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Integrations — Egent Code Plexus — built for agents, not IDEs","description":"An agent reaches ecp through one of four channels: settings hooks that keep the index warm, a skill that says when a structural query beats a text search, an MCP server that exposes the queries as tools, or a host plugin. Most hosts take more than one, and each installs on its own.","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/integrations/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Integrations — Egent Code Plexus — built for agents, not IDEs","description":"An agent reaches ecp through one of four channels: settings hooks that keep the index warm, a skill that says when a structural query beats a text search, an MCP server that exposes the queries as tools, or a host plugin. Most hosts take more than one, and each installs on its own.","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/integrations/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
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@@ -77,7 +77,7 @@ <h2 class="section-heading">What each host takes</h2>
             </div>
         <h2 class="section-heading">Per host</h2>
         <ul class="compare-method"><li><a href="claude-code/">Claude Code</a></li><li><a href="codex/">Codex CLI</a></li><li><a href="gemini-cli/">Gemini CLI</a></li><li><a href="mcp/">Any MCP host</a></li><li><a href="orca/">Orca</a></li></ul>
-        <p class="table-caption">Every command on this page comes from the shipped binary's own help output, on ecp 0.16.2.</p>
+        <p class="table-caption">Every command on this page comes from the shipped binary's own help output, on ecp 0.16.3.</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — built for agents, not IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/integrations/mcp/index.html b/docs/ecp-landing/integrations/mcp/index.html
index 2e3dcf82f..f9e232bab 100644
--- a/docs/ecp-landing/integrations/mcp/index.html
+++ b/docs/ecp-landing/integrations/mcp/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — Integrations","description":"ecp admin mcp serve is a stdio JSON-RPC MCP server exposing 20 tools, so any host that speaks MCP can call the graph. Point the host at the binary and it works without any ecp-side registration.","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/integrations/mcp/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — Integrations","description":"ecp admin mcp serve is a stdio JSON-RPC MCP server exposing 20 tools, so any host that speaks MCP can call the graph. Point the host at the binary and it works without any ecp-side registration.","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/integrations/mcp/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
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 <body class="theme-dark">
 <header class="navbar">
@@ -71,7 +71,7 @@ <h2 class="section-heading">Check it landed</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin mcp tools</code></li></ul>
         <h2 class="section-heading">Worth knowing</h2>
         <p class="hero-answer compare-limits">The automated installers for Cursor, Windsurf, Cline / Roo Code and Copilot are not written yet — they print a placeholder rather than editing a config. Those hosts take the JSON above by hand, which is why it is printed here rather than hidden behind a command.</p>
-        <p class="table-caption">Every command on this page comes from the shipped binary's own help output, on ecp 0.16.2.</p>
+        <p class="table-caption">Every command on this page comes from the shipped binary's own help output, on ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — built for agents, not IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/integrations/orca/index.html b/docs/ecp-landing/integrations/orca/index.html
index d2cf28221..56b7af393 100644
--- a/docs/ecp-landing/integrations/orca/index.html
+++ b/docs/ecp-landing/integrations/orca/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — Integrations","description":"Orca installs ecp as a plugin: add the repository as a marketplace source, then install ECP Code Graph from the listing. Every worktree Orca creates is indexed in the background, and a panel puts index, impact and summary one click away.","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/integrations/orca/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — Integrations","description":"Orca installs ecp as a plugin: add the repository as a marketplace source, then install ECP Code Graph from the listing. Every worktree Orca creates is indexed in the background, and a panel puts index, impact and summary one click away.","inLanguage":"en","url":"https://coseto6125.github.io/egent-code-plexus/integrations/orca/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Orca — Integrations","inLanguage":"en","description":"Orca installs ecp as a plugin: add the repository as a marketplace source, then install ECP Code Graph from the listing. Every worktree Orca creates is indexed in the background, and a panel puts index, impact and summary one click away.","step":[{"@type":"HowToStep","position":1,"name":"https://github.com/coseto6125/ecp-orca-plugin.git","text":"https://github.com/coseto6125/ecp-orca-plugin.git"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Check it landed</h2>
         <ul class="compare-method"><li><code class="mono">ecp summary</code></li></ul>
         <h2 class="section-heading">Worth knowing</h2>
         <p class="hero-answer compare-limits">The plugin does not install the ecp binary, and it runs on the Orca client machine even when the worktree lives on another one. Install ecp where the code is.</p>
-        <p class="table-caption">Every command on this page comes from the shipped binary's own help output, on ecp 0.16.2.</p>
+        <p class="table-caption">Every command on this page comes from the shipped binary's own help output, on ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — built for agents, not IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ja/compare/codegraph/index.html b/docs/ecp-landing/ja/compare/codegraph/index.html
index f7860f318..66263b542 100644
--- a/docs/ecp-landing/ja/compare/codegraph/index.html
+++ b/docs/ecp-landing/ja/compare/codegraph/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp と codegraph と GitNexus の比較 · ecp vs codegraph","description":"3 つのコードグラフツール、同じチェックアウト、同じマシン。","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/compare/codegraph/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp と codegraph と GitNexus の比較 · ecp vs codegraph","description":"3 つのコードグラフツール、同じチェックアウト、同じマシン。","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/compare/codegraph/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">この数値が語らないこと</h2>
         <p class="hero-answer compare-limits">1 台のマシン、1 組のバージョン、2 つのコーパスの結果にすぎません。どのツールの API が自分の用途に合うか、言語カバレッジが自分のスタックに合うか、この 2 つとは形の異なるリポジトリでどう振る舞うかには答えていません。コールドインデックスで負けるツールでも、他が答えられない問いに答えられるなら適切な選択でありえます。<strong>決める前に自分のリポジトリで再実行してください</strong>。コマンドは各プロジェクトの README にあります。</p>
-        <p class="table-caption">数値は ecp 0.16.2 時点のものです。誤りがあれば issue でご指摘ください。</p>
+        <p class="table-caption">数値は ecp 0.16.3 時点のものです。誤りがあれば issue でご指摘ください。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — IDE ではなくエージェントのために</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ja/compare/gitnexus/index.html b/docs/ecp-landing/ja/compare/gitnexus/index.html
index 55a640f01..5d87fac38 100644
--- a/docs/ecp-landing/ja/compare/gitnexus/index.html
+++ b/docs/ecp-landing/ja/compare/gitnexus/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp と codegraph と GitNexus の比較 · ecp vs gitnexus","description":"3 つのコードグラフツール、同じチェックアウト、同じマシン。","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/compare/gitnexus/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp と codegraph と GitNexus の比較 · ecp vs gitnexus","description":"3 つのコードグラフツール、同じチェックアウト、同じマシン。","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/compare/gitnexus/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">この数値が語らないこと</h2>
         <p class="hero-answer compare-limits">1 台のマシン、1 組のバージョン、2 つのコーパスの結果にすぎません。どのツールの API が自分の用途に合うか、言語カバレッジが自分のスタックに合うか、この 2 つとは形の異なるリポジトリでどう振る舞うかには答えていません。コールドインデックスで負けるツールでも、他が答えられない問いに答えられるなら適切な選択でありえます。<strong>決める前に自分のリポジトリで再実行してください</strong>。コマンドは各プロジェクトの README にあります。</p>
-        <p class="table-caption">数値は ecp 0.16.2 時点のものです。誤りがあれば issue でご指摘ください。</p>
+        <p class="table-caption">数値は ecp 0.16.3 時点のものです。誤りがあれば issue でご指摘ください。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — IDE ではなくエージェントのために</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ja/compare/index.html b/docs/ecp-landing/ja/compare/index.html
index 84c750076..20c78b2ce 100644
--- a/docs/ecp-landing/ja/compare/index.html
+++ b/docs/ecp-landing/ja/compare/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp と codegraph と GitNexus の比較","description":"3 つのコードグラフツール、同じチェックアウト、同じマシン。","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/compare/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp と codegraph と GitNexus の比較","description":"3 つのコードグラフツール、同じチェックアウト、同じマシン。","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/compare/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -117,7 +117,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
         </ul>
         <h2 class="section-heading">この数値が語らないこと</h2>
         <p class="hero-answer compare-limits">1 台のマシン、1 組のバージョン、2 つのコーパスの結果にすぎません。どのツールの API が自分の用途に合うか、言語カバレッジが自分のスタックに合うか、この 2 つとは形の異なるリポジトリでどう振る舞うかには答えていません。コールドインデックスで負けるツールでも、他が答えられない問いに答えられるなら適切な選択でありえます。<strong>決める前に自分のリポジトリで再実行してください</strong>。コマンドは各プロジェクトの README にあります。</p>
-        <p class="table-caption">数値は ecp 0.16.2 時点のものです。誤りがあれば issue でご指摘ください。</p>
+        <p class="table-caption">数値は ecp 0.16.3 時点のものです。誤りがあれば issue でご指摘ください。</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — IDE ではなくエージェントのために</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ja/index.html b/docs/ecp-landing/ja/index.html
index d9250ed4e..48fe966bf 100644
--- a/docs/ecp-landing/ja/index.html
+++ b/docs/ecp-landing/ja/index.html
@@ -38,7 +38,7 @@
     <meta name="twitter:title" content="Egent Code Plexus — IDE ではなくエージェントのために">
     <meta name="twitter:description" content="誰が X を呼んでいるか、この変更が何を壊すか、どんなルートがあるか。31 言語をひとつのグラフで、ミリ秒で答えます。">
     <meta name="twitter:image" content="https://coseto6125.github.io/egent-code-plexus/og.png">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"SoftwareApplication","name":"Egent Code Plexus","alternateName":"ecp","applicationCategory":"DeveloperApplication","applicationSubCategory":"Code intelligence graph","operatingSystem":"Linux, macOS, Windows","softwareVersion":"0.16.2","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/","codeRepository":"https://github.com/coseto6125/egent-code-plexus","downloadUrl":"https://github.com/coseto6125/egent-code-plexus/releases/latest","license":"https://opensource.org/licenses/MIT","programmingLanguage":"Rust","description":"AI エージェント向けの構造化クエリ。シンボルの呼び出し元、変更の影響範囲、ルートとリポジトリ横断の契約を照会できます。31 言語対応、100 ミリ秒未満で応答、grep より 7.5 倍少ないトークン。分からない箇所は推測せず BlindSpot として記録します。","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"],"dateModified":"2026-10-22","offers":{"@type":"Offer","price":"0","priceCurrency":"USD"},"featureList":["Callers and callees of any symbol across 31 languages","Blast radius of a diff before the refactor lands","HTTP routes and cross-repo contract extraction","SQL tables reached from code, including raw query strings","BlindSpot records naming what the graph cannot see"]}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"SoftwareApplication","name":"Egent Code Plexus","alternateName":"ecp","applicationCategory":"DeveloperApplication","applicationSubCategory":"Code intelligence graph","operatingSystem":"Linux, macOS, Windows","softwareVersion":"0.16.3","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/","codeRepository":"https://github.com/coseto6125/egent-code-plexus","downloadUrl":"https://github.com/coseto6125/egent-code-plexus/releases/latest","license":"https://opensource.org/licenses/MIT","programmingLanguage":"Rust","description":"AI エージェント向けの構造化クエリ。シンボルの呼び出し元、変更の影響範囲、ルートとリポジトリ横断の契約を照会できます。31 言語対応、100 ミリ秒未満で応答、grep より 7.5 倍少ないトークン。分からない箇所は推測せず BlindSpot として記録します。","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"],"dateModified":"2026-10-23","offers":{"@type":"Offer","price":"0","priceCurrency":"USD"},"featureList":["Callers and callees of any symbol across 31 languages","Blast radius of a diff before the refactor lands","HTTP routes and cross-repo contract extraction","SQL tables reached from code, including raw query strings","BlindSpot records naming what the graph cannot see"]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"FAQPage","inLanguage":"ja","mainEntity":[{"@type":"Question","name":"なぜ「正直に知らないと言うこと」は「曖昧な推測」より重要なのか？","acceptedAnswer":{"@type":"Answer","text":"エージェント同士のやりとりでは、LLM は閉世界仮説に陥りやすくなります。LLM にとって未知はそのまま「存在しない」と扱われかねないので、「知らない」と自覚させることが極めて重要です。それが幻覚を防ぎます。「分かっていない」と分かって初めて、LLM はより深い問いを掘り下げて実際の答えにたどり着けます。ツールが未知を覆い隠してしまうと、LLM は知らないことを存在しないものと思い込みます。つまり BlindSpot の価値はグラフを完全にすることではなく、グラフの境界を正直に示すことにあります。BlindSpot が明示されていなければ、人間のエンジニアなら「ここに落とし穴があるのでは」と疑うかもしれませんが、エージェントは「辺がない」をそのまま「依存がない」と解釈しかねません。大規模システムではこれは非常に危険です。"}},{"@type":"Question","name":"`ecp peers` は、これからがマルチエージェント並行開発の時代だという意味か？","acceptedAnswer":{"@type":"Answer","text":"実際、先進的な Agentic Developer や部門はすでにこの仕組みを段階的に取り入れています。ただ多くはワークフロー層での実装です。ワークフローの構築は複雑で大がかりになりがちですが、シンプルな peer の設計であれば、コードエージェント同士が開発中の情報をその場で共有でき、二重作業や互いの変更の衝突を避けられます。今日ではサブエージェントによる開発モデルがありますが、この仕組みは単一セッションの拡張にすぎません。サブエージェントはメインエージェントから渡されたタスクをこなすだけです。ecp peers で実現したいのは、多数のメインエージェントが互いに情報を交換しながら、より大きな計画をやり遂げることです。ドキュメントの記録を介してやりとりするのではありません。この設計なら互いの進捗をリアルタイムに前へ進められ、より大規模な設計計画も成立します。"}},{"@type":"Question","name":"なぜ mmap と rkyv によるステートレス構成なのか？","acceptedAnswer":{"@type":"Answer","text":"mmap と rkyv によるステートレスという考え方は、性能と安定性から来ています。サーバーを起動すれば状態を持てますが、その状態を維持するには、すべての状態の整合性を保つための複雑な手順とコードが必要になります。サーバーとのやりとりは一回ごとにコストであり、必要なキャッシュもメモリのコストです。こうした制約が積み重なって性能が落ちます。mmap を使えば、すべてのエージェントが下層の共通リソースを共有し、各自が状態を持たずに、ほぼ即時に問い合わせられる静的データの上で動けます。実測では、1.6 万ファイル・30 万規模のノードを持つグラフの構築に 2 から 3 秒、生成される graph.bin は実際に 70 MB 未満です。共有 mmap 設計のため、各 CLI クエリはおおむね 100 ミリ秒以内に収まります。このモデルはエージェントにとって重要です。エージェントのシステムはもともと高並行で、寿命が短く、再起動しやすく、セッションをまたぎやすいからです。ステートレスは速さのためだけではなく、失敗の仕方を減らすためのものです。"}},{"@type":"Question","name":"ECP はコードの解析からアーキテクチャの理解へ向かっているのか？","acceptedAnswer":{"@type":"Answer","text":"はい。ソフトウェア開発における AI エージェントのより大きな課題は、「一つの関数を正しく書けるか」から「大規模システムで既存のアーキテクチャ上の制約を壊さずにいられるか」へ移りつつあります。単一の関数の正しさは、型・テスト・lint・局所的な文脈で解決できます。しかし実システムのリスクは、ファイルをまたぎ、サービスをまたぎ、言語をまたぎ、時間をまたいだ制約の中に潜んでいることが多いのです。LLM は基本的なグラフクエリから自力で導くこともできますが、それは安定した解決策ではありません。問題は LLM が推論できないことではなく、毎回低レベルのノードと辺からアーキテクチャのパターンを発見し直させるとコストが高く、結果が揺れ、「負の空間」を見落としやすいことです。だから ECP は Saga や EventTopic のようなパターン検出を内蔵しています。リスクが高く、頻出し、構造化できるアーキテクチャ知識を、あらかじめ一級の信号へ引き上げているのです。より正確に言えば、これはエージェントのためのアーキテクチャレーダーであるべきです。コードに手を入れる前に、確信度の高い制約、起こりうる暗黙の結合、人間の確認を要するヒューリスティックを明示的に並べて見せます。"}},{"@type":"Question","name":"ECP と GitNexus の関係は？","acceptedAnswer":{"@type":"Answer","text":"GitNexus は私のプロジェクトではなく、私のプロジェクトの起点です。GitNexus を使う中で、性能、複数のデーモンサーバー、そしていくつかのアーキテクチャ上のボトルネックといった問題に行き当たり、そこから Rust による構成を自分で作りました。一つ目の分岐点は、常駐する状態が逆にエージェントのワークフローを縛り始めたことです。複数のエージェント、異なる worktree、異なるリポジトリ、異なるブランチが同時に問い合わせると、デーモンモデルは容易に暗黙の協調問題になります。二つ目の分岐点は、クエリ頻度の想定が変わったことです。私が欲しかったのはエージェントにとっての L1 / L2 キャッシュに近いもので、ファイルを変更する前、リネームの前、レビューの前、影響分析の前に、そのつどミリ秒で引けることです。この頻度に達すると、Node.js デーモンのコストはどれも目に余るようになります。そこで Rust のステートレス構成における中心的な判断はこうなりました。グラフを固定フォーマットの graph.bin にし、CLI や MCP からの問い合わせのたびに直接 mmap する。ウォームアップも、デーモンの状態も、長命なプロセスへの信頼も要らないという設計です。"}},{"@type":"Question","name":"`ecp dev pr-analyze` とマージキューの経緯は？","acceptedAnswer":{"@type":"Answer","text":"もともとマージキューを作り直すつもりはありませんでした。ecp impact の信号を既存のキューに流し込みたかっただけで、そのために ecp dev pr-analyze を作り、ワークフローが area、risk、cross-pr-conflict を自動で付けられるようにしました。ところがドッグフーディングしてみると、価値があるのはキューそのものではなく、「グラフで PR を安全に並行できるか判断すること」だと分かりました。二つの PR が別々のファイルを変更していても、片方がもう片方の影響範囲にあるシンボルに触れていれば、それは意味的な衝突とみなされます。逆に、二つの PR が無関係な領域にあり、影響集合に交わりがなければ、低リスクかつ cross-PR conflict なしと印を付け、ワークフローにより積極的なマージを任せられます。この機能が本当に節約するのは一回分の CI 時間ではなく、PR が互いにずれていくことで生じる、rebase と CI 再実行の繰り返しです。ここでの ECP の狙いは、マージキューを「時間順の行列」から「構造的リスクによるスケジューリング」へ引き上げることです。"}},{"@type":"Question","name":"エージェント開発の本当のボトルネックは何か？","acceptedAnswer":{"@type":"Answer","text":"人間のチームが変更を管理するために使ってきたリズムが間違いだとは言えません。ただ、開発の妨げにならないよう、プロセス全体をもっと自動化すべきです。いまエージェントのコーディングは非常に速い。それでも妨げになっているのは、むしろ人の不安と恐れです。コードが衝突するのが怖い、LLM が A を直して B を壊すのが怖い、さまざまなコードの誤りが怖い。この恐れこそが、開発を止める最大の問題になっています。これから個人も、チームも、企業も、手がけるプロジェクトが指数的に増えていくにつれ、この種のツールはより重要になり、性能が決定的な鍵になります。長期記憶としての文脈処理に頼るのではなく、いかに速く LLM に現在のアーキテクチャを理解させるかが相対的に重要になります。アーキテクチャは、文章による記録ではなくソースコードそのものを通じて LLM に理解させるべきです。唯一の真実はソースコードだけだからです。"}},{"@type":"Question","name":"AI エージェントの時代にドキュメントは何になるのか？","acceptedAnswer":{"@type":"Answer","text":"AI エージェントの時代には、むしろ「フローチャート」が最も重要なドキュメントになります。人が管理すべきなのはプロセスとアーキテクチャの設計だからです。図を通せば個々の設計をすばやく把握できます。一方で、コードがどう生成され、ツールがどう検証し、エージェントがどう消費するかは、次第に重要ではなくなっていきます。ただし下層の中心的な設計は記録すべきです。キャッシュをどう使うか、ウォームアップを設けるべきか、クライアントのタイムアウトをいくつにするか、といったものです。この種の設計文書は依然として重要で、ただより広い範囲へ抽象化されます。正確に言えば、あらゆる文書がより高い次元の設計へ移っていきます。いま私たちがプログラムを書くとき、機械語がどうコンパイルされ、どう動くかを掘り下げなくなったのと同じです。ここで設計している Egent Code Plexus 自体も、いまの時代の流れに合わせた過渡的な産物にすぎません。"}},{"@type":"Question","name":"ECP のプロダクトとしての境界はどこか？","acceptedAnswer":{"@type":"Answer","text":"ECP は、極めて速く、信頼でき、ソースコードに根ざした構造認識の層になることに集中すべきです。このプロジェクトは、もう一つの Codex や Claude Code、OpenClaw になるつもりはなく、その必要もありません。コードエージェントのワークフローを動かすそうしたフレームワークが、コードを理解する必要が生じたときに選べるツールであればよい。LLM 専用の grep や read のようなものです。従来のツールが答えるのは「この文字列はどこにあるか」「このファイルの中身は何か」です。ECP が答えるべきなのは「このシンボルは何者か」「誰に呼ばれているか」「上流と下流のどこに影響するか」「今回の差分の構造的リスクは何か」です。ECP の中心はエージェントの代わりに判断することではなく、エージェントが判断する前に知っておくべき構造的事実を渡すことです。"}},{"@type":"Question","name":"CLI と MCP、そしてツールインターフェースの取捨は？","acceptedAnswer":{"@type":"Answer","text":"最も重要なプロダクトのインターフェースは CLI です。MCP は保守の面で手間が多いのですが、すべてのコードエージェントのフレームワークが CLI をネイティブに呼べるわけではないため、二重の構成を採り、MCP から CLI 呼び出しへ導く形にしています。とはいえ、より良いのは read のようにツールを CLI ツールとして直接組み込めることです。性能の向上にもトークンの削減にも大きく効きます。CLI の強みは、単純で、保守が軽く、テストしやすく、CI に入れやすいこと、そしてサーバーのライフサイクル、ツール登録、スキーマ互換、セッション状態といった問題がないことです。MCP の価値は互換層であって、中心的な抽象ではありません。"}},{"@type":"Question","name":"Skill は制約であるべきか、案内であるべきか？","acceptedAnswer":{"@type":"Answer","text":"これらの設計は、LLM が学び取るまではスキルによる規定と案内を必要とします。人類が火の使い方を学ぶ前は火の用途を知らなかったのと同じです。しかしその知識が広く行き渡った後は、火の使い方の講習を受けた人はほとんどいません。いまはまだスキルによる規定と案内が必要です。いつか LLM がこの種の知識を内蔵する日が来れば別ですが。ただ私は、スキルを LLM にツールの使い方を強制するためのものではなく、案内であってほしいと考えています。ツールは自分の機能を説明し、どう使うかはスキルが基本的な道筋を示す。各自の必要に応じて調整もできる。もちろん望ましいのは、LLM が自ら理解してより広く応用することです。"}},{"@type":"Question","name":"ECP Skill の最も中心にある第一原則は？","acceptedAnswer":{"@type":"Answer","text":"「すべての行動は、文脈上の幻覚からではなく、検証可能な構造的事実から出発すべきである。」いかなる前提も幻覚になりえます。その場で確認したものだけが検証できます。peer の機能を設計しようと考えた理由もここにあります。hook と peer によって半リアルタイムのやりとりを実現し、開発上の衝突が生まれるのを避けるためです。"}}]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"WebSite","name":"Egent Code Plexus","url":"https://coseto6125.github.io/egent-code-plexus/ja/","inLanguage":"ja","description":"AI エージェント向けの構造化クエリ。シンボルの呼び出し元、変更の影響範囲、ルートとリポジトリ横断の契約を照会できます。31 言語対応、100 ミリ秒未満で応答、grep より 7.5 倍少ないトークン。分からない箇所は推測せず BlindSpot として記録します。","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Install Egent Code Plexus and index a repository","inLanguage":"ja","step":[{"@type":"HowToStep","name":"Install the binary","text":"curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh"},{"@type":"HowToStep","name":"Index a repository","text":"ecp admin index --repo ."},{"@type":"HowToStep","name":"Ask a structural question","text":"ecp impact --target \u003csymbol> --direction upstream"}]}</script>
@@ -72,7 +72,7 @@
         <div class="container hero-content">
             <h1 class="hero-title">
                 Egent Code Plexus
-                <span class="hero-version">v0.16.2</span>
+                <span class="hero-version">v0.16.3</span>
             </h1>
             <p class="hero-tagline mono" data-i18n="hero.tagline">Built for agents, not IDEs.</p>
             <p class="hero-subtitle" data-i18n="hero.subtitle">AIエージェント専用に設計されたコード構造認識とアーキテクチャレーダー</p>
diff --git a/docs/ecp-landing/ja/integrations/claude-code/index.html b/docs/ecp-landing/ja/integrations/claude-code/index.html
index 31b68b811..9f4be8a2d 100644
--- a/docs/ecp-landing/ja/integrations/claude-code/index.html
+++ b/docs/ecp-landing/ja/integrations/claude-code/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — 連携方法","description":"Claude Code は 3 つの独立した経路で ecp を読みます。リポジトリの変化に合わせて再インデックスする settings.json のフック、grep よりグラフクエリが適する場面をモデルに教えるスキルパック、そして claude mcp add-json で登録する MCP サーバーです。必要なものだけ入れられ、互いに依存しません。","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/integrations/claude-code/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — 連携方法","description":"Claude Code は 3 つの独立した経路で ecp を読みます。リポジトリの変化に合わせて再インデックスする settings.json のフック、grep よりグラフクエリが適する場面をモデルに教えるスキルパック、そして claude mcp add-json で登録する MCP サーバーです。必要なものだけ入れられ、互いに依存しません。","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/integrations/claude-code/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
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 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">導入を確認する</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin claude status</code></li></ul>
         <h2 class="section-heading">知っておくこと</h2>
         <p class="hero-answer compare-limits">ツールそのものよりスキルの方が効きます。ecp を呼べるモデルでも、いつ呼ぶかの規則がなければ最初に手が伸びるのは grep です。一部だけ導入されている状態は普通で、<code class="mono">ecp admin claude status</code> が実際に入っている構成要素を一覧します。</p>
-        <p class="table-caption">このページのコマンドはすべて、ecp 0.16.2 のバイナリ自身のヘルプ出力から取っています。</p>
+        <p class="table-caption">このページのコマンドはすべて、ecp 0.16.3 のバイナリ自身のヘルプ出力から取っています。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — IDE ではなくエージェントのために</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ja/integrations/codex/index.html b/docs/ecp-landing/ja/integrations/codex/index.html
index 0274f31ea..6231906a2 100644
--- a/docs/ecp-landing/ja/integrations/codex/index.html
+++ b/docs/ecp-landing/ja/integrations/codex/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — 連携方法","description":"Codex CLI には、構造クエリを使うべき場面を教えるスキルを入れます。クエリ自体への経路は 2 つあり、~/.codex/config.toml 経由の MCP か、ネイティブツールの雛形です。","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/integrations/codex/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — 連携方法","description":"Codex CLI には、構造クエリを使うべき場面を教えるスキルを入れます。クエリ自体への経路は 2 つあり、~/.codex/config.toml 経由の MCP か、ネイティブツールの雛形です。","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/integrations/codex/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
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 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">導入を確認する</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin codex status</code></li></ul>
         <h2 class="section-heading">知っておくこと</h2>
         <p class="hero-answer compare-limits"><code class="mono">native-tools</code> が書き出すのは openai/codex のフォーク向けの雛形であり、公開バイナリへのパッチではありません。自分で Codex をビルドしないのであれば、動くのは MCP の経路です。</p>
-        <p class="table-caption">このページのコマンドはすべて、ecp 0.16.2 のバイナリ自身のヘルプ出力から取っています。</p>
+        <p class="table-caption">このページのコマンドはすべて、ecp 0.16.3 のバイナリ自身のヘルプ出力から取っています。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — IDE ではなくエージェントのために</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ja/integrations/gemini-cli/index.html b/docs/ecp-landing/ja/integrations/gemini-cli/index.html
index b10bfdbd3..af60f4e96 100644
--- a/docs/ecp-landing/ja/integrations/gemini-cli/index.html
+++ b/docs/ecp-landing/ja/integrations/gemini-cli/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — 連携方法","description":"Gemini CLI には 2 つの部品が必要です。ネイティブスキルと、gemini mcp add で追加する stdio MCP 登録です。","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/integrations/gemini-cli/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — 連携方法","description":"Gemini CLI には 2 つの部品が必要です。ネイティブスキルと、gemini mcp add で追加する stdio MCP 登録です。","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/integrations/gemini-cli/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Gemini CLI — 連携方法","inLanguage":"ja","description":"Gemini CLI には 2 つの部品が必要です。ネイティブスキルと、gemini mcp add で追加する stdio MCP 登録です。","step":[{"@type":"HowToStep","position":1,"name":"ecp admin gemini install native-skill","text":"ecp admin gemini install native-skill"},{"@type":"HowToStep","position":2,"name":"ecp admin gemini install mcp-server","text":"ecp admin gemini install mcp-server"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">導入を確認する</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin gemini status</code></li></ul>
         <h2 class="section-heading">知っておくこと</h2>
         <p class="hero-answer compare-limits">この 2 つは別々にインストールされ、片方があってももう片方があるとは限りません。<code class="mono">ecp admin gemini status</code> がそれぞれ 1 行ずつ報告します。</p>
-        <p class="table-caption">このページのコマンドはすべて、ecp 0.16.2 のバイナリ自身のヘルプ出力から取っています。</p>
+        <p class="table-caption">このページのコマンドはすべて、ecp 0.16.3 のバイナリ自身のヘルプ出力から取っています。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — IDE ではなくエージェントのために</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ja/integrations/index.html b/docs/ecp-landing/ja/integrations/index.html
index 45655f57b..4dff222a0 100644
--- a/docs/ecp-landing/ja/integrations/index.html
+++ b/docs/ecp-landing/ja/integrations/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"連携方法 — Egent Code Plexus — IDE ではなくエージェントのために","description":"エージェントは 4 つの経路のいずれかで ecp に接続します。インデックスを温かく保つ設定フック、テキスト検索より構造クエリが適する場面をモデルに伝えるスキル、クエリをツールとして公開する MCP サーバー、そしてホスト専用のプラグインです。多くのホストは複数を同時に使え、それぞれ独立してインストールします。","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/integrations/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"連携方法 — Egent Code Plexus — IDE ではなくエージェントのために","description":"エージェントは 4 つの経路のいずれかで ecp に接続します。インデックスを温かく保つ設定フック、テキスト検索より構造クエリが適する場面をモデルに伝えるスキル、クエリをツールとして公開する MCP サーバー、そしてホスト専用のプラグインです。多くのホストは複数を同時に使え、それぞれ独立してインストールします。","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/integrations/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -77,7 +77,7 @@ <h2 class="section-heading">ホストごとの対応経路</h2>
             </div>
         <h2 class="section-heading">ホスト別</h2>
         <ul class="compare-method"><li><a href="claude-code/">Claude Code</a></li><li><a href="codex/">Codex CLI</a></li><li><a href="gemini-cli/">Gemini CLI</a></li><li><a href="mcp/">Any MCP host</a></li><li><a href="orca/">Orca</a></li></ul>
-        <p class="table-caption">このページのコマンドはすべて、ecp 0.16.2 のバイナリ自身のヘルプ出力から取っています。</p>
+        <p class="table-caption">このページのコマンドはすべて、ecp 0.16.3 のバイナリ自身のヘルプ出力から取っています。</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — IDE ではなくエージェントのために</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ja/integrations/mcp/index.html b/docs/ecp-landing/ja/integrations/mcp/index.html
index a09ab6c64..c34d2e29b 100644
--- a/docs/ecp-landing/ja/integrations/mcp/index.html
+++ b/docs/ecp-landing/ja/integrations/mcp/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — 連携方法","description":"ecp admin mcp serve は 20 個のツールを公開する stdio JSON-RPC の MCP サーバーです。MCP を話すホストであればこのグラフを呼べます。ホストからバイナリを指すだけでよく、ecp 側の登録は不要です。","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/integrations/mcp/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — 連携方法","description":"ecp admin mcp serve は 20 個のツールを公開する stdio JSON-RPC の MCP サーバーです。MCP を話すホストであればこのグラフを呼べます。ホストからバイナリを指すだけでよく、ecp 側の登録は不要です。","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/integrations/mcp/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -71,7 +71,7 @@ <h2 class="section-heading">導入を確認する</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin mcp tools</code></li></ul>
         <h2 class="section-heading">知っておくこと</h2>
         <p class="hero-answer compare-limits">Cursor、Windsurf、Cline / Roo Code、Copilot 向けの自動インストーラーはまだ書かれておらず、実行しても設定を書き換えずプレースホルダーを表示するだけです。これらのホストでは上の JSON を手で貼る必要があるため、コマンドの裏に隠さずここに印刷しています。</p>
-        <p class="table-caption">このページのコマンドはすべて、ecp 0.16.2 のバイナリ自身のヘルプ出力から取っています。</p>
+        <p class="table-caption">このページのコマンドはすべて、ecp 0.16.3 のバイナリ自身のヘルプ出力から取っています。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — IDE ではなくエージェントのために</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ja/integrations/orca/index.html b/docs/ecp-landing/ja/integrations/orca/index.html
index 889ea0dec..add897de2 100644
--- a/docs/ecp-landing/ja/integrations/orca/index.html
+++ b/docs/ecp-landing/ja/integrations/orca/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — 連携方法","description":"Orca ではプラグインとして導入します。このリポジトリをマーケットプレイスのソースに追加し、一覧から ECP Code Graph をインストールしてください。以降、Orca が作る各ワークツリーはバックグラウンドでインデックスされ、パネルから index、impact、summary をワンクリックで実行できます。","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/integrations/orca/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — 連携方法","description":"Orca ではプラグインとして導入します。このリポジトリをマーケットプレイスのソースに追加し、一覧から ECP Code Graph をインストールしてください。以降、Orca が作る各ワークツリーはバックグラウンドでインデックスされ、パネルから index、impact、summary をワンクリックで実行できます。","inLanguage":"ja","url":"https://coseto6125.github.io/egent-code-plexus/ja/integrations/orca/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Orca — 連携方法","inLanguage":"ja","description":"Orca ではプラグインとして導入します。このリポジトリをマーケットプレイスのソースに追加し、一覧から ECP Code Graph をインストールしてください。以降、Orca が作る各ワークツリーはバックグラウンドでインデックスされ、パネルから index、impact、summary をワンクリックで実行できます。","step":[{"@type":"HowToStep","position":1,"name":"https://github.com/coseto6125/ecp-orca-plugin.git","text":"https://github.com/coseto6125/ecp-orca-plugin.git"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">導入を確認する</h2>
         <ul class="compare-method"><li><code class="mono">ecp summary</code></li></ul>
         <h2 class="section-heading">知っておくこと</h2>
         <p class="hero-answer compare-limits">プラグインは ecp バイナリ自体をインストールしません。またワークツリーが別のマシンにあっても、プラグインは Orca クライアント側で動きます。ecp はコードがある側に入れてください。</p>
-        <p class="table-caption">このページのコマンドはすべて、ecp 0.16.2 のバイナリ自身のヘルプ出力から取っています。</p>
+        <p class="table-caption">このページのコマンドはすべて、ecp 0.16.3 のバイナリ自身のヘルプ出力から取っています。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — IDE ではなくエージェントのために</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ja/llms.txt b/docs/ecp-landing/ja/llms.txt
index 92b6b51d8..45fca6054 100644
--- a/docs/ecp-landing/ja/llms.txt
+++ b/docs/ecp-landing/ja/llms.txt
@@ -5,7 +5,7 @@
 > does this change break, which routes and database tables does this service
 > reach — over 31 languages in one graph.
 
-Version: 0.16.2
+Version: 0.16.3
 Repository: https://github.com/coseto6125/egent-code-plexus
 License: MIT
 Install: curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh
diff --git a/docs/ecp-landing/ko/compare/codegraph/index.html b/docs/ecp-landing/ko/compare/codegraph/index.html
index 65e4a3e23..e2c9bbef2 100644
--- a/docs/ecp-landing/ko/compare/codegraph/index.html
+++ b/docs/ecp-landing/ko/compare/codegraph/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp와 codegraph, GitNexus 비교 · ecp vs codegraph","description":"세 가지 코드 그래프 도구, 같은 체크아웃, 같은 머신.","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/compare/codegraph/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp와 codegraph, GitNexus 비교 · ecp vs codegraph","description":"세 가지 코드 그래프 도구, 같은 체크아웃, 같은 머신.","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/compare/codegraph/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">이 수치가 말해주지 않는 것</h2>
         <p class="hero-answer compare-limits">머신 한 대, 버전 한 조합, 코퍼스 두 개의 결과일 뿐입니다. 어떤 도구의 API가 내 용도에 맞는지, 언어 지원이 내 스택과 맞는지, 이 둘과 다른 모양의 저장소에서 어떻게 동작하는지는 답하지 않습니다. 콜드 인덱스에서 지는 도구라도 다른 둘이 답하지 못하는 질문에 답한다면 옳은 선택일 수 있습니다. <strong>결정하기 전에 자신의 저장소에서 다시 실행해 보세요</strong>. 명령은 각 프로젝트 README에 있습니다.</p>
-        <p class="table-caption">수치는 ecp 0.16.2 기준입니다. 오류는 이슈로 알려주세요.</p>
+        <p class="table-caption">수치는 ecp 0.16.3 기준입니다. 오류는 이슈로 알려주세요.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — IDE가 아니라 에이전트를 위해</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ko/compare/gitnexus/index.html b/docs/ecp-landing/ko/compare/gitnexus/index.html
index e178df291..daa6d5a2a 100644
--- a/docs/ecp-landing/ko/compare/gitnexus/index.html
+++ b/docs/ecp-landing/ko/compare/gitnexus/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp와 codegraph, GitNexus 비교 · ecp vs gitnexus","description":"세 가지 코드 그래프 도구, 같은 체크아웃, 같은 머신.","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/compare/gitnexus/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp와 codegraph, GitNexus 비교 · ecp vs gitnexus","description":"세 가지 코드 그래프 도구, 같은 체크아웃, 같은 머신.","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/compare/gitnexus/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">이 수치가 말해주지 않는 것</h2>
         <p class="hero-answer compare-limits">머신 한 대, 버전 한 조합, 코퍼스 두 개의 결과일 뿐입니다. 어떤 도구의 API가 내 용도에 맞는지, 언어 지원이 내 스택과 맞는지, 이 둘과 다른 모양의 저장소에서 어떻게 동작하는지는 답하지 않습니다. 콜드 인덱스에서 지는 도구라도 다른 둘이 답하지 못하는 질문에 답한다면 옳은 선택일 수 있습니다. <strong>결정하기 전에 자신의 저장소에서 다시 실행해 보세요</strong>. 명령은 각 프로젝트 README에 있습니다.</p>
-        <p class="table-caption">수치는 ecp 0.16.2 기준입니다. 오류는 이슈로 알려주세요.</p>
+        <p class="table-caption">수치는 ecp 0.16.3 기준입니다. 오류는 이슈로 알려주세요.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — IDE가 아니라 에이전트를 위해</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ko/compare/index.html b/docs/ecp-landing/ko/compare/index.html
index e50b91815..43e2246ea 100644
--- a/docs/ecp-landing/ko/compare/index.html
+++ b/docs/ecp-landing/ko/compare/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp와 codegraph, GitNexus 비교","description":"세 가지 코드 그래프 도구, 같은 체크아웃, 같은 머신.","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/compare/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp와 codegraph, GitNexus 비교","description":"세 가지 코드 그래프 도구, 같은 체크아웃, 같은 머신.","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/compare/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -117,7 +117,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
         </ul>
         <h2 class="section-heading">이 수치가 말해주지 않는 것</h2>
         <p class="hero-answer compare-limits">머신 한 대, 버전 한 조합, 코퍼스 두 개의 결과일 뿐입니다. 어떤 도구의 API가 내 용도에 맞는지, 언어 지원이 내 스택과 맞는지, 이 둘과 다른 모양의 저장소에서 어떻게 동작하는지는 답하지 않습니다. 콜드 인덱스에서 지는 도구라도 다른 둘이 답하지 못하는 질문에 답한다면 옳은 선택일 수 있습니다. <strong>결정하기 전에 자신의 저장소에서 다시 실행해 보세요</strong>. 명령은 각 프로젝트 README에 있습니다.</p>
-        <p class="table-caption">수치는 ecp 0.16.2 기준입니다. 오류는 이슈로 알려주세요.</p>
+        <p class="table-caption">수치는 ecp 0.16.3 기준입니다. 오류는 이슈로 알려주세요.</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — IDE가 아니라 에이전트를 위해</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ko/index.html b/docs/ecp-landing/ko/index.html
index c15591744..7682c9e06 100644
--- a/docs/ecp-landing/ko/index.html
+++ b/docs/ecp-landing/ko/index.html
@@ -38,7 +38,7 @@
     <meta name="twitter:title" content="Egent Code Plexus — IDE가 아니라 에이전트를 위해">
     <meta name="twitter:description" content="누가 X를 호출하는지, 이 변경이 무엇을 깨뜨리는지, 어떤 라우트가 있는지. 31개 언어를 하나의 그래프로, 밀리초 만에 답합니다.">
     <meta name="twitter:image" content="https://coseto6125.github.io/egent-code-plexus/og.png">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"SoftwareApplication","name":"Egent Code Plexus","alternateName":"ecp","applicationCategory":"DeveloperApplication","applicationSubCategory":"Code intelligence graph","operatingSystem":"Linux, macOS, Windows","softwareVersion":"0.16.2","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/","codeRepository":"https://github.com/coseto6125/egent-code-plexus","downloadUrl":"https://github.com/coseto6125/egent-code-plexus/releases/latest","license":"https://opensource.org/licenses/MIT","programmingLanguage":"Rust","description":"AI 에이전트를 위한 구조 질의. 심볼의 호출자, 변경의 영향 범위, 라우트와 저장소 간 계약을 조회합니다. 31개 언어 지원, 100밀리초 이내 응답, grep 대비 7.5배 적은 토큰. 알 수 없는 부분은 추측하지 않고 BlindSpot으로 기록합니다.","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"],"dateModified":"2026-10-22","offers":{"@type":"Offer","price":"0","priceCurrency":"USD"},"featureList":["Callers and callees of any symbol across 31 languages","Blast radius of a diff before the refactor lands","HTTP routes and cross-repo contract extraction","SQL tables reached from code, including raw query strings","BlindSpot records naming what the graph cannot see"]}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"SoftwareApplication","name":"Egent Code Plexus","alternateName":"ecp","applicationCategory":"DeveloperApplication","applicationSubCategory":"Code intelligence graph","operatingSystem":"Linux, macOS, Windows","softwareVersion":"0.16.3","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/","codeRepository":"https://github.com/coseto6125/egent-code-plexus","downloadUrl":"https://github.com/coseto6125/egent-code-plexus/releases/latest","license":"https://opensource.org/licenses/MIT","programmingLanguage":"Rust","description":"AI 에이전트를 위한 구조 질의. 심볼의 호출자, 변경의 영향 범위, 라우트와 저장소 간 계약을 조회합니다. 31개 언어 지원, 100밀리초 이내 응답, grep 대비 7.5배 적은 토큰. 알 수 없는 부분은 추측하지 않고 BlindSpot으로 기록합니다.","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"],"dateModified":"2026-10-23","offers":{"@type":"Offer","price":"0","priceCurrency":"USD"},"featureList":["Callers and callees of any symbol across 31 languages","Blast radius of a diff before the refactor lands","HTTP routes and cross-repo contract extraction","SQL tables reached from code, including raw query strings","BlindSpot records naming what the graph cannot see"]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"FAQPage","inLanguage":"ko","mainEntity":[{"@type":"Question","name":"왜 '정직한 모름'이 '모호한 추측'보다 중요한가?","acceptedAnswer":{"@type":"Answer","text":"에이전트끼리 주고받는 과정에서 LLM은 닫힌 세계 가정에 빠지기 쉽습니다. LLM에게 모르는 것은 곧 존재하지 않는 것으로 취급되기 쉬우므로, '모른다'는 사실을 인지시키는 일이 매우 중요합니다. 그것이 환각을 막습니다.'모른다'는 것을 알아야 LLM이 더 깊은 문제까지 파고들어 실제 답에 닿을 수 있습니다. 도구가 모름을 덮어버리면 LLM은 모르는 것이 아예 존재하지 않는다고 믿게 됩니다.그래서 BlindSpot의 가치는 그래프를 완성하는 데 있지 않고 그래프의 경계를 정직하게 드러내는 데 있습니다. BlindSpot이 표시되지 않으면 사람 엔지니어는 함정이 있는지 의심이라도 하지만, 에이전트는 '간선이 없음'을 그대로 '의존이 없음'으로 해석할 수 있습니다. 대형 시스템에서 이는 매우 위험합니다."}},{"@type":"Question","name":"`ecp peers`는 앞으로 멀티 에이전트 병행 개발의 시대라는 뜻인가?","acceptedAnswer":{"@type":"Answer","text":"사실 앞서가는 Agentic Developer나 조직은 이미 이 방식을 단계적으로 도입하고 있습니다. 다만 대부분 워크플로 계층에서 구현합니다. 워크플로를 만드는 일은 복잡하고 규모가 커지기 쉽지만, 단순한 peer 설계만으로도 코드 에이전트들이 개발 중인 정보를 서로 즉시 공유하여 중복 작업이나 서로의 변경이 충돌하는 문제를 피할 수 있습니다.오늘날 서브 에이전트 개발 모델이 있지만, 이 구조는 단일 세션의 확장에 지나지 않습니다. 서브 에이전트는 메인 에이전트가 넘긴 작업을 수행할 뿐입니다.ecp peers로 이루고 싶은 것은, 다수의 메인 에이전트가 서로 정보를 주고받으며 더 큰 계획을 완성하는 일입니다. 문서 기록을 통해 소통하는 방식이 아닙니다. 이런 설계라야 서로의 진행을 실시간으로 밀어 올리고 더 큰 규모의 설계까지 해낼 수 있습니다."}},{"@type":"Question","name":"왜 mmap과 rkyv 기반의 무상태 구조인가?","acceptedAnswer":{"@type":"Answer","text":"mmap과 rkyv를 쓴 무상태라는 개념은 성능과 안정성에서 나왔습니다.서버를 띄우면 상태를 가질 수 있지만, 그 상태를 유지하려면 모든 상태의 일관성을 보장하기 위한 복잡한 절차와 코드가 필요합니다. 서버와의 상호작용은 매번 비용이고, 필요한 캐시도 메모리 비용입니다. 이런 제약이 쌓여 성능이 떨어집니다.mmap을 쓰면 모든 에이전트가 하부의 공통 자원을 공유하고, 각자 상태를 갖지 않은 채 사실상 즉시 조회 가능한 정적 데이터 위에서 일합니다. 실측으로 1.6만 개 파일, 30만 규모 노드의 그래프를 만드는 데 2~3초가 걸리고 생성되는 graph.bin은 실제로 70MB 미만입니다. 공유 mmap 설계이므로 각 CLI 조회는 대체로 100밀리초 안에 들어옵니다.이 모델은 에이전트에게 중요합니다. 에이전트 시스템은 본래 동시성이 높고 수명이 짧으며 쉽게 재시작되고 세션을 자주 넘나들기 때문입니다. 무상태는 빠르기 위해서만이 아니라 실패하는 방식을 줄이기 위한 선택입니다."}},{"@type":"Question","name":"ECP는 코드 파싱에서 아키텍처 이해로 나아가고 있는가?","acceptedAnswer":{"@type":"Answer","text":"그렇습니다. 소프트웨어 개발에서 AI 에이전트의 더 큰 과제는 '함수 하나를 제대로 쓸 수 있는가'에서 '대형 시스템에서 기존 아키텍처의 제약을 깨뜨리지 않을 수 있는가'로 옮겨가고 있습니다.함수 하나의 정확성은 타입, 테스트, lint, 국소적인 문맥으로 해결됩니다. 그러나 실제 시스템의 위험은 파일과 서비스, 언어와 시간에 걸친 제약 속에 숨어 있는 경우가 많습니다.LLM이 기본적인 그래프 조회만으로 스스로 추론할 수도 있지만 그것은 안정적인 해법이 아닙니다. 문제는 LLM이 추론하지 못한다는 것이 아니라, 매번 저수준 노드와 간선에서 아키텍처 패턴을 다시 발견하게 하면 비용이 크고 결과가 흔들리며 '음의 공간'을 놓치기 쉽다는 점입니다. 그래서 ECP는 Saga나 EventTopic 같은 패턴 탐지를 내장합니다. 위험이 크고 자주 나타나며 구조화할 수 있는 아키텍처 지식을 미리 일급 신호로 올려두는 것입니다. 더 정확히 말하면 이것은 에이전트를 위한 아키텍처 레이더여야 합니다. 코드에 손대기 전에 확신도가 높은 제약, 있을 수 있는 암묵적 결합, 사람의 확인이 필요한 휴리스틱을 명시적으로 펼쳐 보여줍니다."}},{"@type":"Question","name":"ECP와 GitNexus는 어떤 관계인가?","acceptedAnswer":{"@type":"Answer","text":"GitNexus는 제 프로젝트가 아니라 제 프로젝트의 출발점입니다. GitNexus를 쓰면서 성능, 여러 개의 데몬 서버, 그리고 몇 가지 구조적 병목 같은 문제를 만났고, 거기서 Rust 기반 구조를 직접 만들게 되었습니다.첫 번째 분기점은 상주하는 상태가 오히려 에이전트의 작업 흐름을 제약하기 시작했다는 것입니다. 여러 에이전트가 서로 다른 worktree, 다른 저장소, 다른 브랜치에서 동시에 조회하면 데몬 모델은 쉽게 암묵적인 협조 문제가 됩니다. 두 번째 분기점은 조회 빈도에 대한 상상이 달라졌다는 것입니다. 제가 원한 것은 에이전트에게 L1 / L2 캐시에 가까운 것으로, 파일을 고치기 전, 이름을 바꾸기 전, 리뷰 전, 영향 분석 전에 매번 밀리초 단위로 물어볼 수 있는 수준입니다. 이 빈도에 이르면 Node.js 데몬의 비용은 하나같이 눈에 거슬리게 됩니다.그래서 Rust 무상태 구조의 핵심 판단은 이렇습니다. 그래프를 고정 형식의 graph.bin으로 만들고, CLI나 MCP의 조회마다 곧바로 mmap한다. 예열도, 데몬의 상태도, 오래 사는 프로세스에 대한 신뢰도 필요 없게 만드는 것입니다."}},{"@type":"Question","name":"`ecp dev pr-analyze`와 머지 큐에는 어떤 사연이 있는가?","acceptedAnswer":{"@type":"Answer","text":"처음부터 머지 큐를 다시 만들 생각은 없었습니다. ecp impact의 신호를 기존 큐에 넣고 싶었을 뿐이고, 그래서 ecp dev pr-analyze를 만들어 워크플로가 area, risk, cross-pr-conflict를 자동으로 붙이게 했습니다.그런데 직접 써보니 가치 있는 것은 큐 자체가 아니라 '그래프로 PR을 안전하게 병행할 수 있는지 판단하는 일'이었습니다. 두 PR이 서로 다른 파일을 고치더라도 한쪽이 다른 쪽의 영향 범위 안에 있는 심볼을 건드리면 의미적 충돌로 봅니다. 반대로 두 PR이 무관한 영역에 있고 영향 집합이 겹치지 않으면 저위험이며 cross-PR conflict 없음으로 표시해, 워크플로가 더 적극적으로 병합하도록 맡길 수 있습니다.이 기능이 실제로 아끼는 것은 한 번의 CI 시간이 아니라, PR들이 서로 어긋나면서 반복되는 rebase와 CI 재실행의 순환입니다. 여기서 ECP의 지향은 머지 큐를 '시간 순서로 줄 세우기'에서 '구조적 위험에 따른 스케줄링'으로 끌어올리는 것입니다."}},{"@type":"Question","name":"에이전트 개발의 진짜 병목은 무엇인가?","acceptedAnswer":{"@type":"Answer","text":"사람으로 이루어진 팀이 변경을 관리해 온 리듬이 틀렸다고 할 수는 없습니다. 다만 개발을 가로막지 않도록 전체 절차가 더 자동화되어야 합니다.지금 에이전트의 코딩 속도는 매우 빠릅니다. 그런데 가로막는 것은 오히려 사람의 걱정과 두려움입니다. 코드가 충돌할까 봐, LLM이 A를 고치다 B를 망칠까 봐, 온갖 코드 오류가 날까 봐 하는 두려움이 개발을 막는 가장 큰 문제가 되었습니다.앞으로 개인과 팀과 회사가 다루는 프로젝트가 기하급수적으로 늘어날수록 이런 도구는 더 중요해지고 성능이 결정적인 열쇠가 됩니다. 장기 기억으로서의 문맥 처리에 기대는 대신, 어떻게 하면 LLM이 현재 아키텍처를 더 빨리 이해하게 할지가 상대적으로 중요해집니다. 아키텍처는 글로 남긴 기록이 아니라 소스 코드 자체를 통해 LLM이 이해하게 해야 합니다. 유일한 진실은 소스 코드뿐이기 때문입니다."}},{"@type":"Question","name":"AI 에이전트 시대에 문서는 무엇이 되는가?","acceptedAnswer":{"@type":"Answer","text":"AI 에이전트 시대에는 오히려 '흐름도'가 가장 중요한 문서가 됩니다. 사람이 관리해야 할 것은 프로세스와 아키텍처 설계이기 때문입니다. 도표를 통하면 각각의 설계를 빠르게 파악할 수 있습니다. 반면 코드가 어떻게 생성되고 도구가 어떻게 검증하며 에이전트가 어떻게 소비하는지는 점차 덜 중요해집니다.다만 하부의 핵심 설계는 여전히 기록해야 합니다. 캐시를 어떻게 활용할지, 예열을 둘지, 클라이언트 타임아웃을 얼마로 할지 같은 것들입니다. 이런 설계 문서는 여전히 중요하며, 다만 더 넓은 범위로 추상화됩니다. 정확히 말하면 모든 문서가 더 높은 차원의 설계로 옮겨갑니다.오늘날 프로그램을 쓰면서 기계어가 어떻게 컴파일되고 실행되는지 더 파고들지 않는 것과 같습니다. 지금 설계하고 있는 Egent Code Plexus 자체도 이 시대의 흐름에 맞춘 과도기적 산물일 뿐입니다."}},{"@type":"Question","name":"ECP의 제품 경계는 어디인가?","acceptedAnswer":{"@type":"Answer","text":"ECP는 아주 빠르고 신뢰할 수 있으며 소스 코드에 근거한 구조 인식 계층이 되는 데 집중해야 합니다.이 프로젝트는 또 하나의 Codex나 Claude Code, OpenClaw가 될 생각이 없고 그럴 필요도 없습니다. 코드 에이전트 워크플로를 돌리는 그런 프레임워크들이 코드를 이해해야 할 때 골라 쓸 수 있는 도구면 됩니다. LLM 전용 grep이자 read 같은 것입니다.전통적인 도구는 '이 문자열이 어디에 있는가', '이 파일의 내용은 무엇인가'에 답합니다. ECP가 답해야 할 것은 '이 심볼은 무엇인가', '누가 호출하는가', '상류와 하류의 무엇에 영향을 주는가', '이번 diff의 구조적 위험은 무엇인가'입니다. ECP의 핵심은 에이전트를 대신해 결정하는 것이 아니라, 결정하기 전에 반드시 알아야 할 구조적 사실을 건네는 것입니다."}},{"@type":"Question","name":"CLI와 MCP, 도구 인터페이스의 선택은?","acceptedAnswer":{"@type":"Answer","text":"가장 중요한 제품 인터페이스는 CLI입니다.MCP는 유지보수 면에서 번거로움이 많지만, 모든 코드 에이전트 프레임워크가 CLI를 네이티브로 호출할 수 있는 것은 아니어서 이중 구조를 택했고, MCP가 CLI 호출로 안내하도록 했습니다. 그래도 더 나은 방식은 read처럼 도구를 CLI 도구로 곧바로 내장할 수 있게 하는 것입니다. 성능을 높이고 토큰을 줄이는 데 크게 도움이 됩니다.CLI의 장점은 단순하고, 유지보수가 가볍고, 테스트하기 쉽고, CI에 넣기 쉽다는 점, 그리고 서버 수명 주기나 도구 등록, 스키마 호환, 세션 상태 같은 문제가 없다는 점입니다. MCP의 가치는 호환 계층이지 핵심 추상이 아닙니다."}},{"@type":"Question","name":"Skill은 제약이어야 하는가, 안내여야 하는가?","acceptedAnswer":{"@type":"Answer","text":"이런 설계들은 LLM이 익히기 전까지는 스킬로 규정하고 안내해야 합니다. 사람이 불을 다루는 법을 배우기 전에는 불의 쓰임을 몰랐던 것과 같습니다. 그러나 그 지식이 널리 쓰이게 된 뒤로는 불 사용법 강습을 들은 사람이 거의 없습니다.지금은 여전히 스킬을 통한 규정과 안내가 필요합니다. 언젠가 LLM이 이런 지식을 내장하게 된다면 이야기가 달라지겠지요. 다만 저는 스킬이 LLM에게 도구 사용법을 강제하는 것이 아니라 안내이기를 바랍니다. 도구는 자기 기능을 설명하고, 어떻게 쓰는지는 스킬이 기본적인 길을 보여주며, 각자의 필요에 따라 조정할 수 있어야 합니다. 물론 더 바라는 것은 LLM이 스스로 이해해 더 넓게 응용하는 것입니다."}},{"@type":"Question","name":"ECP Skill의 가장 핵심적인 제1원칙은?","acceptedAnswer":{"@type":"Answer","text":"「모든 행동은 문맥의 환각이 아니라 검증 가능한 구조적 사실에서 출발해야 한다.」앞선 어떤 문맥도 환각이 될 수 있고, 그 자리에서 확인한 것만이 검증됩니다. peer 기능을 설계하려 한 이유도 여기에 있습니다. hook과 peer로 반실시간 상호작용을 이뤄 개발 충돌이 생기는 것을 피하려는 것입니다."}}]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"WebSite","name":"Egent Code Plexus","url":"https://coseto6125.github.io/egent-code-plexus/ko/","inLanguage":"ko","description":"AI 에이전트를 위한 구조 질의. 심볼의 호출자, 변경의 영향 범위, 라우트와 저장소 간 계약을 조회합니다. 31개 언어 지원, 100밀리초 이내 응답, grep 대비 7.5배 적은 토큰. 알 수 없는 부분은 추측하지 않고 BlindSpot으로 기록합니다.","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Install Egent Code Plexus and index a repository","inLanguage":"ko","step":[{"@type":"HowToStep","name":"Install the binary","text":"curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh"},{"@type":"HowToStep","name":"Index a repository","text":"ecp admin index --repo ."},{"@type":"HowToStep","name":"Ask a structural question","text":"ecp impact --target \u003csymbol> --direction upstream"}]}</script>
@@ -72,7 +72,7 @@
         <div class="container hero-content">
             <h1 class="hero-title">
                 Egent Code Plexus
-                <span class="hero-version">v0.16.2</span>
+                <span class="hero-version">v0.16.3</span>
             </h1>
             <p class="hero-tagline mono" data-i18n="hero.tagline">Built for agents, not IDEs.</p>
             <p class="hero-subtitle" data-i18n="hero.subtitle">AI 에이전트를 위해 특별히 설계된 코드 구조 인식 및 아키텍처 레이더</p>
diff --git a/docs/ecp-landing/ko/integrations/claude-code/index.html b/docs/ecp-landing/ko/integrations/claude-code/index.html
index 81e7bd69b..e80fc2955 100644
--- a/docs/ecp-landing/ko/integrations/claude-code/index.html
+++ b/docs/ecp-landing/ko/integrations/claude-code/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — 연동 방법","description":"Claude Code는 서로 독립적인 세 경로로 ecp를 읽습니다. 저장소가 바뀔 때 다시 인덱싱하는 settings.json 훅, grep보다 그래프 질의가 나은 순간을 모델에게 가르치는 스킬 팩, 그리고 claude mcp add-json으로 등록하는 MCP 서버입니다. 필요한 것만 설치하면 되고 서로 의존하지 않습니다.","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/integrations/claude-code/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — 연동 방법","description":"Claude Code는 서로 독립적인 세 경로로 ecp를 읽습니다. 저장소가 바뀔 때 다시 인덱싱하는 settings.json 훅, grep보다 그래프 질의가 나은 순간을 모델에게 가르치는 스킬 팩, 그리고 claude mcp add-json으로 등록하는 MCP 서버입니다. 필요한 것만 설치하면 되고 서로 의존하지 않습니다.","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/integrations/claude-code/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
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 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">설치 확인</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin claude status</code></li></ul>
         <h2 class="section-heading">알아둘 점</h2>
         <p class="hero-answer compare-limits">도구 자체보다 스킬이 더 중요합니다. ecp를 호출할 수 있어도 언제 호출할지에 대한 규칙이 없으면 모델은 여전히 grep부터 씁니다. 일부만 설치된 상태는 흔하며, <code class="mono">ecp admin claude status</code>가 실제로 설치된 구성 요소를 항목별로 출력합니다.</p>
-        <p class="table-caption">이 페이지의 모든 명령은 ecp 0.16.2 바이너리의 help 출력에서 그대로 가져왔습니다.</p>
+        <p class="table-caption">이 페이지의 모든 명령은 ecp 0.16.3 바이너리의 help 출력에서 그대로 가져왔습니다.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — IDE가 아니라 에이전트를 위해</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ko/integrations/codex/index.html b/docs/ecp-landing/ko/integrations/codex/index.html
index 2dba63bf0..dbd49767c 100644
--- a/docs/ecp-landing/ko/integrations/codex/index.html
+++ b/docs/ecp-landing/ko/integrations/codex/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — 연동 방법","description":"Codex CLI에는 구조 질의를 써야 할 때를 가르치는 스킬을 설치합니다. 질의 자체에 닿는 경로는 두 가지로, ~/.codex/config.toml을 통한 MCP 또는 네이티브 도구 스캐폴드입니다.","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/integrations/codex/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — 연동 방법","description":"Codex CLI에는 구조 질의를 써야 할 때를 가르치는 스킬을 설치합니다. 질의 자체에 닿는 경로는 두 가지로, ~/.codex/config.toml을 통한 MCP 또는 네이티브 도구 스캐폴드입니다.","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/integrations/codex/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Codex CLI — 연동 방법","inLanguage":"ko","description":"Codex CLI에는 구조 질의를 써야 할 때를 가르치는 스킬을 설치합니다. 질의 자체에 닿는 경로는 두 가지로, ~/.codex/config.toml을 통한 MCP 또는 네이티브 도구 스캐폴드입니다.","step":[{"@type":"HowToStep","position":1,"name":"ecp admin codex install skills","text":"ecp admin codex install skills"},{"@type":"HowToStep","position":2,"name":"ecp admin codex install native-tools","text":"ecp admin codex install native-tools"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">설치 확인</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin codex status</code></li></ul>
         <h2 class="section-heading">알아둘 점</h2>
         <p class="hero-answer compare-limits"><code class="mono">native-tools</code>가 만들어내는 것은 openai/codex 포크용 스캐폴드이지 배포된 바이너리에 대한 패치가 아닙니다. Codex를 직접 빌드하지 않는다면 실제로 동작하는 쪽은 MCP 경로입니다.</p>
-        <p class="table-caption">이 페이지의 모든 명령은 ecp 0.16.2 바이너리의 help 출력에서 그대로 가져왔습니다.</p>
+        <p class="table-caption">이 페이지의 모든 명령은 ecp 0.16.3 바이너리의 help 출력에서 그대로 가져왔습니다.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — IDE가 아니라 에이전트를 위해</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ko/integrations/gemini-cli/index.html b/docs/ecp-landing/ko/integrations/gemini-cli/index.html
index c013f98d3..fd992c1ca 100644
--- a/docs/ecp-landing/ko/integrations/gemini-cli/index.html
+++ b/docs/ecp-landing/ko/integrations/gemini-cli/index.html
@@ -32,7 +32,7 @@
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     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — 연동 방법","description":"Gemini CLI에는 두 가지가 필요합니다. 네이티브 스킬과 gemini mcp add로 추가하는 stdio MCP 등록입니다.","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/integrations/gemini-cli/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — 연동 방법","description":"Gemini CLI에는 두 가지가 필요합니다. 네이티브 스킬과 gemini mcp add로 추가하는 stdio MCP 등록입니다.","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/integrations/gemini-cli/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Gemini CLI — 연동 방법","inLanguage":"ko","description":"Gemini CLI에는 두 가지가 필요합니다. 네이티브 스킬과 gemini mcp add로 추가하는 stdio MCP 등록입니다.","step":[{"@type":"HowToStep","position":1,"name":"ecp admin gemini install native-skill","text":"ecp admin gemini install native-skill"},{"@type":"HowToStep","position":2,"name":"ecp admin gemini install mcp-server","text":"ecp admin gemini install mcp-server"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">설치 확인</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin gemini status</code></li></ul>
         <h2 class="section-heading">알아둘 점</h2>
         <p class="hero-answer compare-limits">둘은 따로 설치되며 하나가 있다고 다른 하나가 있는 것은 아닙니다. <code class="mono">ecp admin gemini status</code>가 각각 한 줄씩 보고합니다.</p>
-        <p class="table-caption">이 페이지의 모든 명령은 ecp 0.16.2 바이너리의 help 출력에서 그대로 가져왔습니다.</p>
+        <p class="table-caption">이 페이지의 모든 명령은 ecp 0.16.3 바이너리의 help 출력에서 그대로 가져왔습니다.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — IDE가 아니라 에이전트를 위해</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ko/integrations/index.html b/docs/ecp-landing/ko/integrations/index.html
index 5e30db6f9..206008523 100644
--- a/docs/ecp-landing/ko/integrations/index.html
+++ b/docs/ecp-landing/ko/integrations/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"연동 방법 — Egent Code Plexus — IDE가 아니라 에이전트를 위해","description":"에이전트는 네 가지 경로 중 하나로 ecp에 연결됩니다. 인덱스를 따뜻하게 유지하는 설정 훅, 텍스트 검색보다 구조 질의가 나은 순간을 모델에게 알려주는 스킬, 질의를 도구로 노출하는 MCP 서버, 그리고 호스트 전용 플러그인입니다. 대부분의 호스트는 여러 개를 함께 쓸 수 있고, 각각 따로 설치합니다.","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/integrations/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"연동 방법 — Egent Code Plexus — IDE가 아니라 에이전트를 위해","description":"에이전트는 네 가지 경로 중 하나로 ecp에 연결됩니다. 인덱스를 따뜻하게 유지하는 설정 훅, 텍스트 검색보다 구조 질의가 나은 순간을 모델에게 알려주는 스킬, 질의를 도구로 노출하는 MCP 서버, 그리고 호스트 전용 플러그인입니다. 대부분의 호스트는 여러 개를 함께 쓸 수 있고, 각각 따로 설치합니다.","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/integrations/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -77,7 +77,7 @@ <h2 class="section-heading">호스트별 지원 경로</h2>
             </div>
         <h2 class="section-heading">호스트별 안내</h2>
         <ul class="compare-method"><li><a href="claude-code/">Claude Code</a></li><li><a href="codex/">Codex CLI</a></li><li><a href="gemini-cli/">Gemini CLI</a></li><li><a href="mcp/">Any MCP host</a></li><li><a href="orca/">Orca</a></li></ul>
-        <p class="table-caption">이 페이지의 모든 명령은 ecp 0.16.2 바이너리의 help 출력에서 그대로 가져왔습니다.</p>
+        <p class="table-caption">이 페이지의 모든 명령은 ecp 0.16.3 바이너리의 help 출력에서 그대로 가져왔습니다.</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — IDE가 아니라 에이전트를 위해</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ko/integrations/mcp/index.html b/docs/ecp-landing/ko/integrations/mcp/index.html
index 5dc7ca64c..4425422e0 100644
--- a/docs/ecp-landing/ko/integrations/mcp/index.html
+++ b/docs/ecp-landing/ko/integrations/mcp/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — 연동 방법","description":"ecp admin mcp serve는 20개 도구를 노출하는 stdio JSON-RPC MCP 서버입니다. MCP를 말하는 호스트라면 이 그래프를 호출할 수 있습니다. 호스트가 바이너리를 가리키게 하면 되고 ecp 쪽 등록은 필요 없습니다.","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/integrations/mcp/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — 연동 방법","description":"ecp admin mcp serve는 20개 도구를 노출하는 stdio JSON-RPC MCP 서버입니다. MCP를 말하는 호스트라면 이 그래프를 호출할 수 있습니다. 호스트가 바이너리를 가리키게 하면 되고 ecp 쪽 등록은 필요 없습니다.","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/integrations/mcp/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -71,7 +71,7 @@ <h2 class="section-heading">설치 확인</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin mcp tools</code></li></ul>
         <h2 class="section-heading">알아둘 점</h2>
         <p class="hero-answer compare-limits">Cursor, Windsurf, Cline / Roo Code, Copilot용 자동 설치기는 아직 작성되지 않아 실행해도 설정을 바꾸지 않고 자리표시자만 출력합니다. 이 호스트들은 위 JSON을 직접 붙여넣어야 하므로 명령 뒤에 숨기지 않고 여기에 그대로 적어 둡니다.</p>
-        <p class="table-caption">이 페이지의 모든 명령은 ecp 0.16.2 바이너리의 help 출력에서 그대로 가져왔습니다.</p>
+        <p class="table-caption">이 페이지의 모든 명령은 ecp 0.16.3 바이너리의 help 출력에서 그대로 가져왔습니다.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — IDE가 아니라 에이전트를 위해</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ko/integrations/orca/index.html b/docs/ecp-landing/ko/integrations/orca/index.html
index a6710f0dd..e1e4ff01c 100644
--- a/docs/ecp-landing/ko/integrations/orca/index.html
+++ b/docs/ecp-landing/ko/integrations/orca/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — 연동 방법","description":"Orca에서는 플러그인으로 설치합니다. 이 저장소를 마켓플레이스 소스로 추가한 뒤 목록에서 ECP Code Graph를 설치하세요. 이후 Orca가 만드는 모든 워크트리가 백그라운드에서 인덱싱되고, 패널에서 index, impact, summary를 한 번의 클릭으로 실행할 수 있습니다.","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/integrations/orca/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — 연동 방법","description":"Orca에서는 플러그인으로 설치합니다. 이 저장소를 마켓플레이스 소스로 추가한 뒤 목록에서 ECP Code Graph를 설치하세요. 이후 Orca가 만드는 모든 워크트리가 백그라운드에서 인덱싱되고, 패널에서 index, impact, summary를 한 번의 클릭으로 실행할 수 있습니다.","inLanguage":"ko","url":"https://coseto6125.github.io/egent-code-plexus/ko/integrations/orca/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Orca — 연동 방법","inLanguage":"ko","description":"Orca에서는 플러그인으로 설치합니다. 이 저장소를 마켓플레이스 소스로 추가한 뒤 목록에서 ECP Code Graph를 설치하세요. 이후 Orca가 만드는 모든 워크트리가 백그라운드에서 인덱싱되고, 패널에서 index, impact, summary를 한 번의 클릭으로 실행할 수 있습니다.","step":[{"@type":"HowToStep","position":1,"name":"https://github.com/coseto6125/ecp-orca-plugin.git","text":"https://github.com/coseto6125/ecp-orca-plugin.git"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">설치 확인</h2>
         <ul class="compare-method"><li><code class="mono">ecp summary</code></li></ul>
         <h2 class="section-heading">알아둘 점</h2>
         <p class="hero-answer compare-limits">플러그인은 ecp 바이너리를 설치하지 않으며, 워크트리가 다른 machine에 있어도 플러그인은 Orca 클라이언트 쪽에서 실행됩니다. ecp는 코드가 있는 쪽에 설치하세요.</p>
-        <p class="table-caption">이 페이지의 모든 명령은 ecp 0.16.2 바이너리의 help 출력에서 그대로 가져왔습니다.</p>
+        <p class="table-caption">이 페이지의 모든 명령은 ecp 0.16.3 바이너리의 help 출력에서 그대로 가져왔습니다.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — IDE가 아니라 에이전트를 위해</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ko/llms.txt b/docs/ecp-landing/ko/llms.txt
index ff861b96e..7a8aa2a79 100644
--- a/docs/ecp-landing/ko/llms.txt
+++ b/docs/ecp-landing/ko/llms.txt
@@ -5,7 +5,7 @@
 > does this change break, which routes and database tables does this service
 > reach — over 31 languages in one graph.
 
-Version: 0.16.2
+Version: 0.16.3
 Repository: https://github.com/coseto6125/egent-code-plexus
 License: MIT
 Install: curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh
diff --git a/docs/ecp-landing/llms-full.txt b/docs/ecp-landing/llms-full.txt
index 89afa667a..b3925a160 100644
--- a/docs/ecp-landing/llms-full.txt
+++ b/docs/ecp-landing/llms-full.txt
@@ -5,7 +5,7 @@
 > does this change break, which routes and database tables does this service
 > reach — over 31 languages in one graph.
 
-Version: 0.16.2
+Version: 0.16.3
 Repository: https://github.com/coseto6125/egent-code-plexus
 License: MIT
 Install: curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh
diff --git a/docs/ecp-landing/llms.txt b/docs/ecp-landing/llms.txt
index eb2c67efb..dd0d7f7ac 100644
--- a/docs/ecp-landing/llms.txt
+++ b/docs/ecp-landing/llms.txt
@@ -5,7 +5,7 @@
 > does this change break, which routes and database tables does this service
 > reach — over 31 languages in one graph.
 
-Version: 0.16.2
+Version: 0.16.3
 Repository: https://github.com/coseto6125/egent-code-plexus
 License: MIT
 Install: curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh
diff --git a/docs/ecp-landing/pt-BR/compare/codegraph/index.html b/docs/ecp-landing/pt-BR/compare/codegraph/index.html
index 7b389dca1..22fb83d56 100644
--- a/docs/ecp-landing/pt-BR/compare/codegraph/index.html
+++ b/docs/ecp-landing/pt-BR/compare/codegraph/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs codegraph","description":"Três ferramentas de code-graph, mesmos checkouts, mesma máquina.","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/compare/codegraph/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs codegraph","description":"Três ferramentas de code-graph, mesmos checkouts, mesma máquina.","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/compare/codegraph/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">O que esses números não dizem</h2>
         <p class="hero-answer compare-limits">São uma máquina, um conjunto de versões, dois corpora. Não dizem nada sobre qual ferramenta tem a API que você quer, se a cobertura de linguagens bate com a sua stack, nem como ela se comporta em um repositório com formato diferente desses dois. Uma ferramenta que perde no índice a frio ainda pode ser a escolha certa se responde uma pergunta que as outras não conseguem. <strong>Rode-os de novo no seu próprio repositório antes de decidir</strong> — os comandos estão no README de cada projeto.</p>
-        <p class="table-caption">Números atualizados pela última vez para o ecp 0.16.2. Correções são bem-vindas como issues.</p>
+        <p class="table-caption">Números atualizados pela última vez para o ecp 0.16.3. Correções são bem-vindas como issues.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — criado para agentes, não para IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/pt-BR/compare/gitnexus/index.html b/docs/ecp-landing/pt-BR/compare/gitnexus/index.html
index fdbce37dc..6e1ae4c92 100644
--- a/docs/ecp-landing/pt-BR/compare/gitnexus/index.html
+++ b/docs/ecp-landing/pt-BR/compare/gitnexus/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs gitnexus","description":"Três ferramentas de code-graph, mesmos checkouts, mesma máquina.","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/compare/gitnexus/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs gitnexus","description":"Três ferramentas de code-graph, mesmos checkouts, mesma máquina.","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/compare/gitnexus/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">O que esses números não dizem</h2>
         <p class="hero-answer compare-limits">São uma máquina, um conjunto de versões, dois corpora. Não dizem nada sobre qual ferramenta tem a API que você quer, se a cobertura de linguagens bate com a sua stack, nem como ela se comporta em um repositório com formato diferente desses dois. Uma ferramenta que perde no índice a frio ainda pode ser a escolha certa se responde uma pergunta que as outras não conseguem. <strong>Rode-os de novo no seu próprio repositório antes de decidir</strong> — os comandos estão no README de cada projeto.</p>
-        <p class="table-caption">Números atualizados pela última vez para o ecp 0.16.2. Correções são bem-vindas como issues.</p>
+        <p class="table-caption">Números atualizados pela última vez para o ecp 0.16.3. Correções são bem-vindas como issues.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — criado para agentes, não para IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/pt-BR/compare/index.html b/docs/ecp-landing/pt-BR/compare/index.html
index 25dea55cb..0ce90b095 100644
--- a/docs/ecp-landing/pt-BR/compare/index.html
+++ b/docs/ecp-landing/pt-BR/compare/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus","description":"Três ferramentas de code-graph, mesmos checkouts, mesma máquina.","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/compare/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus","description":"Três ferramentas de code-graph, mesmos checkouts, mesma máquina.","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/compare/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -117,7 +117,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
         </ul>
         <h2 class="section-heading">O que esses números não dizem</h2>
         <p class="hero-answer compare-limits">São uma máquina, um conjunto de versões, dois corpora. Não dizem nada sobre qual ferramenta tem a API que você quer, se a cobertura de linguagens bate com a sua stack, nem como ela se comporta em um repositório com formato diferente desses dois. Uma ferramenta que perde no índice a frio ainda pode ser a escolha certa se responde uma pergunta que as outras não conseguem. <strong>Rode-os de novo no seu próprio repositório antes de decidir</strong> — os comandos estão no README de cada projeto.</p>
-        <p class="table-caption">Números atualizados pela última vez para o ecp 0.16.2. Correções são bem-vindas como issues.</p>
+        <p class="table-caption">Números atualizados pela última vez para o ecp 0.16.3. Correções são bem-vindas como issues.</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — criado para agentes, não para IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/pt-BR/index.html b/docs/ecp-landing/pt-BR/index.html
index ef484e5a6..d64b84deb 100644
--- a/docs/ecp-landing/pt-BR/index.html
+++ b/docs/ecp-landing/pt-BR/index.html
@@ -38,7 +38,7 @@
     <meta name="twitter:title" content="Egent Code Plexus — criado para agentes, não para IDEs">
     <meta name="twitter:description" content="Pergunte quem chama X, o que uma mudança quebra, quais rotas existem. Um grafo sobre 31 linguagens, respondido em milissegundos.">
     <meta name="twitter:image" content="https://coseto6125.github.io/egent-code-plexus/og.png">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"SoftwareApplication","name":"Egent Code Plexus","alternateName":"ecp","applicationCategory":"DeveloperApplication","applicationSubCategory":"Code intelligence graph","operatingSystem":"Linux, macOS, Windows","softwareVersion":"0.16.2","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/","codeRepository":"https://github.com/coseto6125/egent-code-plexus","downloadUrl":"https://github.com/coseto6125/egent-code-plexus/releases/latest","license":"https://opensource.org/licenses/MIT","programmingLanguage":"Rust","description":"Consultas estruturais de código para agentes de IA: quem chama um símbolo, raio de impacto de uma mudança, rotas e contratos entre repositórios. 31 linguagens, respostas em menos de 100 ms, 7.5x menos tokens que o grep e registros BlindSpot em vez de palpites.","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"],"dateModified":"2026-10-22","offers":{"@type":"Offer","price":"0","priceCurrency":"USD"},"featureList":["Callers and callees of any symbol across 31 languages","Blast radius of a diff before the refactor lands","HTTP routes and cross-repo contract extraction","SQL tables reached from code, including raw query strings","BlindSpot records naming what the graph cannot see"]}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"SoftwareApplication","name":"Egent Code Plexus","alternateName":"ecp","applicationCategory":"DeveloperApplication","applicationSubCategory":"Code intelligence graph","operatingSystem":"Linux, macOS, Windows","softwareVersion":"0.16.3","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/","codeRepository":"https://github.com/coseto6125/egent-code-plexus","downloadUrl":"https://github.com/coseto6125/egent-code-plexus/releases/latest","license":"https://opensource.org/licenses/MIT","programmingLanguage":"Rust","description":"Consultas estruturais de código para agentes de IA: quem chama um símbolo, raio de impacto de uma mudança, rotas e contratos entre repositórios. 31 linguagens, respostas em menos de 100 ms, 7.5x menos tokens que o grep e registros BlindSpot em vez de palpites.","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"],"dateModified":"2026-10-23","offers":{"@type":"Offer","price":"0","priceCurrency":"USD"},"featureList":["Callers and callees of any symbol across 31 languages","Blast radius of a diff before the refactor lands","HTTP routes and cross-repo contract extraction","SQL tables reached from code, including raw query strings","BlindSpot records naming what the graph cannot see"]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"FAQPage","inLanguage":"en","mainEntity":[{"@type":"Question","name":"Why is 'Honest Ignorance' more important than 'Vague Guessing'?","acceptedAnswer":{"@type":"Answer","text":"During agent communication, LLMs easily fall into a closed-world assumption. To an LLM, anything unknown might be treated as non-existent. Therefore, making the LLM aware that it 'does not know' is crucial to prevent hallucinations.Knowing what is 'unknown' allows the LLM to dig deeper and find actual answers, rather than having the tool mask the unknown, causing the LLM to believe the unknown information simply doesn't exist.Thus, the value of BlindSpot is not to complete the graph, but to honestly reveal the graph's boundaries. Without marking BlindSpots, human engineers might suspect a hidden trap; but an Agent might directly interpret 'no edge' as 'no dependency'. This is extremely dangerous for large systems."}},{"@type":"Question","name":"Does `ecp peers` mean multi-Agent parallel development is the future?","acceptedAnswer":{"@type":"Answer","text":"In fact, all advanced Agentic Developers or Departments have already started adopting this mechanism gradually, though mostly implemented at the workflow level. Building workflows is often complex and massive, but through a simple peer design, code agents can instantly share their current development info with each other, avoiding duplicate work or introducing conflicts between their parallel efforts.Today we have the sub-agent development model, but this mechanism is merely an extension of a single session. Sub-agents just complete tasks handed down by the main agent.Through ecp peers, what I hope to achieve is a massive group of main agents completing grander plans by mutually exchanging information, rather than just communicating through document records. Such a design can advance everyone's progress in real-time and accomplish larger-scale design planning."}},{"@type":"Question","name":"Why a stateless architecture with mmap + rkyv?","acceptedAnswer":{"@type":"Answer","text":"The stateless concept of mmap and rkyv depends on performance and stability.Once a server boots up, it can hold state, but to maintain that state, we need more complex processes and code to ensure the stability of all states. Every interaction with the server is a cost; necessary caching also costs memory. Numerous constraints result in poor performance.Through mmap, all agents share the underlying common resource. They do not need to own state; instead, they work via near-instant queries against static data. In practice, building a graph of 16k files and 300k nodes takes only 2 to 3 seconds, producing a graph.bin that is less than 70 MB. Because of the shared mmap design, various CLI queries generally return within 100 ms.This model is vital for Agents because Agent systems inherently feature high concurrency, short lifespans, frequent restarts, and cross-session operations. Statelessness isn't just for speed; it's to minimize failure modes."}},{"@type":"Question","name":"Is ECP moving from code parsing to architecture understanding?","acceptedAnswer":{"@type":"Answer","text":"Yes. The greater challenge for AI Agents in software development is shifting from 'can it write a function correctly' to 'can it avoid breaking existing architectural constraints in a large system'.The correctness of a single function can be solved by types, tests, linting, and local context; but real system risks often hide in constraints that cross files, services, languages, and time.LLMs can deduce things themselves via basic graph queries, but that isn't a stable solution. The problem isn't that LLMs can't reason, but that making them rediscover architectural patterns from low-level nodes and edges every time is costly, yields inconsistent results, and easily misses 'negative space'. Therefore, ECP has built-in pattern detection like Saga and EventTopic, elevating high-risk, common, structurable architectural knowledge into first-class signals ahead of time. More accurately, it acts as an Agent's architecture radar: laying out high-confidence constraints and implicit couplings clearly before code is modified."}},{"@type":"Question","name":"What is the relationship between ECP and GitNexus?","acceptedAnswer":{"@type":"Answer","text":"GitNexus is not my project; it's the origin of my project. I encountered issues while using GitNexus: performance, multiple daemon servers, and several architectural bottlenecks, so I independently developed the Rust architecture.The first breaking point was when resident state began to restrict Agent workflows. When multiple Agents, worktrees, repos, and branches query simultaneously, the daemon model easily becomes a hidden coordination problem. The second breaking point was a shift in expected query frequency. I wanted something closer to an Agent's L1 / L2 cache: querying in milliseconds before every file edit, rename, review, or impact analysis. At this frequency, the costs of a Node.js daemon became glaring.Thus, the core thesis of the Rust stateless architecture is: bake the graph into a fixed-format graph.bin so that every CLI / MCP query directly mmaps it, requiring no warm-up, no daemon state, and no trust in a long-lived process."}},{"@type":"Question","name":"What's the story behind `ecp dev pr-analyze` and Merge Queues?","acceptedAnswer":{"@type":"Answer","text":"Initially, I didn't want to reinvent the merge queue. I just wanted to feed ecp impact signals into existing queues, so I created ecp dev pr-analyze to automatically label workflows with area, risk, and cross-pr-conflict.But after dogfooding, I found that the real value wasn't the queue itself, but 'using the graph to judge if PRs can safely run in parallel'. Even if two PRs touch different files, if one modifies a symbol within the other's blast radius, it's considered a semantic conflict. Conversely, if two PRs are in unrelated areas and their impact sets don't intersect, they can be labeled as low-risk, no cross-PR conflict, and handed to the workflow for more aggressive merging.What this feature truly saves isn't single CI execution time, but reducing the cycle of PRs drifting from each other, leading to endless rebases and CI reruns. ECP's vision here is: elevating the merge queue from 'time-based queuing' to 'risk-based scheduling'."}},{"@type":"Question","name":"What is the real bottleneck in Agent development?","acceptedAnswer":{"@type":"Answer","text":"The rhythm traditional human teams use to manage changes isn't necessarily wrong, but the overall process system should be more automated to avoid hindering development.Agent coding speed is very fast now, but the obstacle is actually human fear and worry. Fear of code conflicting, fear of the LLM breaking B while changing A, fear of various code errors—these fears have become the biggest problem hindering development.As projects developed by everyone, every team, and every company grow exponentially in the future, similar tools will become more critical, and performance will be a fatal key. How to let the LLM understand the current architecture faster, rather than relying on long-term memory context processing, becomes relatively important. We should let the LLM understand the architecture through the source code itself, not through text records of the architecture, because only the source code is the only truth."}},{"@type":"Question","name":"What will documentation become in the AI Agent era?","acceptedAnswer":{"@type":"Answer","text":"In the AI Agent era, 'flowcharts' will actually become the most important form of documentation, because what humans need to manage are processes and architectural design. Through charts, we can quickly see each design, but how the code is generated, how tools verify it, and how Agents consume it will gradually become less important.However, underlying core designs should still be recorded—for example, how to utilize cache, whether there should be a warm-up, what the client timeout should be, etc. These design documents are still important, just abstracted to a broader scope. Accurately speaking, all documentation will move towards higher-dimensional design.Just as we no longer delve into how machine code is compiled or run when writing programs today. Egent Code Plexus itself is merely a transitional product adapting to current trends."}},{"@type":"Question","name":"What are ECP's product boundaries?","acceptedAnswer":{"@type":"Answer","text":"ECP should focus on being a blazing fast, trustworthy, source-code-grounded structure awareness layer.This project will not, and does not need to, become another Codex, Claude Code, or OpenClaw. Rather, it is a tool feature that these code agent workflow frameworks can opt to use when they need to understand code. It is simply a grep / read tool exclusively for LLMs.Traditional tools answer 'Where is this string?' and 'What are the contents of this file?', whereas ECP answers: 'What is this symbol?', 'Who calls it?', 'What upstream/downstream does it affect?', and 'What is the structural risk of this diff?'. ECP's core is not making decisions for the Agent, but providing the structural facts the Agent must know before making a decision."}},{"@type":"Question","name":"What is the trade-off between CLI, MCP, and tool interfaces?","acceptedAnswer":{"@type":"Answer","text":"The most important product interface is the CLI.MCP involves more maintenance trouble, but because not every code agent framework can natively call the CLI, a dual architecture was adopted, offering MCP to guide the use of CLI calls. However, a better approach would be to embed the tool directly as a CLI tool, just like read. This is a massive help for improving performance and reducing tokens.The advantages of the CLI are that it is simple, low maintenance, easy to test, easy to drop into CI, and has no server lifecycle, tool registration, schema compatibility, or session state issues. MCP's value is as a compatibility layer, not the core abstraction."}},{"@type":"Question","name":"Should Skills be constraints or guides?","acceptedAnswer":{"@type":"Answer","text":"Before these designs are learned by LLMs, skills are needed to regulate and guide them. Just like before humanity learned to use fire, they didn't know its uses. But as this knowledge becomes widely applied, most people won't need to take courses on how to use fire.Currently, we still need skills to regulate and guide, unless one day LLMs have this related knowledge built-in. But I hope skills are not used to restrict how LLMs use tools, but rather as a guide. Tools should describe their functions, while how to use them is guided by the skill, which can also be adjusted according to personal needs. The ultimate hope, of course, is that LLMs understand autonomously and apply them more broadly."}},{"@type":"Question","name":"What is the absolute first principle of the ECP Skill?","acceptedAnswer":{"@type":"Answer","text":"'All actions should start from verifiable structural facts, not from context hallucinations.'Any preceding text can become a hallucination; only immediately confirmed situations are verifiable. This is exactly why the peer feature was designed: to achieve semi-real-time interaction via hooks/peers to avoid development conflicts from arising."}}]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"WebSite","name":"Egent Code Plexus","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/","inLanguage":"pt-BR","description":"Consultas estruturais de código para agentes de IA: quem chama um símbolo, raio de impacto de uma mudança, rotas e contratos entre repositórios. 31 linguagens, respostas em menos de 100 ms, 7.5x menos tokens que o grep e registros BlindSpot em vez de palpites.","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Install Egent Code Plexus and index a repository","inLanguage":"pt-BR","step":[{"@type":"HowToStep","name":"Install the binary","text":"curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh"},{"@type":"HowToStep","name":"Index a repository","text":"ecp admin index --repo ."},{"@type":"HowToStep","name":"Ask a structural question","text":"ecp impact --target \u003csymbol> --direction upstream"}]}</script>
@@ -72,7 +72,7 @@
         <div class="container hero-content">
             <h1 class="hero-title">
                 Egent Code Plexus
-                <span class="hero-version">v0.16.2</span>
+                <span class="hero-version">v0.16.3</span>
             </h1>
             <p class="hero-tagline mono" data-i18n="hero.tagline">Criado para agentes, não para IDEs.</p>
             <p class="hero-subtitle" data-i18n="hero.subtitle">Percepção da estrutura do código e radar de arquitetura, projetados para agentes de IA.</p>
diff --git a/docs/ecp-landing/pt-BR/integrations/claude-code/index.html b/docs/ecp-landing/pt-BR/integrations/claude-code/index.html
index b8782ec35..10b56917a 100644
--- a/docs/ecp-landing/pt-BR/integrations/claude-code/index.html
+++ b/docs/ecp-landing/pt-BR/integrations/claude-code/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — Integrações","description":"O Claude Code lê o ecp por três canais independentes: hooks no settings.json que reindexam conforme o repositório avança, pacotes de skill que dizem ao modelo quando uma consulta ao grafo supera um grep, e um servidor MCP registrado via claude mcp add-json. Instale o que quiser; nada aqui depende do","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/integrations/claude-code/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — Integrações","description":"O Claude Code lê o ecp por três canais independentes: hooks no settings.json que reindexam conforme o repositório avança, pacotes de skill que dizem ao modelo quando uma consulta ao grafo supera um grep, e um servidor MCP registrado via claude mcp add-json. Instale o que quiser; nada aqui depende do","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/integrations/claude-code/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Claude Code — Integrações","inLanguage":"pt-BR","description":"O Claude Code lê o ecp por três canais independentes: hooks no settings.json que reindexam conforme o repositório avança, pacotes de skill que dizem ao modelo quando uma consulta ao grafo supera um grep, e um servidor MCP registrado via claude mcp add-json. Instale o que quiser; nada aqui depende do","step":[{"@type":"HowToStep","position":1,"name":"ecp admin claude install hooks","text":"ecp admin claude install hooks"},{"@type":"HowToStep","position":2,"name":"ecp admin claude install skills","text":"ecp admin claude install skills"},{"@type":"HowToStep","position":3,"name":"ecp admin claude install mcp-server","text":"ecp admin claude install mcp-server"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Confira se aplicou</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin claude status</code></li></ul>
         <h2 class="section-heading">Vale saber</h2>
         <p class="hero-answer compare-limits">A skill pesa mais que as ferramentas. Um modelo que pode chamar o ecp mas não tem regra de quando chamá-lo ainda recorre ao grep primeiro. Uma instalação parcial é normal, e <code class="mono">ecp admin claude status</code> mostra quais componentes estão de fato instalados.</p>
-        <p class="table-caption">Todos os comandos desta página vêm da saída de help do próprio binário distribuído, no ecp 0.16.2.</p>
+        <p class="table-caption">Todos os comandos desta página vêm da saída de help do próprio binário distribuído, no ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — criado para agentes, não para IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/pt-BR/integrations/codex/index.html b/docs/ecp-landing/pt-BR/integrations/codex/index.html
index 50a929d3b..df9f5f600 100644
--- a/docs/ecp-landing/pt-BR/integrations/codex/index.html
+++ b/docs/ecp-landing/pt-BR/integrations/codex/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — Integrações","description":"O Codex CLI aceita as skills que o ensinam quando uma consulta estrutural é a jogada certa, e alcança as consultas em si via MCP através de ~/.codex/config.toml ou por um scaffold de ferramentas nativas.","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/integrations/codex/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — Integrações","description":"O Codex CLI aceita as skills que o ensinam quando uma consulta estrutural é a jogada certa, e alcança as consultas em si via MCP através de ~/.codex/config.toml ou por um scaffold de ferramentas nativas.","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/integrations/codex/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Codex CLI — Integrações","inLanguage":"pt-BR","description":"O Codex CLI aceita as skills que o ensinam quando uma consulta estrutural é a jogada certa, e alcança as consultas em si via MCP através de ~/.codex/config.toml ou por um scaffold de ferramentas nativas.","step":[{"@type":"HowToStep","position":1,"name":"ecp admin codex install skills","text":"ecp admin codex install skills"},{"@type":"HowToStep","position":2,"name":"ecp admin codex install native-tools","text":"ecp admin codex install native-tools"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Confira se aplicou</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin codex status</code></li></ul>
         <h2 class="section-heading">Vale saber</h2>
         <p class="hero-answer compare-limits"><code class="mono">native-tools</code> gera um scaffold para um fork do openai/codex, não um patch para o binário lançado. A menos que você compile o Codex por conta própria, a rota que funciona é a MCP.</p>
-        <p class="table-caption">Todos os comandos desta página vêm da saída de help do próprio binário distribuído, no ecp 0.16.2.</p>
+        <p class="table-caption">Todos os comandos desta página vêm da saída de help do próprio binário distribuído, no ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — criado para agentes, não para IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/pt-BR/integrations/gemini-cli/index.html b/docs/ecp-landing/pt-BR/integrations/gemini-cli/index.html
index f09158df1..7c7c9631f 100644
--- a/docs/ecp-landing/pt-BR/integrations/gemini-cli/index.html
+++ b/docs/ecp-landing/pt-BR/integrations/gemini-cli/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — Integrações","description":"O Gemini CLI aceita duas peças: uma skill nativa e um registro MCP stdio adicionado pelo comando gemini mcp add.","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/integrations/gemini-cli/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — Integrações","description":"O Gemini CLI aceita duas peças: uma skill nativa e um registro MCP stdio adicionado pelo comando gemini mcp add.","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/integrations/gemini-cli/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Gemini CLI — Integrações","inLanguage":"pt-BR","description":"O Gemini CLI aceita duas peças: uma skill nativa e um registro MCP stdio adicionado pelo comando gemini mcp add.","step":[{"@type":"HowToStep","position":1,"name":"ecp admin gemini install native-skill","text":"ecp admin gemini install native-skill"},{"@type":"HowToStep","position":2,"name":"ecp admin gemini install mcp-server","text":"ecp admin gemini install mcp-server"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Confira se aplicou</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin gemini status</code></li></ul>
         <h2 class="section-heading">Vale saber</h2>
         <p class="hero-answer compare-limits">As duas se instalam separadamente e uma não implica a outra. <code class="mono">ecp admin gemini status</code> reporta cada uma em sua própria linha.</p>
-        <p class="table-caption">Todos os comandos desta página vêm da saída de help do próprio binário distribuído, no ecp 0.16.2.</p>
+        <p class="table-caption">Todos os comandos desta página vêm da saída de help do próprio binário distribuído, no ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — criado para agentes, não para IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/pt-BR/integrations/index.html b/docs/ecp-landing/pt-BR/integrations/index.html
index b11d99d1a..844591c62 100644
--- a/docs/ecp-landing/pt-BR/integrations/index.html
+++ b/docs/ecp-landing/pt-BR/integrations/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Integrações — Egent Code Plexus — criado para agentes, não para IDEs","description":"Um agente chega ao ecp por um de quatro canais: hooks de settings que mantêm o índice atualizado, uma skill que diz quando uma consulta estrutural supera uma busca textual, um servidor MCP que expõe as consultas como ferramentas, ou um plugin de host. A maioria dos hosts aceita mais de um, e cada um","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/integrations/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Integrações — Egent Code Plexus — criado para agentes, não para IDEs","description":"Um agente chega ao ecp por um de quatro canais: hooks de settings que mantêm o índice atualizado, uma skill que diz quando uma consulta estrutural supera uma busca textual, um servidor MCP que expõe as consultas como ferramentas, ou um plugin de host. A maioria dos hosts aceita mais de um, e cada um","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/integrations/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -77,7 +77,7 @@ <h2 class="section-heading">O que cada host aceita</h2>
             </div>
         <h2 class="section-heading">Por host</h2>
         <ul class="compare-method"><li><a href="claude-code/">Claude Code</a></li><li><a href="codex/">Codex CLI</a></li><li><a href="gemini-cli/">Gemini CLI</a></li><li><a href="mcp/">Any MCP host</a></li><li><a href="orca/">Orca</a></li></ul>
-        <p class="table-caption">Todos os comandos desta página vêm da saída de help do próprio binário distribuído, no ecp 0.16.2.</p>
+        <p class="table-caption">Todos os comandos desta página vêm da saída de help do próprio binário distribuído, no ecp 0.16.3.</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — criado para agentes, não para IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/pt-BR/integrations/mcp/index.html b/docs/ecp-landing/pt-BR/integrations/mcp/index.html
index bbba4e6d0..2b7ee3959 100644
--- a/docs/ecp-landing/pt-BR/integrations/mcp/index.html
+++ b/docs/ecp-landing/pt-BR/integrations/mcp/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — Integrações","description":"ecp admin mcp serve é um servidor MCP JSON-RPC via stdio que expõe 20 ferramentas, então qualquer host que fala MCP pode consultar o grafo. Aponte o host para o binário e funciona sem nenhum registro do lado do ecp.","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/integrations/mcp/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — Integrações","description":"ecp admin mcp serve é um servidor MCP JSON-RPC via stdio que expõe 20 ferramentas, então qualquer host que fala MCP pode consultar o grafo. Aponte o host para o binário e funciona sem nenhum registro do lado do ecp.","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/integrations/mcp/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -71,7 +71,7 @@ <h2 class="section-heading">Confira se aplicou</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin mcp tools</code></li></ul>
         <h2 class="section-heading">Vale saber</h2>
         <p class="hero-answer compare-limits">Os instaladores automáticos para Cursor, Windsurf, Cline / Roo Code e Copilot ainda não foram escritos — eles imprimem um placeholder em vez de editar uma configuração. Esses hosts recebem o JSON acima à mão, e é por isso que ele aparece impresso aqui em vez de escondido atrás de um comando.</p>
-        <p class="table-caption">Todos os comandos desta página vêm da saída de help do próprio binário distribuído, no ecp 0.16.2.</p>
+        <p class="table-caption">Todos os comandos desta página vêm da saída de help do próprio binário distribuído, no ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — criado para agentes, não para IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/pt-BR/integrations/orca/index.html b/docs/ecp-landing/pt-BR/integrations/orca/index.html
index ca02ef03d..6cddc5e9c 100644
--- a/docs/ecp-landing/pt-BR/integrations/orca/index.html
+++ b/docs/ecp-landing/pt-BR/integrations/orca/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — Integrações","description":"O Orca instala o ecp como plugin: adicione o repositório como fonte de marketplace e instale ECP Code Graph a partir da listagem. Toda worktree criada pelo Orca é indexada em segundo plano, e um painel deixa index, impact e summary a um clique.","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/integrations/orca/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — Integrações","description":"O Orca instala o ecp como plugin: adicione o repositório como fonte de marketplace e instale ECP Code Graph a partir da listagem. Toda worktree criada pelo Orca é indexada em segundo plano, e um painel deixa index, impact e summary a um clique.","inLanguage":"pt-BR","url":"https://coseto6125.github.io/egent-code-plexus/pt-BR/integrations/orca/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Orca — Integrações","inLanguage":"pt-BR","description":"O Orca instala o ecp como plugin: adicione o repositório como fonte de marketplace e instale ECP Code Graph a partir da listagem. Toda worktree criada pelo Orca é indexada em segundo plano, e um painel deixa index, impact e summary a um clique.","step":[{"@type":"HowToStep","position":1,"name":"https://github.com/coseto6125/ecp-orca-plugin.git","text":"https://github.com/coseto6125/ecp-orca-plugin.git"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Confira se aplicou</h2>
         <ul class="compare-method"><li><code class="mono">ecp summary</code></li></ul>
         <h2 class="section-heading">Vale saber</h2>
         <p class="hero-answer compare-limits">O plugin não instala o binário do ecp, e ele roda na máquina cliente do Orca mesmo quando a worktree vive em outra. Instale o ecp onde o código está.</p>
-        <p class="table-caption">Todos os comandos desta página vêm da saída de help do próprio binário distribuído, no ecp 0.16.2.</p>
+        <p class="table-caption">Todos os comandos desta página vêm da saída de help do próprio binário distribuído, no ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — criado para agentes, não para IDEs</a></p>
     </main>
 
diff --git a/docs/ecp-landing/pt-BR/llms.txt b/docs/ecp-landing/pt-BR/llms.txt
index eb2c67efb..dd0d7f7ac 100644
--- a/docs/ecp-landing/pt-BR/llms.txt
+++ b/docs/ecp-landing/pt-BR/llms.txt
@@ -5,7 +5,7 @@
 > does this change break, which routes and database tables does this service
 > reach — over 31 languages in one graph.
 
-Version: 0.16.2
+Version: 0.16.3
 Repository: https://github.com/coseto6125/egent-code-plexus
 License: MIT
 Install: curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh
diff --git a/docs/ecp-landing/ru/compare/codegraph/index.html b/docs/ecp-landing/ru/compare/codegraph/index.html
index 6c8c1e3fa..95360284a 100644
--- a/docs/ecp-landing/ru/compare/codegraph/index.html
+++ b/docs/ecp-landing/ru/compare/codegraph/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs codegraph","description":"Три инструмента code-graph, одинаковые checkout-ы, одна машина.","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/compare/codegraph/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs codegraph","description":"Три инструмента code-graph, одинаковые checkout-ы, одна машина.","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/compare/codegraph/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">Чего эти цифры не говорят</h2>
         <p class="hero-answer compare-limits">Это одна машина, один набор версий, два корпуса. Они ничего не говорят о том, у какого инструмента нужный вам API, покрывает ли он языки вашего стека и как он поведёт себя на репозитории, не похожем на эти два. Инструмент, проигравший в холодной индексации, всё равно может оказаться правильным выбором, если отвечает на вопрос, на который другие не могут. <strong>Прежде чем решать, прогоните измерения на своём репозитории</strong> — команды есть в README каждого проекта.</p>
-        <p class="table-caption">Цифры обновлены для ecp 0.16.2. Поправки принимаются через issues.</p>
+        <p class="table-caption">Цифры обновлены для ecp 0.16.3. Поправки принимаются через issues.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — создан для агентов, а не для IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ru/compare/gitnexus/index.html b/docs/ecp-landing/ru/compare/gitnexus/index.html
index 0bfced808..42ca65d1a 100644
--- a/docs/ecp-landing/ru/compare/gitnexus/index.html
+++ b/docs/ecp-landing/ru/compare/gitnexus/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs gitnexus","description":"Три инструмента code-graph, одинаковые checkout-ы, одна машина.","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/compare/gitnexus/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus · ecp vs gitnexus","description":"Три инструмента code-graph, одинаковые checkout-ы, одна машина.","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/compare/gitnexus/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">Чего эти цифры не говорят</h2>
         <p class="hero-answer compare-limits">Это одна машина, один набор версий, два корпуса. Они ничего не говорят о том, у какого инструмента нужный вам API, покрывает ли он языки вашего стека и как он поведёт себя на репозитории, не похожем на эти два. Инструмент, проигравший в холодной индексации, всё равно может оказаться правильным выбором, если отвечает на вопрос, на который другие не могут. <strong>Прежде чем решать, прогоните измерения на своём репозитории</strong> — команды есть в README каждого проекта.</p>
-        <p class="table-caption">Цифры обновлены для ecp 0.16.2. Поправки принимаются через issues.</p>
+        <p class="table-caption">Цифры обновлены для ecp 0.16.3. Поправки принимаются через issues.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — создан для агентов, а не для IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ru/compare/index.html b/docs/ecp-landing/ru/compare/index.html
index e2aff0e08..8b68ebc37 100644
--- a/docs/ecp-landing/ru/compare/index.html
+++ b/docs/ecp-landing/ru/compare/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus","description":"Три инструмента code-graph, одинаковые checkout-ы, одна машина.","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/compare/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp vs codegraph vs GitNexus","description":"Три инструмента code-graph, одинаковые checkout-ы, одна машина.","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/compare/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -117,7 +117,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
         </ul>
         <h2 class="section-heading">Чего эти цифры не говорят</h2>
         <p class="hero-answer compare-limits">Это одна машина, один набор версий, два корпуса. Они ничего не говорят о том, у какого инструмента нужный вам API, покрывает ли он языки вашего стека и как он поведёт себя на репозитории, не похожем на эти два. Инструмент, проигравший в холодной индексации, всё равно может оказаться правильным выбором, если отвечает на вопрос, на который другие не могут. <strong>Прежде чем решать, прогоните измерения на своём репозитории</strong> — команды есть в README каждого проекта.</p>
-        <p class="table-caption">Цифры обновлены для ecp 0.16.2. Поправки принимаются через issues.</p>
+        <p class="table-caption">Цифры обновлены для ecp 0.16.3. Поправки принимаются через issues.</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — создан для агентов, а не для IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ru/index.html b/docs/ecp-landing/ru/index.html
index c43b9559b..fbdf01550 100644
--- a/docs/ecp-landing/ru/index.html
+++ b/docs/ecp-landing/ru/index.html
@@ -38,7 +38,7 @@
     <meta name="twitter:title" content="Egent Code Plexus — создан для агентов, а не для IDE">
     <meta name="twitter:description" content="Спросите, кто вызывает X, что сломает изменение, какие есть маршруты. Один граф на 31 язык, ответы за миллисекунды.">
     <meta name="twitter:image" content="https://coseto6125.github.io/egent-code-plexus/og.png">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"SoftwareApplication","name":"Egent Code Plexus","alternateName":"ecp","applicationCategory":"DeveloperApplication","applicationSubCategory":"Code intelligence graph","operatingSystem":"Linux, macOS, Windows","softwareVersion":"0.16.2","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/","codeRepository":"https://github.com/coseto6125/egent-code-plexus","downloadUrl":"https://github.com/coseto6125/egent-code-plexus/releases/latest","license":"https://opensource.org/licenses/MIT","programmingLanguage":"Rust","description":"Структурные запросы к коду для ИИ-агентов: кто вызывает символ, радиус взрыва изменения, маршруты и контракты между репозиториями. 31 язык, ответы быстрее 100 ms, в 7.5 раза меньше токенов, чем grep, и записи BlindSpot вместо догадок.","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"],"dateModified":"2026-10-22","offers":{"@type":"Offer","price":"0","priceCurrency":"USD"},"featureList":["Callers and callees of any symbol across 31 languages","Blast radius of a diff before the refactor lands","HTTP routes and cross-repo contract extraction","SQL tables reached from code, including raw query strings","BlindSpot records naming what the graph cannot see"]}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"SoftwareApplication","name":"Egent Code Plexus","alternateName":"ecp","applicationCategory":"DeveloperApplication","applicationSubCategory":"Code intelligence graph","operatingSystem":"Linux, macOS, Windows","softwareVersion":"0.16.3","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/","codeRepository":"https://github.com/coseto6125/egent-code-plexus","downloadUrl":"https://github.com/coseto6125/egent-code-plexus/releases/latest","license":"https://opensource.org/licenses/MIT","programmingLanguage":"Rust","description":"Структурные запросы к коду для ИИ-агентов: кто вызывает символ, радиус взрыва изменения, маршруты и контракты между репозиториями. 31 язык, ответы быстрее 100 ms, в 7.5 раза меньше токенов, чем grep, и записи BlindSpot вместо догадок.","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"],"dateModified":"2026-10-23","offers":{"@type":"Offer","price":"0","priceCurrency":"USD"},"featureList":["Callers and callees of any symbol across 31 languages","Blast radius of a diff before the refactor lands","HTTP routes and cross-repo contract extraction","SQL tables reached from code, including raw query strings","BlindSpot records naming what the graph cannot see"]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"FAQPage","inLanguage":"en","mainEntity":[{"@type":"Question","name":"Why is 'Honest Ignorance' more important than 'Vague Guessing'?","acceptedAnswer":{"@type":"Answer","text":"During agent communication, LLMs easily fall into a closed-world assumption. To an LLM, anything unknown might be treated as non-existent. Therefore, making the LLM aware that it 'does not know' is crucial to prevent hallucinations.Knowing what is 'unknown' allows the LLM to dig deeper and find actual answers, rather than having the tool mask the unknown, causing the LLM to believe the unknown information simply doesn't exist.Thus, the value of BlindSpot is not to complete the graph, but to honestly reveal the graph's boundaries. Without marking BlindSpots, human engineers might suspect a hidden trap; but an Agent might directly interpret 'no edge' as 'no dependency'. This is extremely dangerous for large systems."}},{"@type":"Question","name":"Does `ecp peers` mean multi-Agent parallel development is the future?","acceptedAnswer":{"@type":"Answer","text":"In fact, all advanced Agentic Developers or Departments have already started adopting this mechanism gradually, though mostly implemented at the workflow level. Building workflows is often complex and massive, but through a simple peer design, code agents can instantly share their current development info with each other, avoiding duplicate work or introducing conflicts between their parallel efforts.Today we have the sub-agent development model, but this mechanism is merely an extension of a single session. Sub-agents just complete tasks handed down by the main agent.Through ecp peers, what I hope to achieve is a massive group of main agents completing grander plans by mutually exchanging information, rather than just communicating through document records. Such a design can advance everyone's progress in real-time and accomplish larger-scale design planning."}},{"@type":"Question","name":"Why a stateless architecture with mmap + rkyv?","acceptedAnswer":{"@type":"Answer","text":"The stateless concept of mmap and rkyv depends on performance and stability.Once a server boots up, it can hold state, but to maintain that state, we need more complex processes and code to ensure the stability of all states. Every interaction with the server is a cost; necessary caching also costs memory. Numerous constraints result in poor performance.Through mmap, all agents share the underlying common resource. They do not need to own state; instead, they work via near-instant queries against static data. In practice, building a graph of 16k files and 300k nodes takes only 2 to 3 seconds, producing a graph.bin that is less than 70 MB. Because of the shared mmap design, various CLI queries generally return within 100 ms.This model is vital for Agents because Agent systems inherently feature high concurrency, short lifespans, frequent restarts, and cross-session operations. Statelessness isn't just for speed; it's to minimize failure modes."}},{"@type":"Question","name":"Is ECP moving from code parsing to architecture understanding?","acceptedAnswer":{"@type":"Answer","text":"Yes. The greater challenge for AI Agents in software development is shifting from 'can it write a function correctly' to 'can it avoid breaking existing architectural constraints in a large system'.The correctness of a single function can be solved by types, tests, linting, and local context; but real system risks often hide in constraints that cross files, services, languages, and time.LLMs can deduce things themselves via basic graph queries, but that isn't a stable solution. The problem isn't that LLMs can't reason, but that making them rediscover architectural patterns from low-level nodes and edges every time is costly, yields inconsistent results, and easily misses 'negative space'. Therefore, ECP has built-in pattern detection like Saga and EventTopic, elevating high-risk, common, structurable architectural knowledge into first-class signals ahead of time. More accurately, it acts as an Agent's architecture radar: laying out high-confidence constraints and implicit couplings clearly before code is modified."}},{"@type":"Question","name":"What is the relationship between ECP and GitNexus?","acceptedAnswer":{"@type":"Answer","text":"GitNexus is not my project; it's the origin of my project. I encountered issues while using GitNexus: performance, multiple daemon servers, and several architectural bottlenecks, so I independently developed the Rust architecture.The first breaking point was when resident state began to restrict Agent workflows. When multiple Agents, worktrees, repos, and branches query simultaneously, the daemon model easily becomes a hidden coordination problem. The second breaking point was a shift in expected query frequency. I wanted something closer to an Agent's L1 / L2 cache: querying in milliseconds before every file edit, rename, review, or impact analysis. At this frequency, the costs of a Node.js daemon became glaring.Thus, the core thesis of the Rust stateless architecture is: bake the graph into a fixed-format graph.bin so that every CLI / MCP query directly mmaps it, requiring no warm-up, no daemon state, and no trust in a long-lived process."}},{"@type":"Question","name":"What's the story behind `ecp dev pr-analyze` and Merge Queues?","acceptedAnswer":{"@type":"Answer","text":"Initially, I didn't want to reinvent the merge queue. I just wanted to feed ecp impact signals into existing queues, so I created ecp dev pr-analyze to automatically label workflows with area, risk, and cross-pr-conflict.But after dogfooding, I found that the real value wasn't the queue itself, but 'using the graph to judge if PRs can safely run in parallel'. Even if two PRs touch different files, if one modifies a symbol within the other's blast radius, it's considered a semantic conflict. Conversely, if two PRs are in unrelated areas and their impact sets don't intersect, they can be labeled as low-risk, no cross-PR conflict, and handed to the workflow for more aggressive merging.What this feature truly saves isn't single CI execution time, but reducing the cycle of PRs drifting from each other, leading to endless rebases and CI reruns. ECP's vision here is: elevating the merge queue from 'time-based queuing' to 'risk-based scheduling'."}},{"@type":"Question","name":"What is the real bottleneck in Agent development?","acceptedAnswer":{"@type":"Answer","text":"The rhythm traditional human teams use to manage changes isn't necessarily wrong, but the overall process system should be more automated to avoid hindering development.Agent coding speed is very fast now, but the obstacle is actually human fear and worry. Fear of code conflicting, fear of the LLM breaking B while changing A, fear of various code errors—these fears have become the biggest problem hindering development.As projects developed by everyone, every team, and every company grow exponentially in the future, similar tools will become more critical, and performance will be a fatal key. How to let the LLM understand the current architecture faster, rather than relying on long-term memory context processing, becomes relatively important. We should let the LLM understand the architecture through the source code itself, not through text records of the architecture, because only the source code is the only truth."}},{"@type":"Question","name":"What will documentation become in the AI Agent era?","acceptedAnswer":{"@type":"Answer","text":"In the AI Agent era, 'flowcharts' will actually become the most important form of documentation, because what humans need to manage are processes and architectural design. Through charts, we can quickly see each design, but how the code is generated, how tools verify it, and how Agents consume it will gradually become less important.However, underlying core designs should still be recorded—for example, how to utilize cache, whether there should be a warm-up, what the client timeout should be, etc. These design documents are still important, just abstracted to a broader scope. Accurately speaking, all documentation will move towards higher-dimensional design.Just as we no longer delve into how machine code is compiled or run when writing programs today. Egent Code Plexus itself is merely a transitional product adapting to current trends."}},{"@type":"Question","name":"What are ECP's product boundaries?","acceptedAnswer":{"@type":"Answer","text":"ECP should focus on being a blazing fast, trustworthy, source-code-grounded structure awareness layer.This project will not, and does not need to, become another Codex, Claude Code, or OpenClaw. Rather, it is a tool feature that these code agent workflow frameworks can opt to use when they need to understand code. It is simply a grep / read tool exclusively for LLMs.Traditional tools answer 'Where is this string?' and 'What are the contents of this file?', whereas ECP answers: 'What is this symbol?', 'Who calls it?', 'What upstream/downstream does it affect?', and 'What is the structural risk of this diff?'. ECP's core is not making decisions for the Agent, but providing the structural facts the Agent must know before making a decision."}},{"@type":"Question","name":"What is the trade-off between CLI, MCP, and tool interfaces?","acceptedAnswer":{"@type":"Answer","text":"The most important product interface is the CLI.MCP involves more maintenance trouble, but because not every code agent framework can natively call the CLI, a dual architecture was adopted, offering MCP to guide the use of CLI calls. However, a better approach would be to embed the tool directly as a CLI tool, just like read. This is a massive help for improving performance and reducing tokens.The advantages of the CLI are that it is simple, low maintenance, easy to test, easy to drop into CI, and has no server lifecycle, tool registration, schema compatibility, or session state issues. MCP's value is as a compatibility layer, not the core abstraction."}},{"@type":"Question","name":"Should Skills be constraints or guides?","acceptedAnswer":{"@type":"Answer","text":"Before these designs are learned by LLMs, skills are needed to regulate and guide them. Just like before humanity learned to use fire, they didn't know its uses. But as this knowledge becomes widely applied, most people won't need to take courses on how to use fire.Currently, we still need skills to regulate and guide, unless one day LLMs have this related knowledge built-in. But I hope skills are not used to restrict how LLMs use tools, but rather as a guide. Tools should describe their functions, while how to use them is guided by the skill, which can also be adjusted according to personal needs. The ultimate hope, of course, is that LLMs understand autonomously and apply them more broadly."}},{"@type":"Question","name":"What is the absolute first principle of the ECP Skill?","acceptedAnswer":{"@type":"Answer","text":"'All actions should start from verifiable structural facts, not from context hallucinations.'Any preceding text can become a hallucination; only immediately confirmed situations are verifiable. This is exactly why the peer feature was designed: to achieve semi-real-time interaction via hooks/peers to avoid development conflicts from arising."}}]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"WebSite","name":"Egent Code Plexus","url":"https://coseto6125.github.io/egent-code-plexus/ru/","inLanguage":"ru","description":"Структурные запросы к коду для ИИ-агентов: кто вызывает символ, радиус взрыва изменения, маршруты и контракты между репозиториями. 31 язык, ответы быстрее 100 ms, в 7.5 раза меньше токенов, чем grep, и записи BlindSpot вместо догадок.","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Install Egent Code Plexus and index a repository","inLanguage":"ru","step":[{"@type":"HowToStep","name":"Install the binary","text":"curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh"},{"@type":"HowToStep","name":"Index a repository","text":"ecp admin index --repo ."},{"@type":"HowToStep","name":"Ask a structural question","text":"ecp impact --target \u003csymbol> --direction upstream"}]}</script>
@@ -72,7 +72,7 @@
         <div class="container hero-content">
             <h1 class="hero-title">
                 Egent Code Plexus
-                <span class="hero-version">v0.16.2</span>
+                <span class="hero-version">v0.16.3</span>
             </h1>
             <p class="hero-tagline mono" data-i18n="hero.tagline">Создан для агентов, а не для IDE.</p>
             <p class="hero-subtitle" data-i18n="hero.subtitle">Понимание структуры кода и архитектурный радар, созданные для ИИ-агентов.</p>
diff --git a/docs/ecp-landing/ru/integrations/claude-code/index.html b/docs/ecp-landing/ru/integrations/claude-code/index.html
index e175154a4..44773e80d 100644
--- a/docs/ecp-landing/ru/integrations/claude-code/index.html
+++ b/docs/ecp-landing/ru/integrations/claude-code/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — Интеграции","description":"Claude Code работает с ecp через три независимых канала: хуки в settings.json, которые переиндексируют по мере движения репозитория; пакеты навыков, которые подсказывают модели, когда запрос к графу выигрывает у grep; и MCP-сервер, зарегистрированный через claude mcp add-json. Ставьте что нужно — зд","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/integrations/claude-code/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — Интеграции","description":"Claude Code работает с ecp через три независимых канала: хуки в settings.json, которые переиндексируют по мере движения репозитория; пакеты навыков, которые подсказывают модели, когда запрос к графу выигрывает у grep; и MCP-сервер, зарегистрированный через claude mcp add-json. Ставьте что нужно — зд","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/integrations/claude-code/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Claude Code — Интеграции","inLanguage":"ru","description":"Claude Code работает с ecp через три независимых канала: хуки в settings.json, которые переиндексируют по мере движения репозитория; пакеты навыков, которые подсказывают модели, когда запрос к графу выигрывает у grep; и MCP-сервер, зарегистрированный через claude mcp add-json. Ставьте что нужно — зд","step":[{"@type":"HowToStep","position":1,"name":"ecp admin claude install hooks","text":"ecp admin claude install hooks"},{"@type":"HowToStep","position":2,"name":"ecp admin claude install skills","text":"ecp admin claude install skills"},{"@type":"HowToStep","position":3,"name":"ecp admin claude install mcp-server","text":"ecp admin claude install mcp-server"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Проверка установки</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin claude status</code></li></ul>
         <h2 class="section-heading">Полезно знать</h2>
         <p class="hero-answer compare-limits">Навык весит больше, чем инструменты. Модель, которая умеет вызывать ecp, но не имеет правила, когда его вызывать, всё равно сначала тянется к grep. Частичная установка — это нормально; <code class="mono">ecp admin claude status</code> печатает, какие компоненты реально стоят.</p>
-        <p class="table-caption">Каждая команда на этой странице взята из справки самого поставляемого бинарника, на ecp 0.16.2.</p>
+        <p class="table-caption">Каждая команда на этой странице взята из справки самого поставляемого бинарника, на ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — создан для агентов, а не для IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ru/integrations/codex/index.html b/docs/ecp-landing/ru/integrations/codex/index.html
index a58d7b3ba..8156c8fc6 100644
--- a/docs/ecp-landing/ru/integrations/codex/index.html
+++ b/docs/ecp-landing/ru/integrations/codex/index.html
@@ -32,7 +32,7 @@
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     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — Интеграции","description":"Codex CLI подключает навыки, которые учат его, когда структурный запрос — правильный ход, а сами запросы получает либо по MCP через ~/.codex/config.toml, либо через нативный каркас инструментов.","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/integrations/codex/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — Интеграции","description":"Codex CLI подключает навыки, которые учат его, когда структурный запрос — правильный ход, а сами запросы получает либо по MCP через ~/.codex/config.toml, либо через нативный каркас инструментов.","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/integrations/codex/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Codex CLI — Интеграции","inLanguage":"ru","description":"Codex CLI подключает навыки, которые учат его, когда структурный запрос — правильный ход, а сами запросы получает либо по MCP через ~/.codex/config.toml, либо через нативный каркас инструментов.","step":[{"@type":"HowToStep","position":1,"name":"ecp admin codex install skills","text":"ecp admin codex install skills"},{"@type":"HowToStep","position":2,"name":"ecp admin codex install native-tools","text":"ecp admin codex install native-tools"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Проверка установки</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin codex status</code></li></ul>
         <h2 class="section-heading">Полезно знать</h2>
         <p class="hero-answer compare-limits"><code class="mono">native-tools</code> записывает каркас для форка openai/codex, а не патч к выпущенному бинарнику. Если вы не собираете Codex сами, работает именно путь через MCP.</p>
-        <p class="table-caption">Каждая команда на этой странице взята из справки самого поставляемого бинарника, на ecp 0.16.2.</p>
+        <p class="table-caption">Каждая команда на этой странице взята из справки самого поставляемого бинарника, на ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — создан для агентов, а не для IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ru/integrations/gemini-cli/index.html b/docs/ecp-landing/ru/integrations/gemini-cli/index.html
index dae6787bc..acd0f3f48 100644
--- a/docs/ecp-landing/ru/integrations/gemini-cli/index.html
+++ b/docs/ecp-landing/ru/integrations/gemini-cli/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — Интеграции","description":"Gemini CLI подключает две части: нативный навык и stdio-регистрацию MCP, добавляемую командой gemini mcp add.","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/integrations/gemini-cli/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — Интеграции","description":"Gemini CLI подключает две части: нативный навык и stdio-регистрацию MCP, добавляемую командой gemini mcp add.","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/integrations/gemini-cli/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Gemini CLI — Интеграции","inLanguage":"ru","description":"Gemini CLI подключает две части: нативный навык и stdio-регистрацию MCP, добавляемую командой gemini mcp add.","step":[{"@type":"HowToStep","position":1,"name":"ecp admin gemini install native-skill","text":"ecp admin gemini install native-skill"},{"@type":"HowToStep","position":2,"name":"ecp admin gemini install mcp-server","text":"ecp admin gemini install mcp-server"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Проверка установки</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin gemini status</code></li></ul>
         <h2 class="section-heading">Полезно знать</h2>
         <p class="hero-answer compare-limits">Они устанавливаются по отдельности, и одно не означает другое. <code class="mono">ecp admin gemini status</code> показывает каждую отдельной строкой.</p>
-        <p class="table-caption">Каждая команда на этой странице взята из справки самого поставляемого бинарника, на ecp 0.16.2.</p>
+        <p class="table-caption">Каждая команда на этой странице взята из справки самого поставляемого бинарника, на ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — создан для агентов, а не для IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ru/integrations/index.html b/docs/ecp-landing/ru/integrations/index.html
index 484a8b06a..3399bc1a7 100644
--- a/docs/ecp-landing/ru/integrations/index.html
+++ b/docs/ecp-landing/ru/integrations/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Интеграции — Egent Code Plexus — создан для агентов, а не для IDE","description":"Агент добирается до ecp по одному из четырёх каналов: хуки в настройках, которые держат индекс свежим; навык, который говорит, когда структурный запрос выигрывает у текстового поиска; MCP-сервер, открывающий запросы как инструменты; или плагин хоста. Большинство хостов подключают несколько каналов, ","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/integrations/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Интеграции — Egent Code Plexus — создан для агентов, а не для IDE","description":"Агент добирается до ecp по одному из четырёх каналов: хуки в настройках, которые держат индекс свежим; навык, который говорит, когда структурный запрос выигрывает у текстового поиска; MCP-сервер, открывающий запросы как инструменты; или плагин хоста. Большинство хостов подключают несколько каналов, ","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/integrations/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -77,7 +77,7 @@ <h2 class="section-heading">Что подключает каждый хост</h
             </div>
         <h2 class="section-heading">По хостам</h2>
         <ul class="compare-method"><li><a href="claude-code/">Claude Code</a></li><li><a href="codex/">Codex CLI</a></li><li><a href="gemini-cli/">Gemini CLI</a></li><li><a href="mcp/">Any MCP host</a></li><li><a href="orca/">Orca</a></li></ul>
-        <p class="table-caption">Каждая команда на этой странице взята из справки самого поставляемого бинарника, на ecp 0.16.2.</p>
+        <p class="table-caption">Каждая команда на этой странице взята из справки самого поставляемого бинарника, на ecp 0.16.3.</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — создан для агентов, а не для IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ru/integrations/mcp/index.html b/docs/ecp-landing/ru/integrations/mcp/index.html
index 642905e9c..e77585362 100644
--- a/docs/ecp-landing/ru/integrations/mcp/index.html
+++ b/docs/ecp-landing/ru/integrations/mcp/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — Интеграции","description":"ecp admin mcp serve — это stdio JSON-RPC MCP-сервер с 20 инструментами, поэтому любой хост, говорящий на MCP, может обращаться к графу. Укажите хосту бинарник — и всё работает без какой-либо регистрации на стороне ecp.","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/integrations/mcp/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — Интеграции","description":"ecp admin mcp serve — это stdio JSON-RPC MCP-сервер с 20 инструментами, поэтому любой хост, говорящий на MCP, может обращаться к графу. Укажите хосту бинарник — и всё работает без какой-либо регистрации на стороне ecp.","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/integrations/mcp/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -71,7 +71,7 @@ <h2 class="section-heading">Проверка установки</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin mcp tools</code></li></ul>
         <h2 class="section-heading">Полезно знать</h2>
         <p class="hero-answer compare-limits">Автоматические установщики для Cursor, Windsurf, Cline / Roo Code и Copilot ещё не написаны — они печатают заглушку, а не правят конфиг. Эти хосты подключают JSON выше вручную, поэтому он показан здесь, а не спрятан за командой.</p>
-        <p class="table-caption">Каждая команда на этой странице взята из справки самого поставляемого бинарника, на ecp 0.16.2.</p>
+        <p class="table-caption">Каждая команда на этой странице взята из справки самого поставляемого бинарника, на ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — создан для агентов, а не для IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ru/integrations/orca/index.html b/docs/ecp-landing/ru/integrations/orca/index.html
index 957a7beb7..f7c387c4c 100644
--- a/docs/ecp-landing/ru/integrations/orca/index.html
+++ b/docs/ecp-landing/ru/integrations/orca/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — Интеграции","description":"Orca устанавливает ecp как плагин: добавьте репозиторий как источник marketplace, затем установите ECP Code Graph из списка. Каждый worktree, который создаёт Orca, индексируется в фоне, а панель даёт index, impact и summary в один клик.","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/integrations/orca/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — Интеграции","description":"Orca устанавливает ecp как плагин: добавьте репозиторий как источник marketplace, затем установите ECP Code Graph из списка. Каждый worktree, который создаёт Orca, индексируется в фоне, а панель даёт index, impact и summary в один клик.","inLanguage":"ru","url":"https://coseto6125.github.io/egent-code-plexus/ru/integrations/orca/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Orca — Интеграции","inLanguage":"ru","description":"Orca устанавливает ecp как плагин: добавьте репозиторий как источник marketplace, затем установите ECP Code Graph из списка. Каждый worktree, который создаёт Orca, индексируется в фоне, а панель даёт index, impact и summary в один клик.","step":[{"@type":"HowToStep","position":1,"name":"https://github.com/coseto6125/ecp-orca-plugin.git","text":"https://github.com/coseto6125/ecp-orca-plugin.git"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">Проверка установки</h2>
         <ul class="compare-method"><li><code class="mono">ecp summary</code></li></ul>
         <h2 class="section-heading">Полезно знать</h2>
         <p class="hero-answer compare-limits">Плагин не устанавливает бинарник ecp и работает на клиентской машине Orca, даже когда worktree живёт на другой. Ставьте ecp там, где находится код.</p>
-        <p class="table-caption">Каждая команда на этой странице взята из справки самого поставляемого бинарника, на ecp 0.16.2.</p>
+        <p class="table-caption">Каждая команда на этой странице взята из справки самого поставляемого бинарника, на ecp 0.16.3.</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — создан для агентов, а не для IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/ru/llms.txt b/docs/ecp-landing/ru/llms.txt
index eb2c67efb..dd0d7f7ac 100644
--- a/docs/ecp-landing/ru/llms.txt
+++ b/docs/ecp-landing/ru/llms.txt
@@ -5,7 +5,7 @@
 > does this change break, which routes and database tables does this service
 > reach — over 31 languages in one graph.
 
-Version: 0.16.2
+Version: 0.16.3
 Repository: https://github.com/coseto6125/egent-code-plexus
 License: MIT
 Install: curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh
diff --git a/docs/ecp-landing/seo.json b/docs/ecp-landing/seo.json
index f49f285d5..6a6ac6bd3 100644
--- a/docs/ecp-landing/seo.json
+++ b/docs/ecp-landing/seo.json
@@ -97,5 +97,5 @@
     "es": "Egent Code Plexus (<strong>ecp</strong>) es un grafo de inteligencia de código de línea de comandos para agentes de IA. Indexa un repositorio como grafo de símbolos y responde preguntas estructurales directamente: <em>qué funciones llaman a esta</em>, <em>qué rompe este cambio</em>, <em>a qué rutas HTTP y tablas de base de datos llega este servicio</em>, en 31 lenguajes, en milisegundos y sin demonio. Donde el grafo no ve algo lo dice con un registro BlindSpot en lugar de devolver un resultado vacío que parece prueba de ausencia."
   },
   "indexNowKey": "fca60b3c39ca4cdc97727c91f4253c95",
-  "contentDate": "2026-10-22"
+  "contentDate": "2026-10-23"
 }
diff --git a/docs/ecp-landing/sitemap.xml b/docs/ecp-landing/sitemap.xml
index 4ba6d7dc3..9e94689b7 100644
--- a/docs/ecp-landing/sitemap.xml
+++ b/docs/ecp-landing/sitemap.xml
@@ -2,7 +2,7 @@
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:xhtml="http://www.w3.org/1999/xhtml">
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>1.0</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/"/>
@@ -20,7 +20,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/compare/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.9</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/compare/"/>
@@ -38,7 +38,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/compare/codegraph/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.7</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/compare/codegraph/"/>
@@ -56,7 +56,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/compare/gitnexus/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.7</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/compare/gitnexus/"/>
@@ -74,7 +74,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/integrations/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.9</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/integrations/"/>
@@ -92,7 +92,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/integrations/claude-code/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.7</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/integrations/claude-code/"/>
@@ -110,7 +110,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/integrations/codex/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.7</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/integrations/codex/"/>
@@ -128,7 +128,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/integrations/gemini-cli/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.7</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/integrations/gemini-cli/"/>
@@ -146,7 +146,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/integrations/mcp/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.7</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/integrations/mcp/"/>
@@ -164,7 +164,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/integrations/orca/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.7</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/integrations/orca/"/>
@@ -182,7 +182,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-TW/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.9</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/"/>
@@ -200,7 +200,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-TW/compare/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.8</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/compare/"/>
@@ -218,7 +218,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-TW/compare/codegraph/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.6</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/compare/codegraph/"/>
@@ -236,7 +236,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-TW/compare/gitnexus/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.6</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/compare/gitnexus/"/>
@@ -254,7 +254,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-TW/integrations/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.8</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/integrations/"/>
@@ -272,7 +272,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-TW/integrations/claude-code/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.6</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/integrations/claude-code/"/>
@@ -290,7 +290,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-TW/integrations/codex/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.6</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/integrations/codex/"/>
@@ -308,7 +308,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-TW/integrations/gemini-cli/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.6</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/integrations/gemini-cli/"/>
@@ -326,7 +326,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-TW/integrations/mcp/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.6</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/integrations/mcp/"/>
@@ -344,7 +344,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-TW/integrations/orca/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.6</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/integrations/orca/"/>
@@ -362,7 +362,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-CN/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.9</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/"/>
@@ -380,7 +380,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-CN/compare/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.8</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/compare/"/>
@@ -398,7 +398,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-CN/compare/codegraph/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.6</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/compare/codegraph/"/>
@@ -416,7 +416,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-CN/compare/gitnexus/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.6</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/compare/gitnexus/"/>
@@ -434,7 +434,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-CN/integrations/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
         <changefreq>weekly</changefreq>
         <priority>0.8</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/integrations/"/>
@@ -452,7 +452,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-CN/integrations/claude-code/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
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         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/integrations/claude-code/"/>
@@ -470,7 +470,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-CN/integrations/codex/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
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         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/integrations/codex/"/>
@@ -488,7 +488,7 @@
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     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-CN/integrations/gemini-cli/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
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         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/integrations/gemini-cli/"/>
@@ -506,7 +506,7 @@
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     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-CN/integrations/mcp/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
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         <priority>0.6</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/integrations/mcp/"/>
@@ -524,7 +524,7 @@
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     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/zh-CN/integrations/orca/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
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         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/integrations/orca/"/>
@@ -542,7 +542,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/ja/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
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         <priority>0.9</priority>
         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/"/>
@@ -560,7 +560,7 @@
     </url>
     <url>
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-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
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@@ -578,7 +578,7 @@
     </url>
     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/ja/compare/codegraph/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
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         <xhtml:link rel="alternate" hreflang="en" href="https://coseto6125.github.io/egent-code-plexus/compare/codegraph/"/>
@@ -596,7 +596,7 @@
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     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/ja/compare/gitnexus/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
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@@ -614,7 +614,7 @@
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     <url>
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-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
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@@ -632,7 +632,7 @@
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     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/ja/integrations/claude-code/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
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         <priority>0.6</priority>
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@@ -650,7 +650,7 @@
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     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/ja/integrations/codex/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
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@@ -668,7 +668,7 @@
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     <url>
         <loc>https://coseto6125.github.io/egent-code-plexus/ja/integrations/gemini-cli/</loc>
-        <lastmod>2026-10-22</lastmod>
+        <lastmod>2026-10-23</lastmod>
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@@ -686,7 +686,7 @@
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-        <lastmod>2026-10-22</lastmod>
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-        <lastmod>2026-10-22</lastmod>
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-        <lastmod>2026-10-22</lastmod>
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index d860b1362..e471e52e7 100644
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@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">这些数字没有告诉你的事</h2>
         <p class="hero-answer compare-limits">它们来自一台机器、一组版本、两个 corpus。它们没有回答哪个工具的 API 更合你的用法、语言覆盖是否对得上你的技术栈，也没有回答在与这两份形状不同的仓库上会怎样。冷索引输掉的工具，如果它能回答其他两者答不出的问题，仍然可能是对的选择。<strong>决定之前请在你自己的仓库上重跑一次</strong>，命令在各项目的 README 里。</p>
-        <p class="table-caption">数字对应 ecp 0.16.2。有误请开 issue 指正。</p>
+        <p class="table-caption">数字对应 ecp 0.16.3。有误请开 issue 指正。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — 为 agent 而生，不是为 IDE</a></p>
     </main>
 
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index fcab9c02e..ccdc9a577 100644
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@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">这些数字没有告诉你的事</h2>
         <p class="hero-answer compare-limits">它们来自一台机器、一组版本、两个 corpus。它们没有回答哪个工具的 API 更合你的用法、语言覆盖是否对得上你的技术栈，也没有回答在与这两份形状不同的仓库上会怎样。冷索引输掉的工具，如果它能回答其他两者答不出的问题，仍然可能是对的选择。<strong>决定之前请在你自己的仓库上重跑一次</strong>，命令在各项目的 README 里。</p>
-        <p class="table-caption">数字对应 ecp 0.16.2。有误请开 issue 指正。</p>
+        <p class="table-caption">数字对应 ecp 0.16.3。有误请开 issue 指正。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — 为 agent 而生，不是为 IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/zh-CN/compare/index.html b/docs/ecp-landing/zh-CN/compare/index.html
index ee95fa569..f8108990c 100644
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+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp 对比 codegraph 与 GitNexus","description":"三个代码图谱工具，同一份 checkout，同一台机器。","inLanguage":"zh-CN","url":"https://coseto6125.github.io/egent-code-plexus/zh-CN/compare/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
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@@ -117,7 +117,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
         </ul>
         <h2 class="section-heading">这些数字没有告诉你的事</h2>
         <p class="hero-answer compare-limits">它们来自一台机器、一组版本、两个 corpus。它们没有回答哪个工具的 API 更合你的用法、语言覆盖是否对得上你的技术栈，也没有回答在与这两份形状不同的仓库上会怎样。冷索引输掉的工具，如果它能回答其他两者答不出的问题，仍然可能是对的选择。<strong>决定之前请在你自己的仓库上重跑一次</strong>，命令在各项目的 README 里。</p>
-        <p class="table-caption">数字对应 ecp 0.16.2。有误请开 issue 指正。</p>
+        <p class="table-caption">数字对应 ecp 0.16.3。有误请开 issue 指正。</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — 为 agent 而生，不是为 IDE</a></p>
     </main>
 
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index c47a3136d..18f8e8140 100644
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     <script type="application/ld+json">{"@context":"https://schema.org","@type":"FAQPage","inLanguage":"zh-CN","mainEntity":[{"@type":"Question","name":"为什么「诚实地说不知道」比「模糊的猜测」重要？","acceptedAnswer":{"@type":"Answer","text":"在 agent 沟通的过程中，LLM 很容易呈现闭世界假设。对 LLM 来说，任何未知都可能被当成不存在，所以让 LLM 认知到「不知道」非常重要，这能避免 LLM 产生幻觉。在知道「不知道」的情况下，LLM 才能深挖更深层的问题，找到实际答案，而不是因为工具掩盖了未知，让 LLM 以为不知道的事情不存在。所以 BlindSpot 的价值不是补完整个图谱，而是诚实揭露图谱的边界。没有标出 BlindSpot 时，人类工程师可能还会怀疑这里有暗坑；但 Agent 可能会直接把「没有边」理解成「没有依赖」。这对大型系统非常危险。"}},{"@type":"Question","name":"ecp peers 是否代表未来会是多 Agent 并行开发？","acceptedAnswer":{"@type":"Answer","text":"实际上所有先进的 Agentic Developer 或团队都已经开始逐步采用这个机制，但更多是在工作流上实现。工作流的建立往往复杂且庞大，但通过简单的 peer 设计，就能让 code agent 在开发中彼此实时互通当前的开发信息，避免重复劳动或引入双方改动之间的冲突。如今我们有 sub-agent 的开发模式，但这种机制只是对单一 session 的扩展。Sub-agent 只是完成 main agent 交付的任务。通过 ecp peers，我希望达成的是一群庞大的 main agent 在互通信息的情况下完成更庞大的计划，而不只是通过文档记录来沟通。这样的设计更能实时推进彼此的进度，也能完成更大规模的设计规划。"}},{"@type":"Question","name":"为什么是 mmap + rkyv 的无状态架构？","acceptedAnswer":{"@type":"Answer","text":"mmap 与 rkyv 的无状态思路，取决于性能和稳定性。启动 server 之后，server 可以拥有状态，但为了维护状态，我们需要更多复杂流程与代码去确保所有状态的一致性。每一次与 server 的交互都是成本；必要的缓存也是内存成本。诸多限制会造成性能低下。通过 mmap，所有 agent 共享底层的公共资源，彼此不需要拥有状态，而是在近乎即时查询的静态数据上工作。实测来看，1.6 万文件、30 万级节点的 graph 构建只需要 2 到 3 秒，产生的 graph.bin 实际不到 70 MB。因为是共享的 mmap 设计，各项 CLI 查询基本落在 100 ms 以内。这个模型对 Agent 很重要，因为 Agent 系统本来就高并发、生命周期短、容易重启、容易跨 session。无状态不只是为了快，而是为了让失败模式变少。"}},{"@type":"Question","name":"ECP 是否从解析代码走向理解架构？","acceptedAnswer":{"@type":"Answer","text":"是。AI Agent 在软件开发里更大的挑战，正在从「能不能写对一个函数」转向「能不能在大型系统里不破坏既有的架构约束」。单个函数的正确性可以靠类型、测试、lint、局部上下文解决；但真实系统的风险常常藏在跨文件、跨服务、跨语言、跨时间的约束里。LLM 可以通过基础的图谱查询自己推导，但那不是稳定方案。问题不在于 LLM 不会推理，而是每次都让它从低阶节点和边重新发现架构模式，成本高、结果不一致，也容易漏掉「负空间」。所以 ECP 内置 Saga、EventTopic 这类模式检测，是把高风险、常见、可结构化的架构知识提前升级成一等信号。更准确地说，它应该是 Agent 的架构雷达：在动手改代码前，把高置信度的约束、可能的隐性耦合、需要人工验证的启发式规则明确摊开。"}},{"@type":"Question","name":"ECP 与 GitNexus 的关系是什么？","acceptedAnswer":{"@type":"Answer","text":"GitNexus 不是我的项目，而是我这个项目的起源。我在使用 GitNexus 的过程中遇到一些问题：性能、多个 daemon server，以及多个架构瓶颈，于是自主开发了 Rust 架构。第一个临界点是常驻状态开始反过来限制 Agent 的工作流。多个 Agent、不同 worktree、不同仓库、不同分支同时查询时，daemon 模型很容易变成隐性的协调问题。第二个临界点是对查询频率的设想变了。我想要的是更接近 Agent 的 L1 / L2 cache：每次改文件前、重命名前、review 前、影响分析前，都可以毫秒级查一次。到了这个频率，Node.js daemon 的成本都会变得刺眼。所以 Rust 无状态架构的核心判断是：把 graph 做成固定格式的 graph.bin，让每次 CLI / MCP 查询都直接 mmap，不用预热、不依赖 daemon 状态、不需要相信某个长生命周期的进程。"}},{"@type":"Question","name":"ecp dev pr-analyze 与 Merge Queue 的故事是什么？","acceptedAnswer":{"@type":"Answer","text":"最早我没有想重造 merge queue。我只是想把 ecp impact 的信号喂给现有队列，所以做了 ecp dev pr-analyze，让 workflow 自动打上 area、risk、cross-pr-conflict。但 dogfooding 之后发现，真正有价值的不是队列本身，而是「用 graph 判断 PR 是否能安全并行」。如果两个 PR 即使改的是不同文件，只要一个动到了另一个影响范围内的 symbol，就会被视为语义冲突。反过来，如果两个 PR 位于不相关的区域，且影响集合没有交集，就可以被标成低风险、无 cross-PR conflict，交给 workflow 做更积极的合并。这项功能真正节省的不是单次 CI 时间，而是减少 PR 相互 drift 导致不断 rebase 与重跑 CI 的循环。ECP 在这里的愿景是：把 merge queue 从「按时间排队」提升成「按结构风险调度」。"}},{"@type":"Question","name":"Agent 开发真正的瓶颈是什么？","acceptedAnswer":{"@type":"Answer","text":"传统人类团队用来管理变更的节奏并不能说是错的，而是整个流程制度上应该更自动化，以免阻碍开发。现在 Agent coding 的速度非常快，但阻碍的反倒是人的担心和害怕。担心代码相互冲突、担心 LLM 改 A 坏 B、担心各种代码出错，这些恐惧反倒成为阻碍开发的最大问题。随着未来每个人、每个团队、每家公司开发的项目都指数级增长，类似的工具会更重要，而性能会成为致命的关键。如何让 LLM 更快理解当前架构，而不是靠长期记忆的 context 处理，变得相对重要。我们更应该通过源代码让 LLM 了解架构，而不是通过文字记录来描述当前的代码架构，因为只有源代码才是唯一的事实。"}},{"@type":"Question","name":"AI Agent 时代的文档会变成什么？","acceptedAnswer":{"@type":"Answer","text":"AI Agent 时代的文档反倒会变成「流程图」最重要，因为人需要管理的是流程与架构设计。通过图表，我们能快速看到每个设计，但代码如何生成、工具如何验证、Agent 如何消费，将会逐渐变得不那么重要。但底层的核心设计仍然应该记录，例如如何利用缓存、是否该有预热、client 超时该设多少等等。这些设计文档仍然重要，只是会抽象到更大的范围。准确地说，所有文档都会再往更高维度的设计移动。就像我们现在写程序不会再去深究机器码如何编译、如何运行。包括目前所设计的 Egent Code Plexus，也只是当前时代下顺应趋势的过渡产物。"}},{"@type":"Question","name":"ECP 的产品边界是什么？","acceptedAnswer":{"@type":"Answer","text":"ECP 应该专注于成为一个极快、可信、以源代码为依据的结构感知层。这个项目不会、也不需要成为另一个 Codex、Claude Code 或 OpenClaw，而是让这些需要执行 code agent workflow 的框架，在需要了解代码时可以选用的工具。它就是一个 LLM 专用的 grep / read 工具。传统工具回答「这个字符串在哪里？」「这个文件的内容是什么？」，而 ECP 要回答的是：「这个 symbol 是谁？」「它被谁调用？」「它会影响哪些上游 / 下游？」「这次 diff 的结构风险是什么？」。ECP 的核心不是替 Agent 做决策，而是提供 Agent 做决策前必须知道的结构事实。"}},{"@type":"Question","name":"CLI、MCP 与工具接口之间如何取舍？","acceptedAnswer":{"@type":"Answer","text":"最重要的产品接口是 CLI。MCP 在维护上比较麻烦，但因为不是每个 code agent 框架都能原生调用 CLI，所以采用了双重架构，同时用 MCP 去引导使用 CLI 调用。但更好的方式应该是让工具能直接内嵌为 CLI 工具，就像 read 那样。这对提高性能与减少 token 都是很大的帮助。CLI 的优势是简单、维护成本低、容易测试、容易放进 CI，也没有 server 生命周期、工具注册、schema 兼容与 session 状态的问题。MCP 的价值是兼容层，而不是核心抽象。"}},{"@type":"Question","name":"Skill 应该是约束还是引导？","acceptedAnswer":{"@type":"Answer","text":"这些设计在被 LLM 学会之前，都需要 skill 去规范与引导。就像人类还没学会用火之前，并不知道火的用途。但随着这些知识被广泛运用，大多数人应该没有上过如何用火的课程与指导。目前仍然需要通过 skill 去规范与引导，除非哪天 LLM 内置了这类知识。但我希望 skill 不是用来约束 LLM 该如何使用工具，而是一种引导。工具应该描述它的功能，而如何使用则通过 skill 做基本引导，也能按照个人需求调整。当然更希望的是 LLM 自主理解，从而做到更广泛的运用。"}},{"@type":"Question","name":"ECP Skill 最核心的第一原则是什么？","acceptedAnswer":{"@type":"Answer","text":"「所有行动都应该从可验证的结构事实出发，而不是从上下文幻觉出发。」任何前文都可能成为幻觉，只有即时确认的情况才可验证。这也就是为什么会想设计出 peer 功能：通过 hook / peer 达到半实时的互动，以避免开发冲突的产生。"}}]}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"WebSite","name":"Egent Code Plexus","url":"https://coseto6125.github.io/egent-code-plexus/zh-CN/","inLanguage":"zh-CN","description":"为 AI agent 设计的结构化查询：谁调用了这个符号、本次改动的影响范围、路由与跨仓库契约。覆盖 31 种语言，查询在 100 毫秒内返回，比 grep 少用 7.5 倍 token，查不到的地方以 BlindSpot 如实标记而非猜测。","sameAs":["https://github.com/coseto6125/egent-code-plexus","https://www.npmjs.com/package/egent-code-plexus","https://pypi.org/project/egent-code-plexus/"]}</script>
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@@ -72,7 +72,7 @@
         <div class="container hero-content">
             <h1 class="hero-title">
                 Egent Code Plexus
-                <span class="hero-version">v0.16.2</span>
+                <span class="hero-version">v0.16.3</span>
             </h1>
             <p class="hero-tagline mono" data-i18n="hero.tagline">Built for agents, not IDEs.</p>
             <p class="hero-subtitle" data-i18n="hero.subtitle">专为 AI Agent 设计的代码结构感知与架构雷达</p>
diff --git a/docs/ecp-landing/zh-CN/integrations/claude-code/index.html b/docs/ecp-landing/zh-CN/integrations/claude-code/index.html
index ff1bb2d58..f14f818e0 100644
--- a/docs/ecp-landing/zh-CN/integrations/claude-code/index.html
+++ b/docs/ecp-landing/zh-CN/integrations/claude-code/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — 集成方式","description":"Claude Code 通过三个彼此独立的通道读 ecp：随 repo 变动重建索引的 settings.json hook、告诉模型何时该用图查询而不是 grep 的 skill 包，以及通过 claude mcp add-json 注册的 MCP server。要哪个装哪个，彼此没有依赖。","inLanguage":"zh-CN","url":"https://coseto6125.github.io/egent-code-plexus/zh-CN/integrations/claude-code/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — 集成方式","description":"Claude Code 通过三个彼此独立的通道读 ecp：随 repo 变动重建索引的 settings.json hook、告诉模型何时该用图查询而不是 grep 的 skill 包，以及通过 claude mcp add-json 注册的 MCP server。要哪个装哪个，彼此没有依赖。","inLanguage":"zh-CN","url":"https://coseto6125.github.io/egent-code-plexus/zh-CN/integrations/claude-code/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
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 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">确认已装好</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin claude status</code></li></ul>
         <h2 class="section-heading">需要知道的事</h2>
         <p class="hero-answer compare-limits">skill 比工具本身更关键。模型能调用 ecp、却没有规则告诉它何时该调用，第一反应仍然是 grep。只装一部分是常态，<code class="mono">ecp admin claude status</code> 会逐项列出哪些真的装上了。</p>
-        <p class="table-caption">本页每一条命令都来自 ecp 0.16.2 可执行文件自身的 help 输出。</p>
+        <p class="table-caption">本页每一条命令都来自 ecp 0.16.3 可执行文件自身的 help 输出。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — 为 agent 而生，不是为 IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/zh-CN/integrations/codex/index.html b/docs/ecp-landing/zh-CN/integrations/codex/index.html
index c1638191b..3ebce68e2 100644
--- a/docs/ecp-landing/zh-CN/integrations/codex/index.html
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+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — 集成方式","description":"Codex CLI 需要的是教它何时该下结构查询的 skill，查询本身则有两条路：通过 ~/.codex/config.toml 走 MCP，或走原生工具骨架。","inLanguage":"zh-CN","url":"https://coseto6125.github.io/egent-code-plexus/zh-CN/integrations/codex/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
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 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">确认已装好</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin codex status</code></li></ul>
         <h2 class="section-heading">需要知道的事</h2>
         <p class="hero-answer compare-limits"><code class="mono">native-tools</code> 生成的是给 openai/codex 分支用的骨架，不是给已发布可执行文件的 patch。除非你自己编译 Codex，能用的是 MCP 那条路。</p>
-        <p class="table-caption">本页每一条命令都来自 ecp 0.16.2 可执行文件自身的 help 输出。</p>
+        <p class="table-caption">本页每一条命令都来自 ecp 0.16.3 可执行文件自身的 help 输出。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — 为 agent 而生，不是为 IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/zh-CN/integrations/gemini-cli/index.html b/docs/ecp-landing/zh-CN/integrations/gemini-cli/index.html
index fdbcec56f..8f45cb3e0 100644
--- a/docs/ecp-landing/zh-CN/integrations/gemini-cli/index.html
+++ b/docs/ecp-landing/zh-CN/integrations/gemini-cli/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — 集成方式","description":"Gemini CLI 需要两块：原生 skill，以及通过 gemini mcp add 加入的 stdio MCP 注册。","inLanguage":"zh-CN","url":"https://coseto6125.github.io/egent-code-plexus/zh-CN/integrations/gemini-cli/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — 集成方式","description":"Gemini CLI 需要两块：原生 skill，以及通过 gemini mcp add 加入的 stdio MCP 注册。","inLanguage":"zh-CN","url":"https://coseto6125.github.io/egent-code-plexus/zh-CN/integrations/gemini-cli/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Gemini CLI — 集成方式","inLanguage":"zh-CN","description":"Gemini CLI 需要两块：原生 skill，以及通过 gemini mcp add 加入的 stdio MCP 注册。","step":[{"@type":"HowToStep","position":1,"name":"ecp admin gemini install native-skill","text":"ecp admin gemini install native-skill"},{"@type":"HowToStep","position":2,"name":"ecp admin gemini install mcp-server","text":"ecp admin gemini install mcp-server"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">确认已装好</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin gemini status</code></li></ul>
         <h2 class="section-heading">需要知道的事</h2>
         <p class="hero-answer compare-limits">两者分开安装，装了一个不代表另一个也在。<code class="mono">ecp admin gemini status</code> 会各报一行。</p>
-        <p class="table-caption">本页每一条命令都来自 ecp 0.16.2 可执行文件自身的 help 输出。</p>
+        <p class="table-caption">本页每一条命令都来自 ecp 0.16.3 可执行文件自身的 help 输出。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — 为 agent 而生，不是为 IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/zh-CN/integrations/index.html b/docs/ecp-landing/zh-CN/integrations/index.html
index d8d51d0b4..e31b3aff9 100644
--- a/docs/ecp-landing/zh-CN/integrations/index.html
+++ b/docs/ecp-landing/zh-CN/integrations/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"集成方式 — Egent Code Plexus — 为 agent 而生，不是为 IDE","description":"agent 通过四种通道之一接上 ecp：让索引保持热的设置 hook、告诉模型什么时候该用结构查询而不是文本搜索的 skill、把查询包成工具的 MCP server，以及 host 专属的插件。多数 host 可以同时用好几种，每一种都独立安装。","inLanguage":"zh-CN","url":"https://coseto6125.github.io/egent-code-plexus/zh-CN/integrations/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"集成方式 — Egent Code Plexus — 为 agent 而生，不是为 IDE","description":"agent 通过四种通道之一接上 ecp：让索引保持热的设置 hook、告诉模型什么时候该用结构查询而不是文本搜索的 skill、把查询包成工具的 MCP server，以及 host 专属的插件。多数 host 可以同时用好几种，每一种都独立安装。","inLanguage":"zh-CN","url":"https://coseto6125.github.io/egent-code-plexus/zh-CN/integrations/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -77,7 +77,7 @@ <h2 class="section-heading">各 host 支持的通道</h2>
             </div>
         <h2 class="section-heading">逐个说明</h2>
         <ul class="compare-method"><li><a href="claude-code/">Claude Code</a></li><li><a href="codex/">Codex CLI</a></li><li><a href="gemini-cli/">Gemini CLI</a></li><li><a href="mcp/">Any MCP host</a></li><li><a href="orca/">Orca</a></li></ul>
-        <p class="table-caption">本页每一条命令都来自 ecp 0.16.2 可执行文件自身的 help 输出。</p>
+        <p class="table-caption">本页每一条命令都来自 ecp 0.16.3 可执行文件自身的 help 输出。</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — 为 agent 而生，不是为 IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/zh-CN/integrations/mcp/index.html b/docs/ecp-landing/zh-CN/integrations/mcp/index.html
index b63def42f..4d542249e 100644
--- a/docs/ecp-landing/zh-CN/integrations/mcp/index.html
+++ b/docs/ecp-landing/zh-CN/integrations/mcp/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — 集成方式","description":"ecp admin mcp serve 是一个 stdio JSON-RPC 的 MCP server，对外开放 20 个工具，所以任何讲 MCP 的 host 都能调用这张图。把 host 指向这个可执行文件即可，ecp 这侧不需要另外注册。","inLanguage":"zh-CN","url":"https://coseto6125.github.io/egent-code-plexus/zh-CN/integrations/mcp/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — 集成方式","description":"ecp admin mcp serve 是一个 stdio JSON-RPC 的 MCP server，对外开放 20 个工具，所以任何讲 MCP 的 host 都能调用这张图。把 host 指向这个可执行文件即可，ecp 这侧不需要另外注册。","inLanguage":"zh-CN","url":"https://coseto6125.github.io/egent-code-plexus/zh-CN/integrations/mcp/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -71,7 +71,7 @@ <h2 class="section-heading">确认已装好</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin mcp tools</code></li></ul>
         <h2 class="section-heading">需要知道的事</h2>
         <p class="hero-answer compare-limits">Cursor、Windsurf、Cline / Roo Code、Copilot 的自动安装器还没写，执行后只会打印一行占位信息，不会真的改配置文件。这几家目前要手动粘贴上面那段 JSON，所以这里直接把它印出来，而不是藏在一个命令后面。</p>
-        <p class="table-caption">本页每一条命令都来自 ecp 0.16.2 可执行文件自身的 help 输出。</p>
+        <p class="table-caption">本页每一条命令都来自 ecp 0.16.3 可执行文件自身的 help 输出。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — 为 agent 而生，不是为 IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/zh-CN/integrations/orca/index.html b/docs/ecp-landing/zh-CN/integrations/orca/index.html
index 121cc8b0b..62279d19e 100644
--- a/docs/ecp-landing/zh-CN/integrations/orca/index.html
+++ b/docs/ecp-landing/zh-CN/integrations/orca/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — 集成方式","description":"Orca 以插件形式安装 ecp：把这个 repo 加为 marketplace 源，再从列表安装 ECP Code Graph。之后 Orca 每开一个 worktree 都会在后台索引，面板则把 index、impact、summary 放在一次点击的距离内。","inLanguage":"zh-CN","url":"https://coseto6125.github.io/egent-code-plexus/zh-CN/integrations/orca/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — 集成方式","description":"Orca 以插件形式安装 ecp：把这个 repo 加为 marketplace 源，再从列表安装 ECP Code Graph。之后 Orca 每开一个 worktree 都会在后台索引，面板则把 index、impact、summary 放在一次点击的距离内。","inLanguage":"zh-CN","url":"https://coseto6125.github.io/egent-code-plexus/zh-CN/integrations/orca/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Orca — 集成方式","inLanguage":"zh-CN","description":"Orca 以插件形式安装 ecp：把这个 repo 加为 marketplace 源，再从列表安装 ECP Code Graph。之后 Orca 每开一个 worktree 都会在后台索引，面板则把 index、impact、summary 放在一次点击的距离内。","step":[{"@type":"HowToStep","position":1,"name":"https://github.com/coseto6125/ecp-orca-plugin.git","text":"https://github.com/coseto6125/ecp-orca-plugin.git"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">确认已装好</h2>
         <ul class="compare-method"><li><code class="mono">ecp summary</code></li></ul>
         <h2 class="section-heading">需要知道的事</h2>
         <p class="hero-answer compare-limits">插件不会帮你安装 ecp 可执行文件，而且它运行在 Orca 客户端那台机器上，即使 worktree 在另一台也一样。ecp 要装在代码所在的那一侧。</p>
-        <p class="table-caption">本页每一条命令都来自 ecp 0.16.2 可执行文件自身的 help 输出。</p>
+        <p class="table-caption">本页每一条命令都来自 ecp 0.16.3 可执行文件自身的 help 输出。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — 为 agent 而生，不是为 IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/zh-CN/llms.txt b/docs/ecp-landing/zh-CN/llms.txt
index c51719e24..453748723 100644
--- a/docs/ecp-landing/zh-CN/llms.txt
+++ b/docs/ecp-landing/zh-CN/llms.txt
@@ -5,7 +5,7 @@
 > does this change break, which routes and database tables does this service
 > reach — over 31 languages in one graph.
 
-Version: 0.16.2
+Version: 0.16.3
 Repository: https://github.com/coseto6125/egent-code-plexus
 License: MIT
 Install: curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh
diff --git a/docs/ecp-landing/zh-TW/compare/codegraph/index.html b/docs/ecp-landing/zh-TW/compare/codegraph/index.html
index 1a01ef18e..afdfde86b 100644
--- a/docs/ecp-landing/zh-TW/compare/codegraph/index.html
+++ b/docs/ecp-landing/zh-TW/compare/codegraph/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp 對比 codegraph 與 GitNexus · ecp vs codegraph","description":"三個程式碼圖譜工具，同一份 checkout，同一台機器。","inLanguage":"zh-TW","url":"https://coseto6125.github.io/egent-code-plexus/zh-TW/compare/codegraph/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp 對比 codegraph 與 GitNexus · ecp vs codegraph","description":"三個程式碼圖譜工具，同一份 checkout，同一台機器。","inLanguage":"zh-TW","url":"https://coseto6125.github.io/egent-code-plexus/zh-TW/compare/codegraph/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">這些數字沒有告訴你的事</h2>
         <p class="hero-answer compare-limits">它們來自一台機器、一組版本、兩個 corpus。它們沒有回答哪個工具的 API 比較合你的用法、語言覆蓋是否對得上你的技術棧，也沒有回答在跟這兩份形狀不同的 repo 上會怎樣。冷索引輸掉的工具，如果它能回答其他兩者答不出的問題，仍然可能是對的選擇。<strong>決定之前請在你自己的 repo 上重跑一次</strong>，指令在各專案的 README 裡。</p>
-        <p class="table-caption">數字對應 ecp 0.16.2。有誤請開 issue 指正。</p>
+        <p class="table-caption">數字對應 ecp 0.16.3。有誤請開 issue 指正。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — 為 agent 而生，不是為 IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/zh-TW/compare/gitnexus/index.html b/docs/ecp-landing/zh-TW/compare/gitnexus/index.html
index da04da40b..d8c6ca1b4 100644
--- a/docs/ecp-landing/zh-TW/compare/gitnexus/index.html
+++ b/docs/ecp-landing/zh-TW/compare/gitnexus/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp 對比 codegraph 與 GitNexus · ecp vs gitnexus","description":"三個程式碼圖譜工具，同一份 checkout，同一台機器。","inLanguage":"zh-TW","url":"https://coseto6125.github.io/egent-code-plexus/zh-TW/compare/gitnexus/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp 對比 codegraph 與 GitNexus · ecp vs gitnexus","description":"三個程式碼圖譜工具，同一份 checkout，同一台機器。","inLanguage":"zh-TW","url":"https://coseto6125.github.io/egent-code-plexus/zh-TW/compare/gitnexus/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -113,7 +113,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
 
         <h2 class="section-heading">這些數字沒有告訴你的事</h2>
         <p class="hero-answer compare-limits">它們來自一台機器、一組版本、兩個 corpus。它們沒有回答哪個工具的 API 比較合你的用法、語言覆蓋是否對得上你的技術棧，也沒有回答在跟這兩份形狀不同的 repo 上會怎樣。冷索引輸掉的工具，如果它能回答其他兩者答不出的問題，仍然可能是對的選擇。<strong>決定之前請在你自己的 repo 上重跑一次</strong>，指令在各專案的 README 裡。</p>
-        <p class="table-caption">數字對應 ecp 0.16.2。有誤請開 issue 指正。</p>
+        <p class="table-caption">數字對應 ecp 0.16.3。有誤請開 issue 指正。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — 為 agent 而生，不是為 IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/zh-TW/compare/index.html b/docs/ecp-landing/zh-TW/compare/index.html
index d6c8ead37..6299cb93f 100644
--- a/docs/ecp-landing/zh-TW/compare/index.html
+++ b/docs/ecp-landing/zh-TW/compare/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp 對比 codegraph 與 GitNexus","description":"三個程式碼圖譜工具，同一份 checkout，同一台機器。","inLanguage":"zh-TW","url":"https://coseto6125.github.io/egent-code-plexus/zh-TW/compare/","dateModified":"2026-10-22","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"ecp 對比 codegraph 與 GitNexus","description":"三個程式碼圖譜工具，同一份 checkout，同一台機器。","inLanguage":"zh-TW","url":"https://coseto6125.github.io/egent-code-plexus/zh-TW/compare/","dateModified":"2026-10-23","about":[{"@type":"SoftwareApplication","name":"ecp","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},{"@type":"SoftwareApplication","name":"codegraph","applicationCategory":"DeveloperApplication","url":"https://github.com/colbymchenry/codegraph"},{"@type":"SoftwareApplication","name":"gitnexus","applicationCategory":"DeveloperApplication","url":"https://github.com/abhigyanpatwari/GitNexus"}],"isBasedOn":"https://github.com/coseto6125/egent-code-plexus#-performance-receipts"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -117,7 +117,7 @@ <h3 class="mono accent">abhigyanpatwari/GitNexus</h3>
         </ul>
         <h2 class="section-heading">這些數字沒有告訴你的事</h2>
         <p class="hero-answer compare-limits">它們來自一台機器、一組版本、兩個 corpus。它們沒有回答哪個工具的 API 比較合你的用法、語言覆蓋是否對得上你的技術棧，也沒有回答在跟這兩份形狀不同的 repo 上會怎樣。冷索引輸掉的工具，如果它能回答其他兩者答不出的問題，仍然可能是對的選擇。<strong>決定之前請在你自己的 repo 上重跑一次</strong>，指令在各專案的 README 裡。</p>
-        <p class="table-caption">數字對應 ecp 0.16.2。有誤請開 issue 指正。</p>
+        <p class="table-caption">數字對應 ecp 0.16.3。有誤請開 issue 指正。</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — 為 agent 而生，不是為 IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/zh-TW/index.html b/docs/ecp-landing/zh-TW/index.html
index c493ff2f5..7fcab8917 100644
--- a/docs/ecp-landing/zh-TW/index.html
+++ b/docs/ecp-landing/zh-TW/index.html
@@ -38,7 +38,7 @@
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     <meta name="twitter:image" content="https://coseto6125.github.io/egent-code-plexus/og.png">
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     <script type="application/ld+json">{"@context":"https://schema.org","@type":"FAQPage","inLanguage":"zh-TW","mainEntity":[{"@type":"Question","name":"為什麼「誠實的不知道」比「模糊的猜測」重要？","acceptedAnswer":{"@type":"Answer","text":"在 agent 溝通的過程中，LLM 很容易呈現閉世界假設。對 LLM 來說，任何未知都可能被當成不存在，所以必須讓 LLM 認知到「不知道」是非常重要的，這能避免 LLM 產生幻覺。在知道「不知道」的情況下，LLM 才能深挖更深層的問題，找到實際答案，而不是因為工具掩蓋了不知道，讓 LLM 以為不知道的事情不存在。所以 BlindSpot 的價值不是補完整圖譜，而是誠實揭露圖譜的邊界。沒有標出 BlindSpot 時，人類工程師可能還會懷疑這裡有暗坑；但 Agent 可能會直接把「沒有邊」理解成「沒有依賴」。這對大型系統非常危險。"}},{"@type":"Question","name":"ecp peers 是否代表未來會是多 Agent 並行開發？","acceptedAnswer":{"@type":"Answer","text":"實際上所有先進的 Agentic Developer 或 Department 都已經開始逐步採用這個機制，但更多是在工作流上實現。工作流的建立往往複雜且龐大，但透過簡單的 peer 設計，就能讓 code agent 在開發中彼此即時互通當前開發資訊，避免重工或引入雙方開發間的衝突問題。現今我們有 sub-agent 的開發模式，但這種 sub-agent 機制只是對單一 session 的拓展。Sub-agent 只是完成 main agent 交付的任務。透過 ecp peers，我希望達成的是一群龐大的 main agent 在互通資訊的情況下，完成更龐大的計畫，而不只是透過文件紀錄來達到溝通。這樣的設計更能即時推進彼此進度，也能完成更大規模的設計規劃。"}},{"@type":"Question","name":"為什麼是 mmap + rkyv 的 stateless 架構？","acceptedAnswer":{"@type":"Answer","text":"mmap 與 rkyv 的 stateless 概念，取決於效能和穩定性。當啟動 server 後，server 可以擁有狀態，但為了維護狀態，我們需要更多複雜流程與程式碼去確保所有狀態的穩定性。每一次與 server 的交互都是成本；必要 cache 也是記憶體成本。諸多限制會造成效能低落。透過 mmap，所有 agent 共享底層共通資源，彼此不需要擁有狀態，而是透過近乎即時查詢的靜態資料工作。以實測來看，1.6 萬檔案、30 萬級節點的 graph 建立只需要 2 到 3 秒，產生的 graph.bin 實際不到 70 MB。因為是共享的 mmap 設計，各項 CLI 查詢基本落在 100 ms 以內。這個模型對 Agent 很重要，因為 Agent 系統本來就高併發、短生命、容易重啟、容易跨 session。Stateless 不是只為了快，而是為了讓失敗模式變少。"}},{"@type":"Question","name":"ECP 是否從解析程式碼走向理解架構？","acceptedAnswer":{"@type":"Answer","text":"是。AI Agent 在軟體開發裡更大的挑戰，正在從「能不能寫對一個 Function」轉向「能不能在大型系統裡不破壞既有架構約束」。單一 function 的正確性可以靠型別、測試、lint、局部上下文解決；但真實系統的風險常常藏在跨檔案、跨服務、跨語言、跨時間的約束裡。LLM 可以透過基礎圖譜查詢自己推導，但那不是穩定方案。問題不在於 LLM 不會推理，而是每次都讓它從低階節點和邊重新發現架構模式，成本高、結果不一致，也容易漏掉「負空間」。所以 ECP 內建 Saga、EventTopic 這類模式偵測，是把高風險、常見、可結構化的架構知識提前升級成一等訊號。更準確地說，它應該是 Agent 的架構雷達：在動手改程式碼前，把高信心約束、可能的隱性耦合、需要人工驗證的 heuristic 明確攤開。"}},{"@type":"Question","name":"ECP 與 GitNexus 的關係是什麼？","acceptedAnswer":{"@type":"Answer","text":"GitNexus 不是我的項目，而是我的項目起源。我是透過使用 GitNexus 遇到一些問題：效能、多個 daemon server、以及多個架構瓶頸，於是自主開發了 Rust 架構。第一個臨界點是常駐狀態開始反過來限制 Agent 工作流。多個 Agent、不同 worktree、不同 repo、不同分支同時查詢時，daemon 模型很容易變成隱性協調問題。第二個臨界點是查詢頻率的想像變了。我想要的是更接近 Agent 的 L1 / L2 cache：每次改檔前、rename 前、review 前、impact 分析前，都可以毫秒級查一次。到這個頻率後，Node.js daemon 的成本都會變得刺眼。所以 Rust stateless 架構的核心判斷是：把 graph 做成固定格式的 graph.bin，讓每次 CLI / MCP 查詢都直接 mmap，不用暖機、不靠 daemon 狀態、不需要相信某個長生命 process。"}},{"@type":"Question","name":"ecp dev pr-analyze 與 Merge Queue 的故事是什麼？","acceptedAnswer":{"@type":"Answer","text":"最早我沒有想重造 merge queue。我只是想把 ecp impact 的訊號餵給現有隊列，所以做了 ecp dev pr-analyze，讓 workflow 自動標上 area、risk、cross-pr-conflict。但 dogfooding 後發現，真正有價值的不是 queue 本身，而是「用 graph 判斷 PR 是否能安全並行」。如果兩個 PR 即使改不同檔案，只要一個改到另一個 blast radius 內的 symbol，就會被視為語意衝突。反過來，如果兩個 PR 位於不相關 area，且 impact set 沒交集，就可以被標成低風險、無 cross-PR conflict，交給 workflow 做更積極的合併。這項功能真正節省的不是單次 CI 時間，而是減少 PR 互相 drift 導致不斷 rebase 與 rerun CI 的循環。ECP 在這裡的願景是：把 merge queue 從「按時間排隊」提升成「按結構風險調度」。"}},{"@type":"Question","name":"Agent 開發的真正瓶頸是什麼？","acceptedAnswer":{"@type":"Answer","text":"傳統人類團隊用來管理變更的節奏並不能說是錯誤，而是在整個流程制度上應該更自動化，以免阻礙開發。現在 Agent coding 速度非常快，但阻礙的反倒是人們的擔心害怕。擔心程式碼相互衝突、擔心 LLM 改 A 壞 B、擔心各種程式碼出錯，這些恐懼反倒成為阻礙開發的最大問題。隨著未來每個人、每個團隊、每間公司開發的項目都指數型成長，類似工具會更重要，而效能會成為致命關鍵。如何讓 LLM 更快理解當前架構，而不是靠長期記憶的 context 處理，變得相對重要。我們更應該透過原始程式碼讓 LLM 了解架構，而不是透過文字紀錄當前程式架構，因為只有原始程式碼才是 the only truth。"}},{"@type":"Question","name":"AI Agent 時代的 documentation 會變成什麼？","acceptedAnswer":{"@type":"Answer","text":"AI Agent 時代的 documentation 反倒會變成「流程圖」最重要，因為人需要管理的是流程與架構設計。透過圖表，我們能快速看到每個設計，但程式碼如何生成、工具如何驗證、Agent 如何消費，將會逐漸變得不那麼重要。但底層核心設計仍應該記錄，例如如何利用 cache、是否該有 warm-up、client timeout 該設多少等。這些設計文件仍然重要，只是會抽象到更大的範圍。正確來說，所有文件都會再往更高維度的設計移動。就像我們現在寫程式不會再去深究機器碼如何編譯、如何運行。包含目前所設計的 Egent Code Plexus，也只是當前時代下因應趨勢的過渡產物。"}},{"@type":"Question","name":"ECP 的產品邊界是什麼？","acceptedAnswer":{"@type":"Answer","text":"ECP 應該專注在成為一個極快、可信、source-code-grounded 的結構感知層。這個專案不會、也不需要成為另一個 Codex、Claude Code 或 OpenClaw，而是讓這些需要執行 code agent workflow 的框架，在需要了解程式碼時，可以選用的工具功能。它就是一個 LLM 專用的 grep / read tool。傳統工具回答「這個字串在哪裡？」、「這個檔案內容是什麼？」，而 ECP 要回答的是：「這個 symbol 是誰？」、「它被誰呼叫？」、「它會影響哪些 upstream / downstream？」、「這次 diff 的結構風險是什麼？」。ECP 的核心不是幫 Agent 做決策，而是提供 Agent 做決策前必須知道的結構事實。"}},{"@type":"Question","name":"CLI、MCP 與工具介面的取捨是什麼？","acceptedAnswer":{"@type":"Answer","text":"最重要的產品介面是 CLI。MCP 有較多維護上的麻煩，但因為不是每個 code agent framework 都可以 native 呼叫 CLI，所以採用了雙重架構，同時擁有 MCP 去引導使用 CLI 呼叫。但更好的方式應該是讓工具能直接內嵌為 CLI tool，就如同 read 那樣。這對提高效能與減少 token 都是一大幫助。CLI 的優勢是簡單、低維護、容易測試、容易放進 CI，也沒有 server lifecycle、tool registration、schema 相容與 session 狀態問題。MCP 的價值是相容層，不是核心抽象。"}},{"@type":"Question","name":"Skill 應該是約束還是引導？","acceptedAnswer":{"@type":"Answer","text":"這些設計在被 LLM 學習起來之前，都需要 skill 去規範與引導。就如同人類還沒學會用火之前，是不知道火的用途。但隨著這些知識被廣泛運用，多數的人應該沒有上過如何使用火的課程與引導。目前還是需要透過 skill 去規範與引導，除非哪天 LLM 內建了此類相關知識。但我希望 skill 不是用來約束 LLM 該如何使用工具，而是一種引導。工具應該描述它的功能，而如何使用則是透過 skill 做基本引導，也能依照個人需求調整。更希望的當然是 LLM 自主理解而做到更廣泛的運用。"}},{"@type":"Question","name":"ECP Skill 最核心的第一原則是什麼？","acceptedAnswer":{"@type":"Answer","text":"「所有行動都應該從可驗證的結構事實出發，而不是從上下文幻覺出發。」任何前文都可能成為幻覺，只有即時確認的情況才可驗證。這也就是為何會想設計出 peer 的功能：透過 hook / peer 達到半即時互動，以避免開發衝突問題產生。"}}]}</script>
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     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Install Egent Code Plexus and index a repository","inLanguage":"zh-TW","step":[{"@type":"HowToStep","name":"Install the binary","text":"curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh"},{"@type":"HowToStep","name":"Index a repository","text":"ecp admin index --repo ."},{"@type":"HowToStep","name":"Ask a structural question","text":"ecp impact --target \u003csymbol> --direction upstream"}]}</script>
@@ -72,7 +72,7 @@
         <div class="container hero-content">
             <h1 class="hero-title">
                 Egent Code Plexus
-                <span class="hero-version">v0.16.2</span>
+                <span class="hero-version">v0.16.3</span>
             </h1>
             <p class="hero-tagline mono" data-i18n="hero.tagline">Built for agents, not IDEs.</p>
             <p class="hero-subtitle" data-i18n="hero.subtitle">專為 AI Agent 設計的程式碼結構感知與架構雷達</p>
diff --git a/docs/ecp-landing/zh-TW/integrations/claude-code/index.html b/docs/ecp-landing/zh-TW/integrations/claude-code/index.html
index 3eed90be3..36f28d14c 100644
--- a/docs/ecp-landing/zh-TW/integrations/claude-code/index.html
+++ b/docs/ecp-landing/zh-TW/integrations/claude-code/index.html
@@ -32,7 +32,7 @@
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-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — 整合方式","description":"Claude Code 透過三個彼此獨立的通道讀 ecp：隨著 repo 變動重建索引的 settings.json hook、告訴模型何時該用圖查詢而不是 grep 的 skill 包，以及透過 claude mcp add-json 註冊的 MCP server。要哪個裝哪個，彼此沒有相依。","inLanguage":"zh-TW","url":"https://coseto6125.github.io/egent-code-plexus/zh-TW/integrations/claude-code/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Claude Code — 整合方式","description":"Claude Code 透過三個彼此獨立的通道讀 ecp：隨著 repo 變動重建索引的 settings.json hook、告訴模型何時該用圖查詢而不是 grep 的 skill 包，以及透過 claude mcp add-json 註冊的 MCP server。要哪個裝哪個，彼此沒有相依。","inLanguage":"zh-TW","url":"https://coseto6125.github.io/egent-code-plexus/zh-TW/integrations/claude-code/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Claude Code","applicationCategory":"DeveloperApplication","url":"https://claude.com/claude-code"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Claude Code — 整合方式","inLanguage":"zh-TW","description":"Claude Code 透過三個彼此獨立的通道讀 ecp：隨著 repo 變動重建索引的 settings.json hook、告訴模型何時該用圖查詢而不是 grep 的 skill 包，以及透過 claude mcp add-json 註冊的 MCP server。要哪個裝哪個，彼此沒有相依。","step":[{"@type":"HowToStep","position":1,"name":"ecp admin claude install hooks","text":"ecp admin claude install hooks"},{"@type":"HowToStep","position":2,"name":"ecp admin claude install skills","text":"ecp admin claude install skills"},{"@type":"HowToStep","position":3,"name":"ecp admin claude install mcp-server","text":"ecp admin claude install mcp-server"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">確認裝好了</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin claude status</code></li></ul>
         <h2 class="section-heading">要知道的事</h2>
         <p class="hero-answer compare-limits">skill 比工具本身更關鍵。模型叫得動 ecp、但沒有規則告訴它什麼時候該叫，第一反應仍然是 grep。只裝一部分是常態，<code class="mono">ecp admin claude status</code> 會逐項列出哪些真的裝上了。</p>
-        <p class="table-caption">本頁每一條指令都來自 ecp 0.16.2 執行檔本身的 help 輸出。</p>
+        <p class="table-caption">本頁每一條指令都來自 ecp 0.16.3 執行檔本身的 help 輸出。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — 為 agent 而生，不是為 IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/zh-TW/integrations/codex/index.html b/docs/ecp-landing/zh-TW/integrations/codex/index.html
index dacb7471c..61ca58d19 100644
--- a/docs/ecp-landing/zh-TW/integrations/codex/index.html
+++ b/docs/ecp-landing/zh-TW/integrations/codex/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — 整合方式","description":"Codex CLI 吃的是教它何時該下結構查詢的 skill，查詢本身則有兩條路：透過 ~/.codex/config.toml 走 MCP，或走原生工具骨架。","inLanguage":"zh-TW","url":"https://coseto6125.github.io/egent-code-plexus/zh-TW/integrations/codex/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Codex CLI — 整合方式","description":"Codex CLI 吃的是教它何時該下結構查詢的 skill，查詢本身則有兩條路：透過 ~/.codex/config.toml 走 MCP，或走原生工具骨架。","inLanguage":"zh-TW","url":"https://coseto6125.github.io/egent-code-plexus/zh-TW/integrations/codex/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Codex CLI","applicationCategory":"DeveloperApplication","url":"https://developers.openai.com/codex/cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Codex CLI — 整合方式","inLanguage":"zh-TW","description":"Codex CLI 吃的是教它何時該下結構查詢的 skill，查詢本身則有兩條路：透過 ~/.codex/config.toml 走 MCP，或走原生工具骨架。","step":[{"@type":"HowToStep","position":1,"name":"ecp admin codex install skills","text":"ecp admin codex install skills"},{"@type":"HowToStep","position":2,"name":"ecp admin codex install native-tools","text":"ecp admin codex install native-tools"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">確認裝好了</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin codex status</code></li></ul>
         <h2 class="section-heading">要知道的事</h2>
         <p class="hero-answer compare-limits"><code class="mono">native-tools</code> 產生的是給 openai/codex 分支用的骨架，不是給已發佈執行檔的 patch。除非你自己編 Codex，能用的是 MCP 那條路。</p>
-        <p class="table-caption">本頁每一條指令都來自 ecp 0.16.2 執行檔本身的 help 輸出。</p>
+        <p class="table-caption">本頁每一條指令都來自 ecp 0.16.3 執行檔本身的 help 輸出。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — 為 agent 而生，不是為 IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/zh-TW/integrations/gemini-cli/index.html b/docs/ecp-landing/zh-TW/integrations/gemini-cli/index.html
index 1658a8c71..c45640871 100644
--- a/docs/ecp-landing/zh-TW/integrations/gemini-cli/index.html
+++ b/docs/ecp-landing/zh-TW/integrations/gemini-cli/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — 整合方式","description":"Gemini CLI 需要兩塊：原生 skill，以及透過 gemini mcp add 加入的 stdio MCP 註冊。","inLanguage":"zh-TW","url":"https://coseto6125.github.io/egent-code-plexus/zh-TW/integrations/gemini-cli/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Gemini CLI — 整合方式","description":"Gemini CLI 需要兩塊：原生 skill，以及透過 gemini mcp add 加入的 stdio MCP 註冊。","inLanguage":"zh-TW","url":"https://coseto6125.github.io/egent-code-plexus/zh-TW/integrations/gemini-cli/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Gemini CLI","applicationCategory":"DeveloperApplication","url":"https://github.com/google-gemini/gemini-cli"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Gemini CLI — 整合方式","inLanguage":"zh-TW","description":"Gemini CLI 需要兩塊：原生 skill，以及透過 gemini mcp add 加入的 stdio MCP 註冊。","step":[{"@type":"HowToStep","position":1,"name":"ecp admin gemini install native-skill","text":"ecp admin gemini install native-skill"},{"@type":"HowToStep","position":2,"name":"ecp admin gemini install mcp-server","text":"ecp admin gemini install mcp-server"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">確認裝好了</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin gemini status</code></li></ul>
         <h2 class="section-heading">要知道的事</h2>
         <p class="hero-answer compare-limits">兩者分開安裝，裝了一個不代表另一個也在。<code class="mono">ecp admin gemini status</code> 會各自報一行。</p>
-        <p class="table-caption">本頁每一條指令都來自 ecp 0.16.2 執行檔本身的 help 輸出。</p>
+        <p class="table-caption">本頁每一條指令都來自 ecp 0.16.3 執行檔本身的 help 輸出。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — 為 agent 而生，不是為 IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/zh-TW/integrations/index.html b/docs/ecp-landing/zh-TW/integrations/index.html
index face73306..f56f9d8b2 100644
--- a/docs/ecp-landing/zh-TW/integrations/index.html
+++ b/docs/ecp-landing/zh-TW/integrations/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"整合方式 — Egent Code Plexus — 為 agent 而生，不是為 IDE","description":"agent 透過四種通道之一接上 ecp：讓索引保持熱的設定 hook、告訴模型什麼時候該用結構查詢而不是文字搜尋的 skill、把查詢包成工具的 MCP server，以及 host 專屬的插件。多數 host 可以同時吃好幾種，每一種都獨立安裝。","inLanguage":"zh-TW","url":"https://coseto6125.github.io/egent-code-plexus/zh-TW/integrations/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"整合方式 — Egent Code Plexus — 為 agent 而生，不是為 IDE","description":"agent 透過四種通道之一接上 ecp：讓索引保持熱的設定 hook、告訴模型什麼時候該用結構查詢而不是文字搜尋的 skill、把查詢包成工具的 MCP server，以及 host 專屬的插件。多數 host 可以同時吃好幾種，每一種都獨立安裝。","inLanguage":"zh-TW","url":"https://coseto6125.github.io/egent-code-plexus/zh-TW/integrations/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Egent Code Plexus","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/egent-code-plexus"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -77,7 +77,7 @@ <h2 class="section-heading">各 host 支援的通道</h2>
             </div>
         <h2 class="section-heading">逐一說明</h2>
         <ul class="compare-method"><li><a href="claude-code/">Claude Code</a></li><li><a href="codex/">Codex CLI</a></li><li><a href="gemini-cli/">Gemini CLI</a></li><li><a href="mcp/">Any MCP host</a></li><li><a href="orca/">Orca</a></li></ul>
-        <p class="table-caption">本頁每一條指令都來自 ecp 0.16.2 執行檔本身的 help 輸出。</p>
+        <p class="table-caption">本頁每一條指令都來自 ecp 0.16.3 執行檔本身的 help 輸出。</p>
         <p class="compare-back"><a href="../">&larr; Egent Code Plexus — 為 agent 而生，不是為 IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/zh-TW/integrations/mcp/index.html b/docs/ecp-landing/zh-TW/integrations/mcp/index.html
index ceba49b7b..dc7519fc5 100644
--- a/docs/ecp-landing/zh-TW/integrations/mcp/index.html
+++ b/docs/ecp-landing/zh-TW/integrations/mcp/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — 整合方式","description":"ecp admin mcp serve 是一個 stdio JSON-RPC 的 MCP server，對外開 20 個工具，所以任何講 MCP 的 host 都叫得動這張圖。把 host 指向這個執行檔即可，ecp 這側不需要另外註冊。","inLanguage":"zh-TW","url":"https://coseto6125.github.io/egent-code-plexus/zh-TW/integrations/mcp/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Any MCP host — 整合方式","description":"ecp admin mcp serve 是一個 stdio JSON-RPC 的 MCP server，對外開 20 個工具，所以任何講 MCP 的 host 都叫得動這張圖。把 host 指向這個執行檔即可，ecp 這側不需要另外註冊。","inLanguage":"zh-TW","url":"https://coseto6125.github.io/egent-code-plexus/zh-TW/integrations/mcp/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Any MCP host","applicationCategory":"DeveloperApplication","url":"https://modelcontextprotocol.io"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
 </head>
 <body class="theme-dark">
 <header class="navbar">
@@ -71,7 +71,7 @@ <h2 class="section-heading">確認裝好了</h2>
         <ul class="compare-method"><li><code class="mono">ecp admin mcp tools</code></li></ul>
         <h2 class="section-heading">要知道的事</h2>
         <p class="hero-answer compare-limits">Cursor、Windsurf、Cline / Roo Code、Copilot 的自動安裝器還沒寫，執行後只會印一行佔位訊息，不會真的改設定檔。這幾家目前要自己貼上面那段 JSON，所以這裡直接把它印出來，而不是藏在一個指令後面。</p>
-        <p class="table-caption">本頁每一條指令都來自 ecp 0.16.2 執行檔本身的 help 輸出。</p>
+        <p class="table-caption">本頁每一條指令都來自 ecp 0.16.3 執行檔本身的 help 輸出。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — 為 agent 而生，不是為 IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/zh-TW/integrations/orca/index.html b/docs/ecp-landing/zh-TW/integrations/orca/index.html
index 79036c1c6..059f3e50c 100644
--- a/docs/ecp-landing/zh-TW/integrations/orca/index.html
+++ b/docs/ecp-landing/zh-TW/integrations/orca/index.html
@@ -32,7 +32,7 @@
     <link rel="preconnect" href="https://fonts.googleapis.com">
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Fira+Code:wght@400;500;700&family=Inter:wght@400;500;600;800&display=swap" rel="stylesheet">
-    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — 整合方式","description":"Orca 用插件的形式安裝 ecp：把這個 repo 加成 marketplace 來源，再從清單安裝 ECP Code Graph。之後 Orca 每開一個 worktree 就會在背景索引，面板則把 index、impact、summary 放在一次點擊的距離內。","inLanguage":"zh-TW","url":"https://coseto6125.github.io/egent-code-plexus/zh-TW/integrations/orca/","dateModified":"2026-10-22","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
+    <script type="application/ld+json">{"@context":"https://schema.org","@type":"TechArticle","headline":"Orca — 整合方式","description":"Orca 用插件的形式安裝 ecp：把這個 repo 加成 marketplace 來源，再從清單安裝 ECP Code Graph。之後 Orca 每開一個 worktree 就會在背景索引，面板則把 index、impact、summary 放在一次點擊的距離內。","inLanguage":"zh-TW","url":"https://coseto6125.github.io/egent-code-plexus/zh-TW/integrations/orca/","dateModified":"2026-10-23","about":{"@type":"SoftwareApplication","name":"Orca","applicationCategory":"DeveloperApplication","url":"https://github.com/coseto6125/ecp-orca-plugin"},"isBasedOn":"https://github.com/coseto6125/egent-code-plexus"}</script>
     <script type="application/ld+json">{"@context":"https://schema.org","@type":"HowTo","name":"Orca — 整合方式","inLanguage":"zh-TW","description":"Orca 用插件的形式安裝 ecp：把這個 repo 加成 marketplace 來源，再從清單安裝 ECP Code Graph。之後 Orca 每開一個 worktree 就會在背景索引，面板則把 index、impact、summary 放在一次點擊的距離內。","step":[{"@type":"HowToStep","position":1,"name":"https://github.com/coseto6125/ecp-orca-plugin.git","text":"https://github.com/coseto6125/ecp-orca-plugin.git"}]}</script>
 </head>
 <body class="theme-dark">
@@ -68,7 +68,7 @@ <h2 class="section-heading">確認裝好了</h2>
         <ul class="compare-method"><li><code class="mono">ecp summary</code></li></ul>
         <h2 class="section-heading">要知道的事</h2>
         <p class="hero-answer compare-limits">插件不會幫你安裝 ecp 執行檔，而且它跑在 Orca 客戶端那台機器上，即使 worktree 在另一台也一樣。ecp 要裝在程式碼所在的那一側。</p>
-        <p class="table-caption">本頁每一條指令都來自 ecp 0.16.2 執行檔本身的 help 輸出。</p>
+        <p class="table-caption">本頁每一條指令都來自 ecp 0.16.3 執行檔本身的 help 輸出。</p>
         <p class="compare-back"><a href="../../">&larr; Egent Code Plexus — 為 agent 而生，不是為 IDE</a></p>
     </main>
 
diff --git a/docs/ecp-landing/zh-TW/llms.txt b/docs/ecp-landing/zh-TW/llms.txt
index 5fdf76e53..df8d00ef2 100644
--- a/docs/ecp-landing/zh-TW/llms.txt
+++ b/docs/ecp-landing/zh-TW/llms.txt
@@ -5,7 +5,7 @@
 > does this change break, which routes and database tables does this service
 > reach — over 31 languages in one graph.
 
-Version: 0.16.2
+Version: 0.16.3
 Repository: https://github.com/coseto6125/egent-code-plexus
 License: MIT
 Install: curl -sSfL https://github.com/coseto6125/egent-code-plexus/releases/latest/download/install.sh | sh