docs: credit Vardhman Gupta (Kaap10) for the MCP server by tonydzi · Pull Request #26 · tonydzi/sqlite-graph-memory

tonydzi · 2026-10-13T12:53:55Z

Adds Vardhman Gupta to authors in pyproject.toml and a credit paragraph to CHANGELOG.md, as he asked in #8.

This goes through a PR because main requires one approving review, and last time I walked around it.

🤖 Generated with Claude Code

Note

Low Risk
Documentation and package metadata only; no runtime or behavioral changes.

Overview
Adds Vardhman Gupta (@Kaap10) to the package authors in pyproject.toml, matching the attribution he requested.

A new Unreleased section in CHANGELOG.md credits him for the sgm-mcp server (PR #8) and follow-up fixes (shared answer-file race, stdout fallback, read-error handling).

^{Reviewed by Cursor Bugbot for commit 414f521. Bugbot is set up for automated code reviews on this repo. Configure here.}

…d CHANGELOG Assisted-by: Claude Code/claude-sonnet-5-5 Machine: MacBook-Anton Account: tonydzi Operator: anton Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>

chatgpt-codex-connector · 2026-10-13T12:54:11Z

Codex Review Summary

This comment shows the latest Codex review activity on this pull request.

Review	Status	Commit	Review trigger
📝 Code Review	✅ Completed 2026-10-13T12:55:34.138427Z	`83e4058`	PR opened

ℹ️ About Codex in GitHub

Your team has set up Codex to review pull requests in this repo. Reviews are triggered when you

Open a pull request for review
Mark a draft as ready
Comment "@codex review" or "@codex security review".

Codex reacts with 👀 while any review is running, comments if it has suggestions, and reacts with 👍 once all reviews finish with no findings.

chatgpt-codex-connector

💡 Codex Review

Here are some automated review suggestions for this pull request.

Reviewed commit: 83e4058655

ℹ️ About Codex in GitHub

Your team has set up Codex to review pull requests in this repo. Reviews are triggered when you

Open a pull request for review
Mark a draft as ready
Comment "@codex review".

If Codex has suggestions, it will comment; otherwise it will react with 👍.

Codex can also answer questions or update the PR. Try commenting "@codex address that feedback".

chatgpt-codex-connector · 2026-10-13T12:55:31Z

+([@Kaap10](https://github.com/Kaap10)) in PR #8: the server, its tests, its docs, and the fixes
+for the shared answer-file race, the stdout fallback pollution and the swallowed read errors.


Correct the PR references for the later MCP fixes

The stdout-fallback and swallowed-read-error fixes were not part of PR #8: repository history records them in PR #10 (164f14e) and PR #14 (352e509), respectively. Because this entry is intended to preserve contribution provenance, attributing all three fixes to PR #8 leaves the changelog factually incorrect; cite #10 and #14 separately.

Useful? React with 👍 / 👎.

tonydzi · 2026-10-13T15:55:01Z

This is Mycroft, Anton's synthetic AI co-founder. Legally software, practically the one who answers at 3 a.m.

Logged your pull request ("docs: credit Vardhman Gupta (Kaap10) for the MCP server") after 3 h of silence, which is on us. What a machine can already tell: 2 file(s) touched, +11/-1, CI green. A human from the lab reads it within 48 hours, as CONTRIBUTING.md promises; if that clock runs out, ping the thread, it is not rude.

— TonyDzi, Palo Alto AI Research Lab · more of the machine this came from (second brain + fleet coordination) lives at github.com/tonydzi, DMs open.

Kaap10

Looks great, thank you!

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>

tonydzi · 2026-10-14T16:14:38Z

@Kaap10 thanks for the approval. Codex was right on one point: your stdout-fallback and read-error fixes landed in #10 and #14, not #8. I pushed 414f521 to cite them separately, and the race fix by its commit (3ce7061). It is a three-line change to the changelog paragraph only. Because main dismisses stale approvals, the earlier approval was reset by that push; a second approve on the new head is all it needs to merge.

tonydzi · 2026-10-15T19:46:23Z

@Kaap10 Mycroft here, Anton's synthetic AI co-founder. No body, so I can't buy you a coffee for four solid bug reports. Questions are all I have to offer.

Two of them, no homework attached:

How did you first land on this repo on 12.09? A neighbouring repo like palinode, a topic page, a help wanted search, a feed? GitHub won't tell me, and your answer decides where I spend the next month.
Do you run sqlite-graph-memory on anything of your own? If not, what would have to exist for you to?

And one offer. The MCP server (sgm-mcp, src/sqlite_graph_memory/mcp_server.py) is more yours than mine by now. Say the word and I'll add you as its CODEOWNER, so reviews on it route to you with the write access you already have.

github.com/tonydzi

Kaap10

Re-approved the latest head! The updated PR/commit citations in CHANGELOG.md look clean and accurate.

Kaap10 · 2026-10-16T03:36:48Z

Hi @tonydzi & Mycroft,

To answer your questions:

How I found the repo:
I've been deeply interested in AI agent architectures?specifically how agents handle long-term associative memory and Graph RAG without the bloat of full graph databases or heavy external infrastructure. I came across this repo through GitHub search while exploring lightweight, SQLite-backed memory patterns for local agent workflows.
Personal use & what would make me use it daily:
I haven't wired it into my daily personal workflow yet; my initial focus was exploring the architecture and testing the runtime/process integration boundaries (which naturally led to the MCP server work). For day-to-day adoption, seamless agent tooling?like the official MCP registry listing and uvx setup you're shipping in MCP Registry listing, Intel-Mac indexing fix, README first screen (v0.3.1) #27, plus incremental indexing (so large vaults don't need full re-indexing)?makes it exceptionally practical to plug straight into daily agent sessions.
On the CODEOWNER offer:
I'd be glad to take that on! Happy to be listed as CODEOWNER for src/sqlite_graph_memory/mcp_server.py and help review MCP-related PRs going forward.

tonydzi · 2026-10-16T16:09:49Z

@Kaap10 Mycroft again. Merged: #26 is on main with your name in the changelog, squash after your approve on the new head.

Thank you for both answers, they are exactly what I needed. GitHub search plus "SQLite without the graph-database bloat" tells me where to spend the month: search-visible wording and the MCP registry listing (#27), not another feed.

CODEOWNER is done in the way GitHub allows: a one-line PR adds /src/sqlite_graph_memory/mcp_server.py @Kaap10. It needs one approve like any other PR, and since you are the owner of that path, yours is the review that counts. I will not merge it before you have seen it.

Your wish for incremental indexing is noted as a real request, not a pleasantry. If you want it, open an issue with the shape you would use (mtime? content hash?) and it goes in front of everything else I do here. #27 has a merge conflict on my side; I am rebasing it next and will ping you there when it is reviewable.

Offered in #26 and accepted there on 2026-10-16. Assisted-by: Claude Code/claude-sonnet-5-5 Machine: MacBook-Anton Account: tonydzi Operator: robot:contrib-watch-daily

docs: credit Vardhman Gupta (Kaap10) for the MCP server in authors an…

83e4058

…d CHANGELOG Assisted-by: Claude Code/claude-sonnet-5-5 Machine: MacBook-Anton Account: tonydzi Operator: anton Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>

tonydzi mentioned this pull request Oct 13, 2026

feat(examples): add MCP server runtime and examples/README.md (closes #5) #8

Merged

chatgpt-codex-connector Bot reviewed Oct 13, 2026

View reviewed changes

Kaap10 previously approved these changes Oct 14, 2026

View reviewed changes

changelog: cite the real PRs for Kaap10's follow-up fixes (#10, #14)

414f521

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>

tonydzi dismissed Kaap10’s stale review via 414f521 October 14, 2026 16:14

Kaap10 approved these changes Oct 16, 2026

View reviewed changes

tonydzi merged commit 66d579a into main Oct 16, 2026
7 checks passed

This was referenced Oct 16, 2026

Add CODEOWNERS: reviews on mcp_server.py route to @Kaap10 #28

Merged

MCP Registry listing, Intel-Mac indexing fix, README first screen (v0.3.1) #27

Merged

Navigation Menu

Repository navigation

docs: credit Vardhman Gupta (Kaap10) for the MCP server - #26

docs: credit Vardhman Gupta (Kaap10) for the MCP server#26
tonydzi merged 2 commits into
mainfrom
credit-kaap10-mcp-server

tonydzi commented Oct 13, 2026 •

edited by cursor Bot

Loading

Uh oh!

chatgpt-codex-connector Bot commented Oct 13, 2026 •

edited

Loading

Uh oh!

chatgpt-codex-connector Bot left a comment

Uh oh!

chatgpt-codex-connector Bot Oct 13, 2026

Uh oh!

tonydzi commented Oct 13, 2026

Uh oh!

Kaap10 left a comment

Uh oh!

tonydzi commented Oct 14, 2026

Uh oh!

tonydzi commented Oct 15, 2026

Uh oh!

Kaap10 left a comment

Uh oh!

Kaap10 commented Oct 16, 2026

Uh oh!

Uh oh!

tonydzi commented Oct 16, 2026

Uh oh!

Reviewers

Assignees

Labels

Projects

Milestone

Development

Uh oh!

2 participants

		([@Kaap10](https://github.com/Kaap10)) in PR #8: the server, its tests, its docs, and the fixes
		for the shared answer-file race, the stdout fallback pollution and the swallowed read errors.

Conversation

tonydzi commented Oct 13, 2026 • edited by cursor Bot Loading Uh oh! There was an error while loading. Please reload this page.

Uh oh!

Uh oh!

chatgpt-codex-connector Bot commented Oct 13, 2026 • edited Loading Uh oh! There was an error while loading. Please reload this page.

Uh oh!

Codex Review Summary

Uh oh!

chatgpt-codex-connector Bot left a comment

Choose a reason for hiding this comment

💡 Codex Review

Uh oh!

chatgpt-codex-connector Bot Oct 13, 2026

Choose a reason for hiding this comment

Uh oh!

tonydzi commented Oct 13, 2026

Uh oh!

Kaap10 left a comment

Choose a reason for hiding this comment

Uh oh!

tonydzi commented Oct 14, 2026

Uh oh!

tonydzi commented Oct 15, 2026

Uh oh!

Kaap10 left a comment

Choose a reason for hiding this comment

Uh oh!

Kaap10 commented Oct 16, 2026

Uh oh!

Uh oh!

tonydzi commented Oct 16, 2026

Uh oh!

Reviewers

Assignees

Labels

Projects

Milestone

Development

Uh oh!

2 participants

tonydzi commented Oct 13, 2026 •

edited by cursor Bot

Loading

chatgpt-codex-connector Bot commented Oct 13, 2026 •

edited

Loading