Removed "This documentation describes NeMo Retriever Library" from files

[kheiss-uwzoo]

& Change

Removed this MkDocs admonition block everywhere it appeared:

!!! note
This documentation describes NeMo Retriever Library.

Scope

61 files under docs/docs/extraction/*.md were updated (including agentic-retrieval-concept.md).
prerequisites.md did not contain that block, so it was unchanged.
A quick follow-up pass removed an extra blank line after the first # title when it became \n\n\n after the removal (so pages like agentic-retrieval-concept.md and concepts.md keep a normal single blank line under the H1).

[greptile-apps]

Greptile Summary

This PR removes a redundant !!! note admonition block ("This documentation describes NeMo Retriever Library.") from 62 Markdown files under docs/docs/extraction/. The mechanical removal is correct across all files, and the follow-up blank-line cleanup was applied to most pages. A handful of files (content-metadata.md, data-store.md, environment-config.md, faq.md) still have a leftover double blank line where the block sat mid-page rather than immediately under the H1.

Confidence Score: 5/5

Safe to merge — all changes are documentation-only with no code impact.

Every finding is P2 (cosmetic blank lines). No code, schema, or logic is touched. The only substantive content change beyond the admonition removal is the expanded contributing.md, which was already flagged in a prior review thread.

content-metadata.md, data-store.md, environment-config.md, and faq.md have residual double blank lines; contributing.md contains a large out-of-scope addition already noted by a prior reviewer.

Important Files Changed

Filename	Overview
docs/docs/extraction/agentic-retrieval-concept.md	Admonition block removed cleanly; single blank line under H1 preserved correctly.
docs/docs/extraction/contributing.md	Admonition removed but 139 lines of new SSH/GPG setup and fork workflow content added — far beyond stated PR scope (already flagged in a prior review thread).
docs/docs/extraction/content-metadata.md	Admonition removed; one trailing blank line remains between the preceding paragraph and the next section heading, resulting in a double blank line.
docs/docs/extraction/faq.md	Admonition removed; double blank line left before first section heading.
docs/docs/extraction/data-store.md	Admonition removed; one blank line remains before the next section, leaving a double blank line.
docs/docs/extraction/environment-config.md	Admonition removed; one blank line remains before the next section, leaving a double blank line.
docs/docs/extraction/prerequisites.md	Admonition removed correctly (contrary to PR description which stated this file was unchanged).
docs/docs/extraction/concepts.md	Admonition removed and a new Docker Compose deployment mode bullet added to the Deployment modes section.

Flowchart

%%{init: {'theme': 'neutral'}}%%
flowchart TD
    A[62 Markdown files\nunder docs/docs/extraction/] --> B{Admonition block\npresent?}
    B -- Yes --> C[Remove\n'!!! note' block]
    B -- No --> D[No change\nprerequisites.md\nnote: PR desc incorrect]
    C --> E{Block was\ndirectly under H1?}
    E -- Yes --> F[Remove extra blank line\n✅ Applied correctly\nmost files]
    E -- No / mid-page --> G[One blank line remains\n⚠ Double blank line\ncontent-metadata.md\ndata-store.md\nenvironment-config.md\nfaq.md]
    F --> H[Clean page]
    G --> H

Loading

Prompt To Fix All With AI

This is a comment left during a code review.
Path: docs/docs/extraction/content-metadata.md
Line: 10-12

Comment:
**Leftover double blank line after admonition removal**

Removing the 5-line admonition block left an extra blank line here, so there are now two consecutive blank lines before the `## Source File Metadata` heading. The same pattern appears in `data-store.md`, `environment-config.md`, and `faq.md`. A single blank line between a paragraph and a heading is the standard MkDocs/Markdown convention.

How can I resolve this? If you propose a fix, please make it concise.

_{Reviews (2): Last reviewed commit: "update extraction/images/overview-extrac..." | Re-trigger Greptile}

[greptile-apps]

Scope far exceeds stated PR intent

This file went from 8 lines to 148 lines, gaining a full SSH/GPG setup guide, fork workflow, and publishing-clone instructions. The PR description only mentions removing the !!! note admonition block. Reviewers scanning for a simple admonition-removal PR could easily miss this new content — it warrants a dedicated review pass to verify accuracy and alignment with internal onboarding docs.

Prompt To Fix With AI

This is a comment left during a code review.
Path: docs/docs/extraction/contributing.md
Line: 1-10

Comment:
**Scope far exceeds stated PR intent**

This file went from 8 lines to 148 lines, gaining a full SSH/GPG setup guide, fork workflow, and publishing-clone instructions. The PR description only mentions removing the `!!! note` admonition block. Reviewers scanning for a simple admonition-removal PR could easily miss this new content — it warrants a dedicated review pass to verify accuracy and alignment with internal onboarding docs.

How can I resolve this? If you propose a fix, please make it concise.