docs: add Kaggle notebook reference

[OMCHOKSI108]

Adds structured notebook documentation:

• Create notebooks/README.md with detailed notebook description
• Reference the existing local export notebooks/codereview.ipynb
• Update root README.md Notebook section with table and links
• Update docs/demo.md to reference notebooks directory
• Update docs/project_status.md to link to notebooks/README.md

The Kaggle notebook (https://www.kaggle.com/code/omchoksi04/codereview) was already referenced in the project — this change consolidates and documents it in a structured way.

Summary by CodeRabbit

• Documentation
  • Reorganized notebook documentation with improved structure and navigation links
  • Added comprehensive notebook documentation with detailed capabilities, resources, and pipeline information
  • Updated cross-reference links across documentation files to enhance discoverability
  • Better organized access to Kaggle notebook and local notebook exports

[codesecaudit-ai]

CodeSecAudit AI Review

Verdict: APPROVE

Reviewed 0 changed file(s), found 0 issue(s). Highest severity: None.

Risk Score: 0/100

No security issues detected.

Powered by CodeSecAudit AI

[coderabbitai]

📝 Walkthrough

Walkthrough

A new notebooks/README.md is added describing the CodeSecAudit AI Dataset + RAG Exploration notebook. Existing references in README.md, docs/demo.md, and docs/project_status.md are updated from a single Kaggle link to structured lists that include the Kaggle URL, local notebook export path, and a link to the new README.

Changes

Notebook Documentation Update

Layer / File(s)	Summary
New notebooks/README.md notebooks/README.md	Introduces the full notebook README covering purpose, workflow steps (dataset loading, RAG corpus inspection, critic→retriever→fixer prototype), related files, and a note on hosted vs. local versions.
Updated cross-references in existing docs README.md, docs/demo.md, docs/project_status.md	Replaces single-line Kaggle links with structured bullet lists and Markdown links pointing to the Kaggle notebook, local export (notebooks/codereview.ipynb), and the new notebooks/README.md.

Estimated code review effort

🎯 1 (Trivial) | ⏱️ ~3 minutes

Poem

🐇 A README now blooms where a lone link once stood,
With bullets and paths through the notebook's deep wood.
Kaggle, local export, and a guide newly penned —
Each hop through the docs leads right where we intend.
The warren of knowledge grows tidy and neat! 🌿

🚥 Pre-merge checks | ✅ 5

✅ Passed checks (5 passed)

Check name	Status	Explanation
Description Check	✅ Passed	Check skipped - CodeRabbit’s high-level summary is enabled.
Title check	✅ Passed	The title 'docs: add Kaggle notebook reference' accurately reflects the main change: adding structured documentation for Kaggle notebook references across multiple documentation files.
Docstring Coverage	✅ Passed	No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
Linked Issues check	✅ Passed	Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check	✅ Passed	Check skipped because no linked issues were found for this pull request.

_{✏️ Tip: You can configure your own custom pre-merge checks in the settings.}

✨ Finishing Touches

🧪 Generate unit tests (beta)

• Create PR with unit tests
• Commit unit tests in branch docs/add-kaggle-notebook-reference

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[coderabbitai]

🧹 Nitpick comments (2)

docs/demo.md (1)

102-104: 📐 Maintainability & Code Quality | 🔵 Trivial | ⚡ Quick win

Wrap the Kaggle URL in Markdown link syntax for consistency.

Lines 103–104 use Markdown link format, but line 102 has a plain URL. Wrap the Kaggle link to match the others.

🔗 Proposed fix

-- **Kaggle**: https://www.kaggle.com/code/omchoksi04/codereview
+- **Kaggle**: [https://www.kaggle.com/code/omchoksi04/codereview](https://www.kaggle.com/code/omchoksi04/codereview)

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/demo.md` around lines 102 - 104, The Kaggle URL on the first line is
formatted as a plain URL while the subsequent lines use Markdown link syntax.
Wrap the Kaggle URL (https://www.kaggle.com/code/omchoksi04/codereview) in
Markdown link format by adding a descriptive label in square brackets followed
by the URL in parentheses, making it consistent with the Local export and
Notebook docs entries that follow it.

notebooks/README.md (1)

26-27: 📐 Maintainability & Code Quality | 🔵 Trivial | 💤 Low value

Specify a language for the code block.

The Pipeline Path block lacks a language identifier. For text diagrams like this, you can add text to satisfy linter requirements without changing appearance.

-```
+```text
 Notebook prototype → CLI reviewer → FastAPI API → Streamlit UI → GitHub PR bot → Docker deployment
-```
+```

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@notebooks/README.md` around lines 26 - 27, The Pipeline Path code block in
the README markdown is missing a language identifier on the opening code fence.
Add the language identifier `text` after the opening triple backticks for the
code block containing the pipeline diagram (Notebook prototype → CLI reviewer →
FastAPI API → Streamlit UI → GitHub PR bot → Docker deployment) to satisfy
linter requirements while maintaining the same visual appearance.

Source: Linters/SAST tools

🤖 Prompt for all review comments with AI agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Nitpick comments:
In `@docs/demo.md`:
- Around line 102-104: The Kaggle URL on the first line is formatted as a plain
URL while the subsequent lines use Markdown link syntax. Wrap the Kaggle URL
(https://www.kaggle.com/code/omchoksi04/codereview) in Markdown link format by
adding a descriptive label in square brackets followed by the URL in
parentheses, making it consistent with the Local export and Notebook docs
entries that follow it.

In `@notebooks/README.md`:
- Around line 26-27: The Pipeline Path code block in the README markdown is
missing a language identifier on the opening code fence. Add the language
identifier `text` after the opening triple backticks for the code block
containing the pipeline diagram (Notebook prototype → CLI reviewer → FastAPI API
→ Streamlit UI → GitHub PR bot → Docker deployment) to satisfy linter
requirements while maintaining the same visual appearance.

---

ℹ️ Review info

⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: c7c46f24-aa1c-414a-848d-9bb43e7f5f97

📥 Commits

Reviewing files that changed from the base of the PR and between 83a3435 and b017f66.

📒 Files selected for processing (4)

• README.md
• docs/demo.md
• docs/project_status.md
• notebooks/README.md