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docs: (mcp) add comprehensive FastAPI endpoint docstrings for AI #840

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myakove merged 6 commits intomainfrom
description-for-mcp-endpoints
Aug 6, 2025
Merged

docs: (mcp) add comprehensive FastAPI endpoint docstrings for AI #840
myakove merged 6 commits intomainfrom
description-for-mcp-endpoints

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@myakove myakove commented Aug 5, 2025

  • Enhanced get_log_entries with detailed parameter descriptions and examples
  • Added comprehensive export_logs documentation for offline analysis workflows
  • Expanded get_pr_flow_data docstring with visualization use cases
  • Documented get_workflow_steps with timeline analysis details
  • Improved AI agent integration with structured parameter documentation
  • Added practical examples and return structure specifications

Summary by CodeRabbit

  • Documentation
    • Expanded endpoint docstrings with detailed usage, parameters, responses, error handling, and AI examples for webhook logs and workflow steps.
    • Added comprehensive API documentation for the PR Flow API, detailing pull request workflow lifecycle data, analysis scenarios, error codes, and integration examples.

…ration

- Enhanced get_log_entries with detailed parameter descriptions and examples
- Added comprehensive export_logs documentation for offline analysis workflows
- Expanded get_pr_flow_data docstring with visualization use cases
- Documented get_workflow_steps with timeline analysis details
- Improved AI agent integration with structured parameter documentation
- Added practical examples and return structure specifications
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coderabbitai bot commented Aug 5, 2025

Walkthrough

The docstrings for four FastAPI endpoint functions in webhook_server/app.py were extensively rewritten and expanded. These updates provide detailed descriptions, parameter explanations, usage scenarios, error conditions, AI agent usage examples, and performance notes. No changes were made to the underlying logic, parameters, or return types—only documentation was enhanced.

Additionally, a new comprehensive API documentation file describing the PR Flow API endpoint (GET /logs/api/pr-flow/{hook_id}) was added, detailing its parameters, response structure, error codes, usage examples, and integration scenarios.

Changes

Cohort / File(s) Change Summary
Expanded Endpoint Docstrings
webhook_server/app.py
Docstrings for four FastAPI endpoints (get_log_entries, export_logs, get_pr_flow_data, get_workflow_steps) were significantly expanded to include detailed descriptions, usage scenarios, parameter details, response structures, error cases, AI agent examples, and performance notes. No code logic was changed.
New API Documentation
webhook_server/docs/pr-flow-api.md
Added a new detailed API documentation file for the PR Flow API endpoint (GET /logs/api/pr-flow/{hook_id}) describing request parameters, detailed JSON response examples, workflow stages, error codes, AI agent usage examples, performance notes, and integration best practices.

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🎯 2 (Simple) | ⏱️ ~8 minutes

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Actionable comments posted: 0

🧹 Nitpick comments (1)
webhook_server/app.py (1)

618-772: Docstring looks good – consider externalising very large examples

The PR-flow description is extremely detailed (≈150+ lines). While this is valuable, it will inflate the generated OpenAPI schema and can noticeably slow FastAPI’s /docs load time.
If startup or docs rendering become sluggish, think about moving the long examples to separate Markdown docs and linking them from the docstring.

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Reviewing files that changed from the base of the PR and between 8e9dbd3 and 9d07f5e.

📒 Files selected for processing (1)
  • webhook_server/app.py (4 hunks)
🔇 Additional comments (3)
webhook_server/app.py (3)

334-419: Docstring references “streaming” while the endpoint returns a plain dict

The description repeatedly calls out “memory-efficient streaming of large datasets”, but the handler ultimately returns the result of controller.get_log_entries(…) which is typed as dict[str, Any], not a StreamingResponse or generator.
Please verify that the wording matches the real behaviour (and vice-versa) so the OpenAPI docs do not mislead clients.


485-591: 👍 Thorough, well-structured documentation

The expanded description, parameter list and JSON samples are accurate and consistent with the current function signature. The single-format guard (“json” only) is clearly stated, which prevents client confusion.


786-1014: Comprehensive step-level documentation approved

Excellent coverage of parameters, response schema and analysis scenarios. Content is internally consistent; no mismatches detected between the docstring and the function signature.

…ocstring

Moved detailed PR flow API documentation from inline docstring to separate
markdown file to improve FastAPI /docs page load performance. Large docstrings
can cause significant slowdowns in the automatic API documentation generation.

- Externalized comprehensive documentation to webhook_server/docs/pr-flow-api.md
- Kept essential function information in concise docstring
- Reduced function docstring from 160+ lines to 30 lines
- Maintains all technical details in easily accessible external documentation
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Actionable comments posted: 1

🧹 Nitpick comments (2)
webhook_server/docs/pr-flow-api.md (2)

161-179: Add language identifiers to fenced blocks to satisfy markdown-lint (MD040)
Six fenced blocks in the “AI Agent Usage Examples” section omit a language specifier, triggering MD040 warnings and breaking syntax highlighting in many renderers.

-```
+```text
 "Analyze PR workflow for delivery abc123 to debug why reviewer assignment failed"
-```

-```
+```text
 "Get PR flow data for hook xyz789 to identify container build bottlenecks"
-```

-```
+```text
 "Show me the complete workflow timeline for delivery def456 to optimize performance"
-```

-```
+```text
 "Debug why PR notifications aren't being sent using hook ghi789 flow data"
-```

-```
+```text
 "Generate workflow analysis report for hook jkl012 to identify process improvements"
-```

185-188: Replace weak intensifier “very” for tighter technical prose
Line 188 uses “very old workflows,” which markdown-lint flagged (EN_WEAK_ADJECTIVE). Consider a more precise adjective such as “older than 30 days” to improve clarity.

-Hook IDs from very old workflows (>30 days) may have limited data availability
+Hook IDs from workflows older than 30 days may have limited data availability
📜 Review details

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Reviewing files that changed from the base of the PR and between 9d07f5e and 522b9de.

📒 Files selected for processing (2)
  • webhook_server/app.py (4 hunks)
  • webhook_server/docs/pr-flow-api.md (1 hunks)
🚧 Files skipped from review as they are similar to previous changes (1)
  • webhook_server/app.py
🧰 Additional context used
🧠 Learnings (1)
📓 Common learnings
Learnt from: myakove
PR: myk-org/github-webhook-server#586
File: webhook_server_container/libs/github_api.py:1947-1956
Timestamp: 2024-10-08T09:19:56.185Z
Learning: In `webhook_server_container/libs/github_api.py`, the indentation style used in the `set_pull_request_automerge` method is acceptable as per the project's coding standards.
Learnt from: myakove
PR: myk-org/github-webhook-server#612
File: webhook_server_container/libs/github_api.py:2089-2100
Timestamp: 2024-10-29T08:09:57.157Z
Learning: In `webhook_server_container/libs/github_api.py`, when the function `_keep_approved_by_approvers_after_rebase` is called, existing approval labels have already been cleared after pushing new changes, so there's no need to check for existing approvals within this function.
🪛 LanguageTool
webhook_server/docs/pr-flow-api.md

[style] ~188-~188: As an alternative to the over-used intensifier ‘very’, consider replacing this phrase.
Context: ... for real-time accuracy - Hook IDs from very old workflows (>30 days) may have limited d...

(EN_WEAK_ADJECTIVE)

🪛 markdownlint-cli2 (0.17.2)
webhook_server/docs/pr-flow-api.md

5-5: Line length
Expected: 120; Actual: 259

(MD013, line-length)


161-161: Fenced code blocks should have a language specified

(MD040, fenced-code-language)


165-165: Fenced code blocks should have a language specified

(MD040, fenced-code-language)


169-169: Fenced code blocks should have a language specified

(MD040, fenced-code-language)


173-173: Fenced code blocks should have a language specified

(MD040, fenced-code-language)


177-177: Fenced code blocks should have a language specified

(MD040, fenced-code-language)

- Add language identifiers to code blocks for proper syntax highlighting
- Replace weak intensifier 'very old' with precise '30 days' timeframe
- Improve documentation clarity and markdown compliance
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Actionable comments posted: 0

♻️ Duplicate comments (1)
webhook_server/docs/pr-flow-api.md (1)

17-26: Explicitly document the security model (repeat request)

Previous feedback highlighted that the endpoint relies on network-level controls and ships with no built-in authentication.
That clarification is still missing between “Overview” and “Parameters”, leaving readers guessing about security expectations.

Add a dedicated “Security Model” subsection:

@@
 ## Overview
 ...
 ## Primary Use Cases
@@
 ## Parameters
+
+## Security Model
+
+This API exposes **no in-endpoint authentication**. It is intended for deployment inside
+trusted networks or behind an authenticating reverse proxy / API gateway. Ensure upstream
+controls are in place before exposing it to untrusted clients.
🧹 Nitpick comments (2)
webhook_server/docs/pr-flow-api.md (2)

5-5: Wrap extremely long line to satisfy markdown-lint and improve readability

Line 5 exceeds the project’s 120-character limit flagged by markdownlint (MD013).
Consider splitting the sentence after “visualization data” (≈100 chars) and continuing on the next line.


210-220: Include absolute URL or base-path note in code sample

The async example uses client.get(f"/logs/api/pr-flow/{hook_id}"), which may confuse consumers about the required base URL/host.
Add a short comment or prepend the host (e.g., http://webhook-server.local) to make the snippet copy-pasteable.

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Review profile: CHILL
Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between 522b9de and 30ae950.

📒 Files selected for processing (1)
  • webhook_server/docs/pr-flow-api.md (1 hunks)
🧰 Additional context used
🧠 Learnings (4)
📓 Common learnings
Learnt from: myakove
PR: myk-org/github-webhook-server#586
File: webhook_server_container/libs/github_api.py:1947-1956
Timestamp: 2024-10-08T09:19:56.185Z
Learning: In `webhook_server_container/libs/github_api.py`, the indentation style used in the `set_pull_request_automerge` method is acceptable as per the project's coding standards.
Learnt from: myakove
PR: myk-org/github-webhook-server#612
File: webhook_server_container/libs/github_api.py:2089-2100
Timestamp: 2024-10-29T08:09:57.157Z
Learning: In `webhook_server_container/libs/github_api.py`, when the function `_keep_approved_by_approvers_after_rebase` is called, existing approval labels have already been cleared after pushing new changes, so there's no need to check for existing approvals within this function.
📚 Learning: the pr flow api endpoint (/logs/api/pr-flow/{hook_id}) in webhook_server/docs/pr-flow-api.md has no ...
Learnt from: myakove
PR: myk-org/github-webhook-server#840
File: webhook_server/docs/pr-flow-api.md:17-26
Timestamp: 2025-08-05T21:15:07.024Z
Learning: The PR Flow API endpoint (/logs/api/pr-flow/{hook_id}) in webhook_server/docs/pr-flow-api.md has no built-in authentication and is designed to be deployed in trusted networks or behind a reverse proxy for security, rather than using API-level authentication mechanisms.

Applied to files:

  • webhook_server/docs/pr-flow-api.md
📚 Learning: in `webhook_server_container/libs/github_api.py`, when the function `_keep_approved_by_approvers_aft...
Learnt from: myakove
PR: myk-org/github-webhook-server#612
File: webhook_server_container/libs/github_api.py:2089-2100
Timestamp: 2024-10-29T08:09:57.157Z
Learning: In `webhook_server_container/libs/github_api.py`, when the function `_keep_approved_by_approvers_after_rebase` is called, existing approval labels have already been cleared after pushing new changes, so there's no need to check for existing approvals within this function.

Applied to files:

  • webhook_server/docs/pr-flow-api.md
📚 Learning: in `webhook_server_container/libs/github_api.py`, the indentation style used in the `set_pull_reques...
Learnt from: myakove
PR: myk-org/github-webhook-server#586
File: webhook_server_container/libs/github_api.py:1947-1956
Timestamp: 2024-10-08T09:19:56.185Z
Learning: In `webhook_server_container/libs/github_api.py`, the indentation style used in the `set_pull_request_automerge` method is acceptable as per the project's coding standards.

Applied to files:

  • webhook_server/docs/pr-flow-api.md
🪛 markdownlint-cli2 (0.17.2)
webhook_server/docs/pr-flow-api.md

5-5: Line length
Expected: 120; Actual: 259

(MD013, line-length)

- Add Security Model section documenting network-level security controls
- Fix code sample URL clarity with example host and helpful comment
- Fix markdown lint issue by splitting long line to satisfy 120-char limit

Addresses CodeRabbit feedback for improved documentation quality and compliance.

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <noreply@anthropic.com>
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Actionable comments posted: 0

🧹 Nitpick comments (3)
webhook_server/docs/pr-flow-api.md (3)

5-6: Wrap over-long introductory line (MD013)

Line 6 exceeds the 120-char guideline flagged by markdownlint. A simple split improves readability without altering meaning.

- The PR Flow API (`/logs/api-pr-flow/{hook_id}`) provides comprehensive pull request workflow visualization data for process analysis and debugging. This endpoint tracks the complete lifecycle of PR processing workflows from webhook receipt through completion.
+The PR Flow API (`/logs/api-pr-flow/{hook_id}`) provides comprehensive pull-request workflow visualization data for process analysis and debugging.  
+It tracks the complete lifecycle of PR processing workflows from webhook receipt through completion.

20-21: Break long sentence in security note (MD013)

The single sentence tops 230 chars. Splitting keeps the emphasis while satisfying the linter.

- The PR Flow API endpoints (`/logs/api-pr-flow/*`) are **unauthenticated by design** for simplicity and ease of integration. This endpoint relies on network-level security controls and should only be deployed in trusted environments.
+The PR Flow API endpoints (`/logs/api-pr-flow/*`) are **unauthenticated by design** for simplicity and ease of integration.  
+They rely on network-level security controls and should only be deployed in trusted environments.

37-43: Add blank lines around list (MD032)

Markdown requires a blank line before and after lists for proper rendering.

-API consumers should ensure:
-- Access is restricted to authorized personnel only
-- Network traffic is encrypted in transit (HTTPS)
-- Logs containing sensitive data are handled according to data governance policies
-- Integration systems implement proper access controls and audit logging
+API consumers should ensure:
+
+- Access is restricted to authorized personnel only
+- Network traffic is encrypted in transit (HTTPS)
+- Logs containing sensitive data are handled according to data governance policies
+- Integration systems implement proper access controls and audit logging
+
📜 Review details

Configuration used: CodeRabbit UI
Review profile: CHILL
Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between 30ae950 and 5ed31ab.

📒 Files selected for processing (1)
  • webhook_server/docs/pr-flow-api.md (1 hunks)
🧰 Additional context used
🧠 Learnings (4)
📓 Common learnings
Learnt from: myakove
PR: myk-org/github-webhook-server#586
File: webhook_server_container/libs/github_api.py:1947-1956
Timestamp: 2024-10-08T09:19:56.185Z
Learning: In `webhook_server_container/libs/github_api.py`, the indentation style used in the `set_pull_request_automerge` method is acceptable as per the project's coding standards.
Learnt from: myakove
PR: myk-org/github-webhook-server#612
File: webhook_server_container/libs/github_api.py:2089-2100
Timestamp: 2024-10-29T08:09:57.157Z
Learning: In `webhook_server_container/libs/github_api.py`, when the function `_keep_approved_by_approvers_after_rebase` is called, existing approval labels have already been cleared after pushing new changes, so there's no need to check for existing approvals within this function.
📚 Learning: the pr flow api endpoint (/logs/api/pr-flow/{hook_id}) in webhook_server/docs/pr-flow-api.md has no ...
Learnt from: myakove
PR: myk-org/github-webhook-server#840
File: webhook_server/docs/pr-flow-api.md:17-26
Timestamp: 2025-08-05T21:15:07.024Z
Learning: The PR Flow API endpoint (/logs/api/pr-flow/{hook_id}) in webhook_server/docs/pr-flow-api.md has no built-in authentication and is designed to be deployed in trusted networks or behind a reverse proxy for security, rather than using API-level authentication mechanisms.

Applied to files:

  • webhook_server/docs/pr-flow-api.md
📚 Learning: in `webhook_server_container/libs/github_api.py`, when the function `_keep_approved_by_approvers_aft...
Learnt from: myakove
PR: myk-org/github-webhook-server#612
File: webhook_server_container/libs/github_api.py:2089-2100
Timestamp: 2024-10-29T08:09:57.157Z
Learning: In `webhook_server_container/libs/github_api.py`, when the function `_keep_approved_by_approvers_after_rebase` is called, existing approval labels have already been cleared after pushing new changes, so there's no need to check for existing approvals within this function.

Applied to files:

  • webhook_server/docs/pr-flow-api.md
📚 Learning: in `webhook_server_container/libs/github_api.py`, the indentation style used in the `set_pull_reques...
Learnt from: myakove
PR: myk-org/github-webhook-server#586
File: webhook_server_container/libs/github_api.py:1947-1956
Timestamp: 2024-10-08T09:19:56.185Z
Learning: In `webhook_server_container/libs/github_api.py`, the indentation style used in the `set_pull_request_automerge` method is acceptable as per the project's coding standards.

Applied to files:

  • webhook_server/docs/pr-flow-api.md
🪛 markdownlint-cli2 (0.17.2)
webhook_server/docs/pr-flow-api.md

6-6: Line length
Expected: 120; Actual: 147

(MD013, line-length)


20-20: Line length
Expected: 120; Actual: 232

(MD013, line-length)


39-39: Lists should be surrounded by blank lines

(MD032, blanks-around-lists)

🔇 Additional comments (1)
webhook_server/docs/pr-flow-api.md (1)

18-27: Security model section is a welcome improvement

Thanks for explicitly documenting the unauthenticated-by-design approach and deployment expectations.
This aligns with the architectural decision captured in earlier discussions and removes prior ambiguity.

- Fix markdown line length and formatting issues
- Improve code example with better parameter handling
- Enhance readability with consistent terminology
- Add proper bullet point formatting for better structure
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Actionable comments posted: 0

🧹 Nitpick comments (2)
webhook_server/docs/pr-flow-api.md (2)

46-55: Add HTTP verb & media-type to the Parameters section

Readers have to infer that this is a GET endpoint returning application/json.
Explicitly documenting method and content type improves clarity and aligns with the rest of the project’s API docs.

 ## Parameters
+
+**Method**: `GET`  
+**Response Content-Type**: `application/json`

1-5: Wrap long introductory sentence to satisfy markdown-lint (MD013)

Line 5 exceeds 120 chars (147); breaking after “visualization data” keeps tooling green and improves readability.
No semantic change required.

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Reviewing files that changed from the base of the PR and between 5ed31ab and 88abc24.

📒 Files selected for processing (1)
  • webhook_server/docs/pr-flow-api.md (1 hunks)
🧰 Additional context used
🧠 Learnings (4)
📓 Common learnings
Learnt from: myakove
PR: myk-org/github-webhook-server#586
File: webhook_server_container/libs/github_api.py:1947-1956
Timestamp: 2024-10-08T09:19:56.185Z
Learning: In `webhook_server_container/libs/github_api.py`, the indentation style used in the `set_pull_request_automerge` method is acceptable as per the project's coding standards.
Learnt from: myakove
PR: myk-org/github-webhook-server#612
File: webhook_server_container/libs/github_api.py:2089-2100
Timestamp: 2024-10-29T08:09:57.157Z
Learning: In `webhook_server_container/libs/github_api.py`, when the function `_keep_approved_by_approvers_after_rebase` is called, existing approval labels have already been cleared after pushing new changes, so there's no need to check for existing approvals within this function.
📚 Learning: the pr flow api endpoint (/logs/api/pr-flow/{hook_id}) in webhook_server/docs/pr-flow-api.md has no ...
Learnt from: myakove
PR: myk-org/github-webhook-server#840
File: webhook_server/docs/pr-flow-api.md:17-26
Timestamp: 2025-08-05T21:15:07.024Z
Learning: The PR Flow API endpoint (/logs/api/pr-flow/{hook_id}) in webhook_server/docs/pr-flow-api.md has no built-in authentication and is designed to be deployed in trusted networks or behind a reverse proxy for security, rather than using API-level authentication mechanisms.

Applied to files:

  • webhook_server/docs/pr-flow-api.md
📚 Learning: in `webhook_server_container/libs/github_api.py`, when the function `_keep_approved_by_approvers_aft...
Learnt from: myakove
PR: myk-org/github-webhook-server#612
File: webhook_server_container/libs/github_api.py:2089-2100
Timestamp: 2024-10-29T08:09:57.157Z
Learning: In `webhook_server_container/libs/github_api.py`, when the function `_keep_approved_by_approvers_after_rebase` is called, existing approval labels have already been cleared after pushing new changes, so there's no need to check for existing approvals within this function.

Applied to files:

  • webhook_server/docs/pr-flow-api.md
📚 Learning: in `webhook_server_container/libs/github_api.py`, the indentation style used in the `set_pull_reques...
Learnt from: myakove
PR: myk-org/github-webhook-server#586
File: webhook_server_container/libs/github_api.py:1947-1956
Timestamp: 2024-10-08T09:19:56.185Z
Learning: In `webhook_server_container/libs/github_api.py`, the indentation style used in the `set_pull_request_automerge` method is acceptable as per the project's coding standards.

Applied to files:

  • webhook_server/docs/pr-flow-api.md
🪛 markdownlint-cli2 (0.17.2)
webhook_server/docs/pr-flow-api.md

5-5: Line length
Expected: 120; Actual: 147

(MD013, line-length)

🔇 Additional comments (2)
webhook_server/docs/pr-flow-api.md (2)

18-36: Security model section looks good

Accurately reflects the “no built-in auth” decision captured in prior discussions and learnings.


5-7: Endpoint path is inconsistent (/logs/api-pr-flow vs /logs/api/pr-flow)

Two different spellings of the route appear (hyphen vs. slash after api).
The FastAPI implementation exposes GET /logs/api/pr-flow/{hook_id} – using the wrong path in docs will break copy-paste requests.

-`/logs/api-pr-flow/{hook_id}`
+`/logs/api/pr-flow/{hook_id}`

Update both occurrences to keep the documentation accurate.

Also applies to: 20-22

⛔ Skipped due to learnings
Learnt from: myakove
PR: myk-org/github-webhook-server#840
File: webhook_server/docs/pr-flow-api.md:17-26
Timestamp: 2025-08-05T21:15:07.024Z
Learning: The PR Flow API endpoint (/logs/api/pr-flow/{hook_id}) in webhook_server/docs/pr-flow-api.md has no built-in authentication and is designed to be deployed in trusted networks or behind a reverse proxy for security, rather than using API-level authentication mechanisms.

- Add HTTP method and media-type specification to Parameters section
- Wrap long introductory sentence to satisfy markdown-lint MD013 rule

These improvements address CodeRabbit AI feedback to enhance API clarity
and ensure markdown formatting compliance.
@myakove myakove merged commit 311e506 into main Aug 6, 2025
7 of 9 checks passed
@myakove myakove deleted the description-for-mcp-endpoints branch August 6, 2025 11:31
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New container for ghcr.io/myk-org/github-webhook-server:latest published

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