Skip to content

Conversation

@marcusquinn
Copy link
Owner

@marcusquinn marcusquinn commented Feb 8, 2026

Summary

  • Researched vercel-labs/agent-skills (19.4k stars, MIT, 5 skills, 27+ compatible tools)
  • Evaluated all 3 inclusion criteria from the task notes
  • Updated TODO.md with detailed findings and decisions

Research Findings

Evaluation Decision Rationale
Import vercel-deploy-claimable SKIP Designed for claude.ai/Desktop conversations, not CLI agents. aidevops already has full Vercel CLI integration
Import react-best-practices CANDIDATE 57 rules across 8 categories would complement code-standards. Follow-up task recommended
Adopt Agent Skills format ALREADY DONE aidevops already generates SKILL.md stubs (generate-skills.sh) and imports external skills (add-skill-helper.sh)
Contribute skills back DEFERRED aidevops skills use progressive disclosure with subagent folders; consider contributing simpler skills when ecosystem matures

Closes #515

Summary by CodeRabbit

  • Chores
    • Updated internal project documentation and task tracking.
    • Marked a task as completed with expanded integration details.
    • Updated another task status to blocked due to retry limit issues.

@gemini-code-assist
Copy link

Warning

You have reached your daily quota limit. Please wait up to 24 hours and I will start processing your requests again!

@github-actions
Copy link

github-actions bot commented Feb 8, 2026

🔍 Code Quality Report

�[0;35m[MONITOR]�[0m Code Review Monitoring Report

�[0;34m[INFO]�[0m Latest Quality Status:
SonarCloud: 0 bugs, 0 vulnerabilities, 34 code smells

�[0;34m[INFO]�[0m Recent monitoring activity:
Sun Feb 8 04:10:41 UTC 2026: Code review monitoring started
Sun Feb 8 04:10:41 UTC 2026: SonarCloud - Bugs: 0, Vulnerabilities: 0, Code Smells: 34

📈 Current Quality Metrics

  • BUGS: 0
  • CODE SMELLS: 34
  • VULNERABILITIES: 0

Generated on: Sun Feb 8 04:10:44 UTC 2026


Generated by AI DevOps Framework Code Review Monitoring

@coderabbitai
Copy link
Contributor

coderabbitai bot commented Feb 8, 2026

Walkthrough

Updated TODO.md task status: t062 (vercel-labs/agent-skills research) marked as completed with comprehensive notes on integration approach and SKILL.md adoption; t071 (voice AI models) marked as blocked due to retry failures.

Changes

Cohort / File(s) Summary
Task Status Updates
TODO.md
Task t062 completed with expanded documentation on vercel-labs/agent-skills integration evaluation (formatting compatibility, SKILL.md adoption, skill set assessment). Task t071 marked BLOCKED due to "Max retries exceeded: clean_exit_no_signal" for voice AI models.

Estimated code review effort

🎯 1 (Trivial) | ⏱️ ~3 minutes

Possibly related PRs

Poem

🎯 Agent skills research complete, a path now clear,
SKILL.md format fits just right this year,
Though voice models stall in retry's queue,
The roadmap advances with vision true. 🛠️

🚥 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 clearly describes the main change: completing research (t062) on vercel-labs/agent-skills integration, matching the PR's primary objective.
Linked Issues check ✅ Passed The PR addresses all three coding-related requirements from #515: evaluated vercel-deploy inclusion, determined Agent Skills format adoption status, and assessed ecosystem contribution approach with documented decisions.
Out of Scope Changes check ✅ Passed Changes are limited to TODO.md updates documenting research findings and decisions for t062, with a minor update to t071 blocking status—both directly related to issue #515 scope.
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.

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

✨ Finishing touches
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Post copyable unit tests in a comment
  • Commit unit tests in branch feature/t062

Thanks for using CodeRabbit! It's free for OSS, and your support helps us grow. If you like it, consider giving us a shout-out.

❤️ Share

Comment @coderabbitai help to get the list of available commands and usage tips.

@sonarqubecloud
Copy link

sonarqubecloud bot commented Feb 8, 2026

Copy link
Contributor

@coderabbitai coderabbitai bot left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Actionable comments posted: 1

🤖 Fix all issues with AI agents
In `@TODO.md`:
- Line 267: Replace the cryptic blocker line "BLOCKED: Max retries exceeded:
clean_exit_no_signal" in the TODO entry with a precise, actionable description
that states (1) which operation was retried (e.g., model download, API request,
subprocess run), (2) which component or tool failed (e.g., Qwen3-TTS installer,
Whisper transcription subprocess, HF inference API), (3) how many retries
occurred and any relevant platform/env (e.g., macOS arm64, GPU/no-GPU), and (4)
what "clean_exit_no_signal" means in this context (e.g., subprocess exited with
code 0 but produced no output, or process terminated without signal). For
example, update the BLOCKED line for the Qwen3-TTS task (tools/voice/ or
tools/ai/voice.md references) to: "BLOCKED: Qwen3-TTS installation retry loop
failed after 3 attempts on macOS arm64 - installer subprocess exited cleanly
with no output (clean_exit_no_signal) while downloading wheels" so future
debuggers know operation, component, retries, platform, and interpretation of
the error.
🧹 Nitpick comments (1)
TODO.md (1)

375-375: Track the react-best-practices follow-up as a formal task.

Line 375 mentions "Create follow-up task" for evaluating react-best-practices (57 rules) as a candidate skill import, but no task ID is assigned. To maintain task tracking discipline, add a new task entry (e.g., t154) to the Backlog section.

Example:

- [ ] t154 Evaluate react-best-practices skill from vercel-labs/agent-skills `#research` `#skills` `#code-standards` ~30m (ai:20m read:10m) ref:t062 logged:2026-02-08
  - Notes: 57 rules across 8 categories. Assess overlap with existing code-standards.md. Decide: import via /add-skill, merge into code-standards, or skip.

- Notes: seo/backlink-checker.md created (106 lines). Covers Ahrefs/DataForSEO backlink APIs, WHOIS expired domain detection, reclamation workflow, and integration with existing SEO subagents.
- [ ] t071 Voice AI models for speech generation and transcription #tools #voice #ai ~30m (ai:20m test:5m read:5m) ref:GH#502 logged:2026-01-24 related:t027
- Notes: Add support for voice AI models covering both TTS (speech generation) and STT (transcription). API providers: Hugging Face Inference API (TTS/STT endpoints), ElevenLabs, OpenAI TTS/Whisper. Local models: Qwen3-TTS (0.6B/1.7B, Apache-2.0, 10 languages, voice clone/design/custom, streaming, vLLM support - https://github.com/QwenLM/Qwen3-TTS), Whisper (transcription), Bark, Coqui TTS. Create subagent at tools/voice/ or tools/ai/voice.md covering: model selection (local vs API, quality vs speed), installation (pip install qwen-tts, HF download), usage patterns (TTS generation, voice cloning, voice design, transcription), streaming support, GPU requirements. Related to t027 (hyprwhspr speech-to-text).
- Notes: Add support for voice AI models covering both TTS (speech generation) and STT (transcription). API providers: Hugging Face Inference API (TTS/STT endpoints), ElevenLabs, OpenAI TTS/Whisper. Local models: Qwen3-TTS (0.6B/1.7B, Apache-2.0, 10 languages, voice clone/design/custom, streaming, vLLM support - https://github.com/QwenLM/Qwen3-TTS), Whisper (transcription), Bark, Coqui TTS. Create subagent at tools/voice/ or tools/ai/voice.md covering: model selection (local vs API, quality vs speed), installation (pip install qwen-tts, HF download), usage patterns (TTS generation, voice cloning, voice design, transcription), streaming support, GPU requirements. Related to t027 (hyprwhspr speech-to-text). BLOCKED: Max retries exceeded: clean_exit_no_signal
Copy link
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

⚠️ Potential issue | 🟡 Minor

Clarify the BLOCKED reason with actionable context.

The blocker "Max retries exceeded: clean_exit_no_signal" is cryptic. For future troubleshooting, specify:

  • What operation is being retried (model download? API call? subprocess execution?)
  • Which component failed (whisper.cpp? qwen-tts? API endpoint?)
  • What clean_exit_no_signal indicates

Example: BLOCKED: Qwen3-TTS installation retry loop fails with clean_exit_no_signal after 3 attempts (suspect macOS arm64 compatibility)

🤖 Prompt for AI Agents
In `@TODO.md` at line 267, Replace the cryptic blocker line "BLOCKED: Max retries
exceeded: clean_exit_no_signal" in the TODO entry with a precise, actionable
description that states (1) which operation was retried (e.g., model download,
API request, subprocess run), (2) which component or tool failed (e.g.,
Qwen3-TTS installer, Whisper transcription subprocess, HF inference API), (3)
how many retries occurred and any relevant platform/env (e.g., macOS arm64,
GPU/no-GPU), and (4) what "clean_exit_no_signal" means in this context (e.g.,
subprocess exited with code 0 but produced no output, or process terminated
without signal). For example, update the BLOCKED line for the Qwen3-TTS task
(tools/voice/ or tools/ai/voice.md references) to: "BLOCKED: Qwen3-TTS
installation retry loop failed after 3 attempts on macOS arm64 - installer
subprocess exited cleanly with no output (clean_exit_no_signal) while
downloading wheels" so future debuggers know operation, component, retries,
platform, and interpretation of the error.

@marcusquinn marcusquinn merged commit e7334ce into main Feb 8, 2026
15 checks passed
@marcusquinn marcusquinn deleted the feature/t062 branch February 8, 2026 15:54
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

t062: Research vercel-labs/agent-skills for inclusion

1 participant