xiaohongshu
xiaohongshu
council-review
Multi-model code review with structured feedback using LLM Council peer evaluation. Use for PR reviews, code quality checks, or implementation review. Keywords: code review, PR, pull request, quality check, peer review, feedback
Full skill instructions
Get multiple AI perspectives on code changes with structured, actionable feedback.
mcp:llm-council/verify with code-review rubricSupports both:
file_paths: List of files to review (full file analysis)git_diff: Unified diff format for change-focused reviewsnapshot_id: Git commit SHA (required for reproducibility)| Dimension | Weight | Focus |
|---|---|---|
| Accuracy | 35% | Correctness, no bugs, logic errors |
| Completeness | 20% | All requirements addressed |
| Clarity | 20% | Readable, maintainable code |
| Conciseness | 15% | No unnecessary complexity |
| Relevance | 10% | Addresses stated requirements |
{
"verdict": "pass|fail|unclear",
"confidence": 0.82,
"rubric_scores": {
"accuracy": 7.5,
"completeness": 8.0,
"clarity": 9.0,
"conciseness": 8.5,
"relevance": 9.0
},
"blocking_issues": [
{
"severity": "major",
"file": "src/api.py",
"line": 42,
"message": "Missing input validation"
}
],
"suggestions": [...],
"rationale": "Overall, the code is well-structured..."
}
# Review specific files
council-review --file-paths "src/main.py,src/utils.py" --snapshot abc123
# Review git diff
council-review --git-diff "$(git diff HEAD~1)" --snapshot $(git rev-parse HEAD)
# Review with custom focus
council-review --rubric-focus Security --file-paths "src/auth.py"
references/code-review-rubric.md for detailed scoring anchorscouncil-verify: General verificationcouncil-gate: CI/CD quality gatexiaohongshu
technical spec
product ux expert
database patterns
Conduct multi-agent task orchestration and workflow coordination.
Initialize project with Conductor artifacts (product definition,
Expert in web animations, transitions, and motion design using Framer Motion and CSS
Creates Mermaid and ASCII diagrams for flowcharts, architecture, ERDs, state machines, mindmaps, and more. Use when user mentions diagram, flowchart, mermaid, ASCII diagram, text diagram, terminal diagram, visualize, C4, mindmap, architecture diagram, sequence diagram, ERD, or needs visual docume...
PostgreSQL bindings for H3 hexagonal grid system. Use when working with H3 cells in Postgres, including spatial indexing, geometry/geography integration, and raster analysis.
Context-Driven Development skill for projects using Conductor. Use this skill when you detect a `conductor/` directory in the project, when working on tasks defined in a `plan.md` file, or when the user asks about tracks, specs, or plans. Automatically applies TDD workflow, tracks task completion...
Display project status, active tracks, and next actions
Official Stakpak application containerization standard operating procedure, a step-by-step guidline to properly dockerize applications. This is a rule book curated by the Stakpak Team.
Generate, edit, and beat-sync AI video with leading models in one workspace.
The world's fastest calendar for remote work
Transform Your Design with AI Designer by ImgCreator.ai
Revolutionizing Video Production with AI-Powered Creativity
Extend an image past the frame and let AI fill the new aspect ratio.
Discover your celebrity doppelgänger with StarByFace!
ChainClarity explains 700+ crypto whitepapers in plain English, with layered summaries, comparisons, research tools, alerts, and a $4.99 Pro plan.
Opus.ai: Revolutionize Your Web Experience