Claude Skills by majiayu000

Read and navigate software package documentation websites. Use when the user provides a documentation URL and wants to understand an API, SDK, framework, or library. Triggers on requests like "read the docs at [url]", "look up [topic] in the [package] documentation", "what does [API] do according to the docs", or any task requiring fetching and comprehending online software documentation. Supports any HTML-based documentation site including Sphinx, Doxygen, ReadTheDocs, MkDocs, and custom doc...

Calculate readability scores (Flesch-Kincaid, Gunning Fog, SMOG) and grade levels for text. Analyze writing complexity and get improvement suggestions.

Calculate readability scores (Flesch-Kincaid, Gunning Fog, SMOG) and grade levels for text. Analyze writing complexity and get improvement suggestions.

Evaluate how well a codebase supports autonomous AI development. Analyzes repositories across eight technical pillars (Style & Validation, Build System, Testing, Documentation, Dev Environment, Debugging & Observability, Security, Task Discovery) and five maturity levels. Use when users request `/readiness-report` or want to assess agent readiness, codebase maturity, or identify gaps preventing effective AI-assisted development.

Reality is the ultimate judge. Use when need to ground insights in experience, test if it actually works, or validate through results not theory.

Analyze narrative structures, character arcs, and genre conventions in reality television for academic research and content analysis. Use when studying reality TV editing patterns, mapping contestant storylines, analyzing producer manipulation techniques, comparing show formats, or writing about unscripted television. Triggers on reality TV analysis, unscripted television research, character arc mapping, or genre convention studies.

First principles reasoning and optimization methodology. Applies the Idiot Index, requirement questioning, and 5-step optimization process (question, delete, simplify, accelerate, automate). Triggers on problem-solving, decision-making, evaluating requirements, planning features, how should we approach, help me think through, what is the best way to.

Recall the reasoning behind a past change from Codex session history when available, falling back to commit diff and surrounding code. Use when the user asks to \"recall reasoning\", \"find reasoning\", \"look up reasoning\", \"recall implementation reasoning\", \"find the rationale\", \"why did I do X\", \"recall from transcripts\", or \"find the transcript for this commit\".

recenter on where we are, what's done/left, and where necessary reflect on our work's principle compliance, performance, and pristineness.

recenter on where we are, what's done/left, and where necessary reflect on our work's principle compliance, performance, and pristineness.

Get research-backed architecture advice for your knowledge system. Describe your use case, constraints, and goals — get specific recommendations grounded in TFT research with rationale for each decision. Triggers on "/recommend", "what would you recommend", "architecture advice", "knowledge system for".

Reconcile P&L vs KPI data sources. Validates consistency and identifies discrepancies with variance analysis.

This skill should be used when facing long-context tasks, processing large documents, handling multi-file analysis, aggregating information across many sources, answering questions requiring hierarchical reasoning, or when context length would cause "context rot" degradation. Triggers on phrases like "analyze all files", "process this large document", "aggregate information from", "search across the codebase", or tasks involving 10+ files or 50k+ tokens of input.

Activate the Recursive Thought Committee multi-persona framework.

Execute recursive thought committee multi-perspective analysis.

Extract insights from Reddit discussions. Track communities, sentiment, and trends.

Search and analyze Reddit content using semantic AI search via reddit-insights.com MCP server. Use when you need to: (1) Find user pain points and frustrations for product ideas, (2) Discover niche markets or underserved needs, (3) Research what people really think about products/topics, (4) Find content inspiration from real discussions, (5) Analyze sentiment and trends on Reddit, (6) Validate business ideas with real user feedback. Triggers: reddit search, find pain points, market research,...

Scrape and search Reddit posts using Apify. Use when you need to find Reddit discussions, track competitor mentions, monitor product feedback, discover pain points, or analyze subreddit content. Supports keyword filtering, time-based searches, and subreddit-specific queries.

Scrape and analyze Reddit for real user signals about product viability, pain severity, willingness to pay, and competitor saturation. Validate product ideas before building by systematically analyzing discussions, complaints, feature requests, and purchasing behavior across relevant subreddits. Integrates with Firecrawl for scraping, Supabase for storage, and Superset for trend visualization.

Scrape and search Reddit posts using Apify. Use when you need to find Reddit discussions, track competitor mentions, monitor product feedback, discover pain points, or analyze subreddit content. Supports keyword filtering, time-based searches, and subreddit-specific queries.

Extract structured knowledge from source material. Comprehensive extraction is the default — every insight that serves the domain gets extracted. For domain-relevant sources, skip rate must be below 10%. Zero extraction from a domain-relevant source is a BUG. Triggers on "/reduce", "/reduce [file]", "extract insights", "mine this", "process this".

[Code Quality] Identifies architectural hotspots: high-churn files, coupling issues, layer violations, and dependency tangles. Use to find systemic issues that cause repeated bugs or slow development.

리팩토링 분석 전문가. 기존 코드베이스를 컨벤션 기준으로 분석. Zero-Tolerance 위반 탐지, 영향도 분석, 단계별 리팩토링 계획 수립. /refactor-plan 명령 시 자동 활성화. Serena Memory에 결과 저장.

Systematic external reference searching across documentation, open-source repositories, and web resources. Use when working with unfamiliar libraries, APIs, or when needing production-quality implementation examples.

Use when a completed task needs reflection on the invoked skills to propose and apply approved improvements, with explicit human approval before any edit. Not for remote, credential, publish, deploy, or irreversible changes.

Find past learnings applicable to current work

Create publication-quality visualizations of immune repertoire data including circos plots, clone tracking, diversity plots, and network graphs. Use when generating figures for repertoire comparisons, clonal dynamics, or V(D)J gene usage.

Code repository analysis and technical documentation generation skill

Analyzes repository modules for current capabilities, groups them by domain, and identifies strategic gaps against mission objectives

{{ 𝛀𝛀𝛀 }} Probe the project for weaknesses

{{ 𝛀𝛀𝛀 }} Provide a detailed high-level overview of this codebase

{{ 𝛀𝛀𝛀 }} Investigate a codebase in detail

Generate a ranked codebase map showing key files and relationships

Deep scan repository structure to extract metadata, detect frameworks, and identify domain boundaries. Use when starting assimilation, analyzing a new codebase, or gathering project context.

Scan and document repository structure, patterns, and key components. Use when starting work on unfamiliar codebases.

Checks the status of the repository

Checks the status of the repository

Checks the status of the repository

Checks the status of the repository

Checks the status of the repository

Use this skill when the user wants to analyze or explore a codebase (remote repository or local repository) using Repomix. Triggers on: 'analyze this repo', 'explore codebase', 'what's the structure', 'find patterns in repo', 'how many files/tokens'. Runs repomix CLI to pack repositories, then analyzes the output.

Structures systematic chest X-ray interpretation with standardized reporting and critical findings communication. Use when reading chest X-rays, creating radiology reports, or documenting CXR findings.

Analyzes codebases to generate comprehensive documentation including structure, languages, frameworks, dependencies, design patterns, and technical debt. Use when user says "analyze repository", "understand codebase", "document project", or when exploring unfamiliar code.

Analyzes codebases to generate comprehensive documentation including structure, languages, frameworks, dependencies, design patterns, and technical debt. Use when user says "analyze repository", "understand codebase", "document project", or when exploring unfamiliar code.

Repository Health Analyzer

向现有调研outline补充字段定义。

Add field definitions to existing research outline.

Add field definitions to existing research outline.

Add field definitions to existing research outline.

向现有调研outline补充items（调研对象）。