Agent skills

Code Review & Quality skills

Read straight from the source repositories, not from submitted listings. Every skill shows what it does, what is inside, where it came from — and whether attention around its source is actually growing.

Toolclaude-code 29,140codex 4,755cursor 3,111copilot 976windsurf 55cline 34
CategoryWorkflow & Productivity 4,979AI & Agents 3,037Data & Analytics 2,345Code Review & Quality 1,376Backend & API 1,244Security 1,194Design & Presentation 1,154Documentation 965Content & Marketing 916Testing & QA 777DevOps & Cloud 576Databases 550Frontend 469Business & Finance 328Media & Video 257Other 9,833
2,936 found
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analyze-architectureComprehensive brownfield architecture analysis for existing codebases. Discovers structure, identifies patterns, assesses…majiayu000analyze-github-repoDeep analysis of a GitHub repository for tool spotlight inclusion in news digests. Evaluates the project''s purpose, quality…majiayu000analyze-performanceEvaluation framework for analyzing decision-making quality across five dimensions.majiayu000analyze-projectForensic root cause analyzer for Antigravity sessions. Classifies scope deltas, rework patterns, root causes, hotspots, and…majiayu000analyze-projectForensic root cause analyzer for Antigravity sessions. Classifies scope deltas, rework patterns, root causes, hotspots, and…sickn33analyzing-wavAnalyze WAV audio files for debugging TTS and audio pipelines. Use when checking audio quality, validating WAV format, inspecting…majiayu000behavioral-modesAI operational modes (brainstorm, implement, debug, review, teach, ship, orchestrate). Use to adapt behavior based on task type.majiayu000llm-evaluationImplement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking. Use…majiayu000prompt-engineeringExpert guide on prompt engineering patterns, best practices, and optimization techniques. Use when user wants to improve prompts…majiayu000prompt-libraryCurated collection of high-quality prompts for various use cases. Includes role-based prompts, task-specific templates, and…majiayu000apex-reviewCross-cutting review of recent work — catches gaps between specialists. Use when asked to "review what we built", "check the…jeremylongshorewritesapify-audience-analysisUnderstand audience demographics, preferences, behavior patterns, and engagement quality across Facebook, Instagram, YouTube, and…majiayu000apollo-debug-bundleCollect Apollo.io debug evidence for support. Use when preparing support tickets, documenting issues, or gathering diagnostic…jeremylongshorearch-reviewSystematic review of existing architecture using ATAM-lite methodology. Evaluates architectural fitness against quality attribute…majiayu000architecture-reviewAnalyze Java project architecture at macro level - package structure, module boundaries, dependency direction, and layering. Use…majiayu000architecture-reviewerReview software architecture for SOLID principles, design patterns, scalability, and maintainability. Use when evaluating system…majiayu000architecture-statusReports on the health and state of architecture documentation (counts of ADRs, reviews, activity levels, documentation gaps). Use…majiayu000arpsych-submissionUse when running the final delivery preflight for a commissioned Annual Review of Psychology (ARPsych) review via the Annual…brycewang-stanfordarxivFetch and summarize arXiv papers. Search by topic, read specific papers by ID or URL, and get plain-language summaries. Use when…majiayu000asc-release-flowOrchestrate App Store releases with asc, including staging a version, uploading or building an artifact, publishing, and…rorkaiaskAnswer questions about code, architecture, and technical decisions — no implementation. Trigger on questions asking 'why', 'what…majiayu000bio-genome-assembly-assembly-qcAssess genome assembly quality using QUAST for contiguity metrics and BUSCO for completeness. Essential for evaluating assembly…majiayu000at-reviewReview code changes for bugs, regressions, convention violations, and high-value cleanup opportunities. Use for diffs, commit…kairyouat-simplifyRefactor changed code to reduce duplication, complexity, and wasted work. Use for diffs, commit ranges, PRs, paths, staged…kairyouaudio-quality-checkerAnalyze the WaveCap-SDR audio stream to assess tuning quality, detect silence, noise, proper audio, or distortion. Use when…majiayu000auto-paper-improvement-loopAutonomously improve a generated paper via Gemini review through gemini-review MCP → implement fixes → recompile, for 2 rounds.…majiayu000auto-ralphPROACTIVELY activates for ANY task with clear success criteria. This skill should be used when the user provides tasks like: "fix…majiayu000auto-review-loopAutonomous multi-round research review loop. Repeatedly reviews using Claude Code via claude-review MCP, implements fixes, and…majiayu000auto-review-loopAutonomous multi-round research review loop. Repeatedly reviews using Gemini via gemini-review MCP, implements fixes, and…majiayu000auto-review-loopAutonomous multi-round research review loop. Repeatedly reviews using a secondary Codex agent, implements fixes, and re-reviews…majiayu000auto-review-loopAutonomous multi-round research review loop. Repeatedly reviews using a secondary Codex agent, implements fixes, and re-reviews…majiayu000auto-runAutonomous dispatch-reconcile loop for batch task processing. Use with /auto-run --through <id> to execute tasks unattended.…majiayu000writesautonomous-code-reviewRun comprehensive code quality checks, tests, and fixes autonomouslymajiayu000writesautonomous-developmentComprehensive autonomous development strategies including milestone planning, incremental implementation, auto-debugging, and…majiayu000batch-analysisGuide for multi-experiment batch operations: QC screening, batch download, comparison, and report generation across many ENCODE…majiayu000battlecard-generatorResearch a specific competitor across their website, reviews, ads, social presence, and pricing — then produce a structured sales…gooseworks-aibefore-you-buildPre-build product and feature risk review for founders, product managers, and AI-assisted builders. Use this skill when the user…wshobsonbehavioral-modesAI operational modes (brainstorm, implement, debug, review, teach, ship, orchestrate). Use to adapt behavior based on task type.majiayu000behavioral-modesAI operational modes (brainstorm, implement, debug, review, teach, ship, orchestrate). Use to adapt behavior based on task type.majiayu000behavioral-modesAI operational modes (brainstorm, implement, debug, review, teach, ship, orchestrate). Use to adapt behavior based on task type.majiayu000behavioral-modesAI operational modes (brainstorm, implement, debug, review, teach, ship, orchestrate). Use to adapt behavior based on task type.majiayu000Benchmark ManagerCreate and manage AILANG eval benchmarks. Use when user asks to create benchmarks, fix benchmark issues, debug failing…majiayu000best-practices-curationベストプラクティスの収集・評価・統合・更新を体系化するスキル。 情報源の信頼性評価、品質スコアリング、統合パターンを用いて知識ベースを改善する。 Anchors: • The Pragmatic Programmer / 適用: 実践的改善 / 目的…majiayu000writesbio-logicEvaluates scientific research rigor using systematic frameworks. Assesses methodology, statistics, biases, and evidence quality.…majiayu000biomarker-analysisRalph-Inspired Adaptive Learning Framework for iterative, quality-gated biomarker report analysismajiayu000writesblameless-postmortemGoogle SRE-style blameless postmortem authoring. Structure, timeline construction, contributing-factor extraction, action-item…majiayu000blog-post-optimizerAnalyze blog posts for SEO, readability, headline quality, and content structure. Generate meta tags and optimization…majiayu000bocha-searchHigh-quality web search with AI-optimized results. Use when user needs to search the internet for current information, news, or…majiayu000
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How the catalog works
What is an agent skill?

A folder with a SKILL.md inside — instructions, and often scripts and assets, that an AI agent loads when the task matches. Claude Code, Codex, Cursor and Copilot all read the same format, so one skill usually works across them.

Where does this catalog come from?

We read 660 source repositories straight from their file trees rather than from submitted listings — what you see is what is actually published. 98 repositories were rejected because they advertise skills but contain none: link lists, not folders.

Why is there no install counter?

Because install counts live in the registry that serves `npx skills add`, and that is not ours — publishing a number we cannot verify would be worse than showing none. Instead we show where a skill comes from and whether attention around its source is actually growing, measured from our own weekly snapshots.

Do you deduplicate?

Yes, and it matters more than expected. Aggregator repositories republish the same skill in several places — one source carried 6,317 SKILL.md files for 2,001 actual skills. We collapse by folder name and keep the canonical copy, so the catalog counts things, not copies.

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