Agent skills you can check before you install
Public SKILL.md skills from GitHub repositories with 50+ stars and from the vendors themselves, scanned and scored. Install any of them with one command in Claude Code, Cursor, Codex, GitHub Copilot or Gemini CLI.
22,335 skills from 832 repositories · updated 9 minutes ago
4,564 skills
- ln-94-authentication-engineerlevnikolaevich/claude-code-skillsImplements or repairs identity verification and session or credential lifecycle; not operation permissions, resource access policy or a new identity provider by default.OtherNo warnings★ 583↓ —
- ln-98-mutation-reliability-engineerlevnikolaevich/claude-code-skillsImplements transactions, idempotency and interrupted-operation recovery; not schema migration or a mandatory background-job platform.OtherNo warnings★ 583↓ —
- ln-41-surgical-change-implementerlevnikolaevich/claude-code-skillsImplements one scoped product feature or fix using existing contracts; not upgrades, performance tuning or establishing cross-cutting technical foundations.OtherNo warnings★ 583↓ —
- ln-95-resource-authorization-engineerlevnikolaevich/claude-code-skillsImplements permissions and tenant or owner scoped resource access while preserving approved grants; not authentication or role redesign.OtherNo warnings★ 583↓ —
- renamebitwize-music-studio/claude-ai-music-skillsRenames an album or track, updating slugs, titles, and all mirrored paths. Use when the user wants to rename an album or track.OtherNo warnings★ 580↓ —
- session-startbitwize-music-studio/claude-ai-music-skillsRuns the session startup procedure - verifies setup, loads config and state, checks skill models, and reports project status. Use at the beginning of a fresh session.OtherNo warnings★ 580↓ —
- thinking-cynefintjboudreaux/cc-thinking-skillsWhen the right response mode is unclear, classify the cause-effect domain first; decompose disorder.OtherNo warnings★ 1.7K↓ —
- ln-11-opportunity-evaluatorlevnikolaevich/claude-code-skillsEvaluates new product opportunities through demand, channels and economics before committing to build.OtherNo warnings★ 583↓ —
- ln-64-community-announcerlevnikolaevich/claude-code-skillsDrafts or publishes authorized, fact-checked GitHub Discussions announcements; does not create releases.OtherNo warnings★ 583↓ —
- shiny-r-optimizeposit-dev/skillsDiagnose and fix performance problems in Shiny for R apps — slow startup, sluggish interactions, long-running blocking operations, and apps that struggle beyond a handful of concurrent users. Use when a Shiny app is slow, hangs, recomputes too much, times out, or needs to support more users; when the user asks to "speed up", "optimize", or "make faster" an existing Shiny app; or when preparing a prototyped app for real-world traffic.OtherNo warnings★ 545↓ —
- ln-72-product-outcome-evaluatorlevnikolaevich/claude-code-skillsEvaluates observed product outcomes against a prior hypothesis; does not run experiments or change user treatment.OtherNo warnings★ 583↓ —
- ln-57-persistence-auditorlevnikolaevich/claude-code-skillsAudits queries, transactions, consistency and persistence resource lifetimes; read-only.OtherNo warnings★ 583↓ —
- ln-53-documentation-auditorlevnikolaevich/claude-code-skillsAudits documentation and comments for trust, coverage, consistency and freshness; read-only.OtherNo warnings★ 583↓ —
- suno-engineerbitwize-music-studio/claude-ai-music-skillsConstructs technical Suno style prompts for the current model family (v6, v6-wild, v6-mini), selects models and generation settings, and optimizes prompts. Use when creating or refining Suno prompts for track generation.OtherNo warnings★ 580↓ —
- ln-45-benchmark-comparatorlevnikolaevich/claude-code-skillsCompares tools or implementations through controlled benchmarks and independent correctness checks.OtherNo warnings★ 583↓ —
- etsy-multi-shopnexscope-ai/eCommerce-SkillsMulti-shop management — category separation, brand differentiation, efficiency optimizationOtherNo warnings★ 1.2K↓ —
- ln-44-performance-optimizerlevnikolaevich/claude-code-skillsProfiles and improves a measured performance bottleneck; retains only verified improvements.OtherNo warnings★ 583↓ —
- update-installed-skillsMoizIbnYousaf/ai-agent-skillsUse when syncing or updating previously installed skills to their latest version. Always dry-run updates before applying, and check for breaking changes.OtherNo warnings★ 1.2K↓ —
- ln-52-delivery-reviewerlevnikolaevich/claude-code-skillsReviews a completed change for acceptance, regressions and release risk; read-only, not a whole-codebase audit.OtherNo warnings★ 583↓ —
- story-deslopzenstory-ai/oh-story-claudecode网文去AI味。从表达、叙事用笔、故事因果三层诊断并修复文本，保留作者文风与已定剧情。触发方式：/story-deslop、/去AI味、「去AI味」「这篇太AI了」「网文去AI味」。OtherNo warnings★ 7.9K↓ —Also in 1 other repo
- story-long-scanzenstory-ai/oh-story-claudecode长篇网文扫榜。分析起点、番茄、晋江、七猫等平台排行榜与新书数据，提炼市场趋势与热门题材。触发方式：/story-long-scan、/长篇扫榜、「长篇什么火」「起点排行」「扫七猫新书」。OtherNo warnings★ 7.9K↓ —Also in 1 other repo
- migrate-skills-between-librariesMoizIbnYousaf/ai-agent-skillsUse when moving skills between library workspaces or upgrading from a personal library to a team library. Export from one workspace, import into another.OtherNo warnings★ 1.2K↓ —
- opencli-autofixmxyhi/ok-skillsAutomatically fix broken OpenCLI adapters when commands fail. Load this skill when an opencli command fails — it guides you through collecting a trace artifact, patching the adapter, retrying, and filing an upstream GitHub issue after a verified fix. Works with any AI agent.OtherNo warnings★ 504↓ —
- create-release-checklistposit-dev/skillsCreate a release checklist and GitHub issue for an R package. Use when the user asks to "create a release checklist" or "start a release" for an R package.OtherNo warnings★ 545↓ —
spatial-domain-detection
jaechang-hits/SciAgent-Skills
NewOtherUpdated 2 days ago
From the author
Spatial domain detection (tissue regions / niches) for spatial transcriptomics: SpaGCN (expression + spatial graph + H&E histology, Visium/ST), GraphST (self-supervised graph contrastive embedding, spots or cells) and UTAG (spatial message passing for Xenium/MERFISH/CosMx/IMC cells). Outputs a domain label per spot or cell, boundary refinement, cross-method agreement (ARI) and domain marker genes. For niches defined by the cell type composition of annotated cells use Step 7 of spatial-transcriptomics-cell-type-annotation; for neighbourhood enrichment and spatial statistics use spatial-transcriptomics-analysis-squidpy.
Install
npx skills add jaechang-hits/SciAgent-Skills --skill spatial-domain-detection -a claude-code
Installs to .claude/skills/spatial-domain-detection/ · Each command fetches the skill straight from GitHub with the open skills CLI.
Download .zip
Byte-identical to the scanned commit, with the repository’s licence and a SOURCE.txt.
What it can touch
Instructions onlyUses the networkLicence: CC-BY-4.0
Safety checks on SKILL.md
No warnings.
Why 86
Security100
Provenance71
Maintenance100
Licence100
Adoption43
Files (1)
- SKILL.md