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Skill catalog

12,261agent skills synced from skills.sh, with their install counts. Read them here, or let your agent fetch the right one through the Graph-of-Skills MCP server.

Want your agent to use these? Set up Graph-of-Skills or get a free key. How these skills are sourced and what we check. Cannot find one? Your agent can write a skill for your own library. Have skills of your own? Install one on another machine. A skill that comes from GitHub shows its npx skills add command on its page.

  1. msw-general msw-git/msw-ai-coding-plugins-official

    Foundation skill for MSW (MapleStory Worlds). Read this FIRST before anything else in MSW.

    10,212 installs
  2. parallel-debugging wshobson/agents

    Debug complex issues using competing hypotheses with parallel investigation, evidence collection, and root cause arbitration. Use this skill when debugging bugs with multiple potential causes, performing root cause anal…

    10,211 installs
  3. gcode earthtojake/text-to-cad

    Slice 3D models into printer-ready G-code with OrcaSlicer, the open-source slicer with built-in profiles for most FDM printers (Prusa, Bambu Lab, Creality, Voron and more). Use when the user wants an `.stl`, `.3mf` or `…

    10,209 installs
  4. meme-rush binance/binance-skills-hub

    Live launchpad feed + AI hot topics for meme tokens. (1) meme-rush: real-time lifecycle feed on launchpads across Solana, BSC and Base (Pump.fun, Four.meme, Flap, ...) — brand-new launches, currently-finalizing / bondin…

    10,202 installs
  5. msw-scripting msw-git/msw-ai-coding-plugins-official

    Authoring MSW scripts (.mlua) plus integrated playtest and debugging. Covers mlua syntax, annotations (@Component/@Logic/@ExecSpace/@Sync), lifecycle, exec spaces, property sync, event system, file workflow, build-log i…

    10,198 installs
  6. slack-cli paymog/slack-cli

    Invoke the `slack-cli` binary to read and act on a Slack workspace from the command line — list channels, read/search conversation history and threads, fetch unread messages, search users, manage user groups, post messa…

    10,198 installs
  7. msw-defaultplayer msw-git/msw-ai-coding-plugins-official

    MSW DefaultPlayer (character) management. Use the msw-general ModelBuilder to inspect/patch DefaultPlayer.model and Player.model, add/remove components, configure movement speed / jump force / HP / camera, and per-map-m…

    10,197 installs
  8. bmad-spec bmad-code-org/bmad-method

    Condense any input — an idea, brief, PRD, transcript, or mixed notes — into a short spec: one kernel file plus supporting files that downstream skills build from. Also updates and validates existing specs. Use when the…

    10,193 installs
  9. clickhouse-architecture-advisor clickhouse/agent-skills

    MUST USE when designing ClickHouse architectures, selecting between ingestion or modeling patterns, or translating best practices into workload-specific system designs. Complements clickhouse-best-practices with decisio…

    10,191 installs
  10. msw-search msw-git/msw-ai-coding-plugins-official

    MSW search integration — (1) vector search for API docs and implementation guides via the msw-mcp MCP server (mlua_api_retriever / mlua_document_retriever), (2) REST API search for resources (sprite / animation / sound…

    10,187 installs
  11. sentry-fix-issues getsentry/sentry-for-ai

    Find and fix issues from Sentry using MCP. Use when asked to fix Sentry errors, debug production issues, investigate exceptions, or resolve bugs reported in Sentry. Methodically analyzes stack traces, breadcrumbs, trace…

    10,185 installs
  12. msw-avatar msw-git/msw-ai-coding-plugins-official

    MSW avatar management — costume (CostumeManagerComponent, 17 slots) + animation 3-layer pipeline (StateComponent → AvatarStateAnimationComponent → AvatarRendererComponent). Four-level distinction: State key (uppercase)…

    10,169 installs
  13. msw-combat-system msw-git/msw-ai-coding-plugins-official

    MSW combat system integration guide. Covers the Attack→Hit pipeline, damage model, i-frame, knockback, Hit Stop, Camera Shake, Sprite Flash, SFX, death/revive, damage skin, hit effect, avatar combat motion, custom event…

    10,169 installs
  14. connector-googledrive caffeinelabs/skills

    MANDATORY recipe for every Caffeine build that lists, reads, creates, shares, or organizes files and folders on the user's own Google Drive. The ONLY supported path is the `googledrive-client` mops package (Drive REST A…

    10,165 installs
  15. Quality control and non-conformance management for regulated manufacturing (FDA 21 CFR 820, IATF 16949, AS9100): NCR lifecycle and disposition, 5-Why/Ishikawa/fault-tree/8D root cause analysis, CAPA systems, SPC interpr…

    10,145 installs
  16. apify-actorization apify/agent-skills

    Convert existing projects into Apify Actors - serverless cloud programs. Actorize JavaScript/TypeScript (SDK with Actor.init/exit), Python (async context manager), or any language (CLI wrapper). Use when migrating code…

    10,140 installs
  17. neon-realtime neondatabase/agent-skills

    Neon Realtime makes any SQL query live. Build realtime, reactive apps and agents on Lakebase Postgres with live SQL queries and reactivity primitives. Use when app UI or agent state must update live from database rows (…

    10,133 installs
  18. Codified expertise for production scheduling, job sequencing, line balancing, changeover optimization, and bottleneck resolution in discrete and batch manufacturing. Informed by production schedulers with 15+ years expe…

    10,128 installs
  19. Coordinate parallel feature development with file ownership strategies, conflict avoidance rules, and integration patterns for multi-agent implementation. Use this skill when decomposing a large feature into independent…

    10,127 installs
  20. supabase-server supabase/server

    Use when planning or writing server-side code that uses `@supabase/server` — Edge Functions, Hono apps, webhook handlers, or any backend that creates Supabase clients or validates inbound auth. Trigger **before** writin…

    10,118 installs
  21. Audit and improve SwiftUI runtime performance from code review and architecture. Use for requests to diagnose slow rendering, janky scrolling, high CPU/memory usage, excessive view updates, or layout thrash in SwiftUI a…

    10,114 installs
  22. videodb affaan-m/ecc

    Ingest, index, search, edit, and monitor video and audio with the VideoDB Python SDK — upload from files, URLs, or RTSP feeds, build spoken and scene indexes with timestamped search and playable clips, transcode and ref…

    10,112 installs
  23. resume-section-builder paramchoudhary/resumeskills

    Create targeted resume sections optimized for different experience levels and roles

    10,110 installs
  24. portfolio-case-study-writer paramchoudhary/resumeskills

    Transform resume bullets into detailed portfolio case studies

    10,102 installs
  25. msw-painter msw-git/msw-ai-coding-plugins-official

    When msw-search cannot find a suitable sprite RUID, draw a pixel art sprite directly with SVG / HTML5 Canvas / HTML code, render it to PNG, and upload it via the msw-mcp asset upload tool to obtain a sprite RUID (if no…

    10,094 installs
  26. Manage truckload, LTL, and intermodal carrier portfolios: sourcing and FMCSA vetting, freight rate and fuel-surcharge negotiation, RFPs and routing guides, carrier scorecards, allocation, and renewals. Use when onboardi…

    10,085 installs
  27. frontend-code-review langgenius/dify

    Review frontend code under `web/` or `packages/dify-ui/` when the user explicitly requests a review or audit. Supports PRs, branches, pending changes, files, and pasted diffs. Do not use for implementation-only requests…

    10,085 installs
  28. tanstack-query tanstack-skills/tanstack-skills

    Powerful asynchronous state management, server-state utilities, and data fetching for TS/JS, React, Vue, Solid, Svelte & Angular.

    10,077 installs
  29. Procure electricity and natural gas for commercial and industrial facilities: tariff and rate-schedule optimization, demand-charge mitigation, supplier RFPs, fixed/index/block-and-index hedging, renewable PPA and REC ev…

    10,073 installs
  30. Codified freight-exception handling expertise for shipment delays, damages, losses, shortages, and carrier disputes, with escalation protocols, carrier-specific behaviors by mode, claims procedures, and eat-the-cost vs…

    10,066 installs
  31. Generates operational guidance for CI/CD deployment pipelines, observability, monitoring, logging, and incident management on Google Cloud based on the design principles and recommendations in the Operational Excellence…

    10,065 installs
  32. msw-packages msw-git/msw-ai-coding-plugins-official

    MSWPackages catalog — official 1st-party prebuilt packages for common MSW features. Use this skill BEFORE writing a feature from scratch when the user asks for any standard game system (toast/notification, ranking/leade…

    10,062 installs
  33. msw-ui-system msw-git/msw-ai-coding-plugins-official

    MSW `.ui` single entry point — design + component API + builder + runtime. Anchor/pivot/RectTransform, UIGroup/CanvasGroup hierarchy, layout recipes (HUD/popup/toast/menu/inventory/scroll-list/ranking/leaderboard/quest…

    10,059 installs
  34. academic-paper-reviewer imbad0202/academic-research-skills

    Multi-perspective academic paper review with dynamic reviewer personas. Runs a 5-seat, role-separated review panel (Journal-Fit Reviewer + 3 peer-review roles + Devil's Advocate) with field-specific expertise; role sepa…

    10,052 installs
  35. groundcover-cli paymog/groundcover-cli

    Invoke the `groundcover` Go CLI to manage Groundcover resources (dashboards, monitors, silences, connected apps, notification routes, API keys, policies, integrations, pipelines, workflows) AND to answer production obse…

    10,046 installs
  36. msw-sprite-ruid msw-git/msw-ai-coding-plugins-official

    SpriteRendererComponent.SpriteRUID (world) and SpriteGUIRendererComponent.ImageRUID (UI) — native RUID type support (sprite / animationclip direct playback), thumbnail:// prefix for rendering avataritem / skeleton / ani…

    10,045 installs
  37. Reference guide to 9 prioritization frameworks with formulas, when-to-use guidance, and templates — RICE, ICE, Kano, MoSCoW, Opportunity Score, and more. Use when selecting a prioritization method, comparing frameworks…

    10,044 installs
  38. breakdown-feature-prd github/awesome-copilot

    Prompt for creating Product Requirements Documents (PRDs) for new features, based on an Epic.

    10,038 installs
  39. msw-behaviourtree msw-git/msw-ai-coding-plugins-official

    Authors MSW `.behaviourtree` files end-to-end and maintains the project-specific authoring spec (`.behaviourDocs/bt-spec.md`). Scans every `.codeblock` whose paired `.mlua` extends `ActionNode`/`DecoratorNode`/`Composit…

    10,031 installs
  40. okx-cex-bot okx/agent-skills

    Manage Grid bots (spot/contract/coin-margined), DCA Martingale bots (Spot DCA 现货马丁 / Contract DCA 合约马丁), and Smart Portfolio bots (智能组合, auto-rebalancing multi-asset portfolio) on OKX. Covers create, stop, amend, monito…

    10,031 installs
  41. notebooklm teng-lin/notebooklm-py

    Install, authenticate, troubleshoot, and operate Gemini Notebook through the notebooklm-py CLI or typed async Python API. Use for notebook and source management, grounded chat and research, and artifact generation or do…

    10,030 installs
  42. ctf-web ljagiello/ctf-skills

    Provides web exploitation techniques for CTF challenges. Use when the target is primarily an HTTP application, API, browser client, template engine, identity flow, or smart-contract frontend/backend surface, including X…

    10,023 installs
  43. outcome-roadmap phuryn/pm-skills

    Transform an output-focused roadmap into an outcome-focused one that communicates strategic intent. Rewrites initiatives as outcome statements reflecting user and business impacts. Use when shifting to outcome roadmaps,…

    10,022 installs
  44. Decompose complex tasks, design dependency graphs, and coordinate multi-agent work with proper task descriptions and workload balancing. Use this skill when breaking down work for agent teams, managing task dependencies…

    10,020 installs
  45. Refactor given method `${input:methodName}` to reduce its cognitive complexity to `${input:complexityThreshold}` or below, by extracting helper methods.

    10,008 installs
  46. Codified expertise for returns authorization, receipt and inspection, disposition decisions, refund processing, fraud detection, and warranty claims management. Informed by returns operations managers with 15+ years exp…

    10,002 installs
  47. dmux-workflows affaan-m/ecc

    Multi-agent orchestration using dmux (tmux pane manager for AI agents). Patterns for parallel agent workflows across Claude Code, Codex, OpenCode, and other harnesses. Use when running multiple agent sessions in paralle…

    10,001 installs
  48. code-review anthropics/knowledge-work-plugins

    Review code changes for security, performance, and correctness. Trigger with a PR URL or diff, "review this before I merge", "is this code safe?", or when checking a change for N+1 queries, injection risks, missing edge…

    9,998 installs
  49. pdftk-server github/awesome-copilot

    Skill for using the command-line tool pdftk (PDFtk Server) for working with PDF files. Use when asked to merge PDFs, split PDFs, rotate pages, encrypt or decrypt PDFs, fill PDF forms, apply watermarks, stamp overlays, e…

    9,986 installs
  50. scoutqa-test github/awesome-copilot

    This skill should be used when the user asks to "test this website", "run exploratory testing", "check for accessibility issues", "verify the login flow works", "find bugs on this page", or requests automated QA testing…

    9,985 installs