AI model or service
Model Context Protocol agent skills for Claude Code, Codex and other agents.
- skills
- 5,279
- official
- 412
- Type
- AI model or service
- Website
- modelcontextprotocol.io
- Official GitHub
- modelcontextprotocol
Model Context Protocol skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation. | anthropics/ | 180k | 62 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 2 | Explains how to bundle Model Context Protocol servers in a Claude Code plugin, covering config files, stdio, SSE, HTTP and WebSocket server types, and authentication. | anthropics/ | 37k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | today |
| 3 | Builds walkthrough videos from Stitch design projects using Remotion, with transitions, zoom effects and text overlays on each screen. | google-labs-code/ | 8.4k | 6 repos | ~3.2k | Automated safety check: Notes | Apache-2.0 | 1 mo ago |
| 4 | General Supabase skill for database, auth, Edge Functions, Realtime and storage work, plus client libraries, migrations, security audits, debugging and reading logs. | supabase/ | 2.7k | 3 repos | ~3.6k | Automated safety check: Pass | MIT | 5 days ago |
| 5 | Guides finding, installing, customizing and wiring up shadcn/ui components in a project, with MCP tools for the component catalog and registries. | google-labs-code/ | 8.4k | 4 repos | ~2.3k | Automated safety check: Notes | Apache-2.0 | 1 mo ago |
| 6 | Decides whether an agent skill is safe to install by combining a SkillSpector static scan with the agent's own source review, ending in APPROVE, CAUTION or REJECT. | NVIDIA/ | 20k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | today |
| 7 | Trains or fine-tunes language and vision models with TRL or Unsloth on Hugging Face Jobs cloud GPUs, then converts the results to GGUF. | huggingface/ | 11k | 3 repos | ~7.2k | Automated safety check: Pass | Apache-2.0 | 6 days ago |
| 8 | Verify Next.js runtime behavior after editing app code. An agent skill from sanity-io/ui. | sanity-io/ | 176 | 8 repos | ~2k | Automated safety check: Pass | MIT | today |
| 9 | Audit a documentation site for agent-friendliness: discovery, markdown delivery, crawlability, semantic structure, machine-readable surfaces, and content legibility. | docker/ | 4.7k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | today |
| 10 | Scans a codebase and suggests which Claude Code hooks, subagents, skills, plugins and MCP servers fit its stack, without changing any files. | anthropics/ | 37k | 3 repos | ~2.7k | Automated safety check: Notes | Apache-2.0 | today |
| 11 | Build, debug, or review Cloudflare Agents SDK applications using the agents package. | cloudflare/ | 3k | 2 repos | ~3k | Automated safety check: Pass | Apache-2.0 | 6 days ago |
| 12 | Enable, operate, and extend CAO's MCP Apps surface — the host-rendered fleet dashboard visible inside MCP App hosts (Claude Desktop, ChatGPT, VS Code Copilot, Goose, Postman). | awslabs/ | 1.4k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | today |
| 13 | Shows how to build a Vibe plugin package in the Agent Plugins 1.0 format, with a plugin.json manifest and optional skills, MCP servers, hooks and other components. | mistralai/ | 5.1k | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | today |
| 14 | Understand Microsoft technologies by querying official documentation. | MicrosoftDocs/ | 1.9k | 1 repo | ~723 | Automated safety check: Pass | CC-BY-4.0 | 8 days ago |
| 15 | Record or regenerate the mcpc demo GIFs (the README hero docs/images/mcpc-demo.gif and the focused tapes in docs/vhs/) with VHS. | apify/ | 981 | — | ~3.3k | Automated safety check: Notes | Apache-2.0 | today |
| 16 | Author live dashboard UI from an agent via the emitui MCP tool. | awslabs/ | 1.4k | — | ~2k | Automated safety check: Pass | Apache-2.0 | today |
| 17 | Covers handling Go's context.Context idiomatically in fp-go code: reading and scoping context through operators, timeouts, cancellation and converting ctx-first functions. | IBM/ | 2k | — | ~4.2k | Automated safety check: Pass | Apache-2.0 | today |
| 18 | Fetches live Model Context Protocol specification and docs from modelcontextprotocol.io whenever work touches MCP behavior, SEPs or conformance. | modelcontextprotocol/ | 1.5k | — | ~879 | Automated safety check: Pass | Unknown | 2 days ago |
| 19 | One-step setup and connection diagnostics for a Dataverse environment — installs tools, authenticates, registers MCP, writes .env, and verifies active profiles and linked ERP endpoints. | microsoft/ | 241 | 1 repo | ~5k | Automated safety check: Notes | MIT | yesterday |
| 20 | Help with MongoDB query optimization and indexing. An agent skill from mongodb/agent-skills. | mongodb/ | 190 | 2 repos | ~2.6k | Automated safety check: Pass | Apache-2.0 | today |
| 21 | Analyze MSBuild binary logs to diagnose build failures. An agent skill from microsoft/testfx. | microsoft/ | 1k | 3 repos | ~730 | Automated safety check: Pass | MIT | today |
| 22 | Create, build, deploy, and localize declarative agents for M365 Copilot and Teams. | microsoft/ | 1k | — | ~3.2k | Automated safety check: Pass | Unknown | today |
| 23 | Load the official MCP Apps builder skills (create-mcp-app, migrate-oai-app, add-app-to-server, convert-web-app) from github.com/modelcontextprotocol/ext-apps. | awslabs/ | 1.4k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | today |
| 24 | Add a new Azure Functions sample/quickstart to the Template Manifest. | Azure/ | 362 | — | ~3.8k | Automated safety check: Pass | MIT | today |
| 25 | Teaches an agent to write fp-go v2 services with the Effect type, carrying dependencies in its type parameter instead of in context.Context or parameters. | IBM/ | 2k | — | ~4.3k | Automated safety check: Pass | Apache-2.0 | today |
| 26 | Performs an accessibility code review of a local diff or Phabricator revision in the style of the Firefox accessibility team. | SAP/ | 180 | 1 repo | ~3.2k | Automated safety check: Pass | GPL-3.0 | yesterday |
| 27 | Adds MAUI-specific guardrails on top of the maestro-cli skill and Maestro MCP tools for darc, BAR, and channel or feed lookups in dotnet/maui. | dotnet/ | 23k | — | ~10k | Automated safety check: Pass | MIT | today |
| 28 | A skill your agent uses when the user asks about GitNexus itself — available tools, how to query the knowledge graph, MCP resources, graph schema, or workflow reference. | aws-samples/ | 106 | 10 repos | ~867 | Automated safety check: Pass | MIT-0 | yesterday |
| 29 | An MCP server skill for managing Kubernetes sandboxes. An agent skill from kubernetes-sigs/agent-sandbox. | kubernetes-sigs/ | 4.2k | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | today |
| 30 | Entry point for building an MCP server: asks about the use case, picks a deployment model and tool-design pattern, then hands off to more specialized skills. | anthropics/ | 37k | 1 repo | ~3k | Automated safety check: Pass | Apache-2.0 | today |
| 31 | Manage agent skill dependencies with dotagents. An agent skill from getsentry/sentry-wizard. | getsentry/ | 295 | — | ~900 | Automated safety check: Pass | Unknown | yesterday |
| 32 | Walk a new user through setting up their first Zapier action and running it live — the smallest possible win. | zapier/ | 428 | — | ~2.7k | Automated safety check: Pass | MIT | 2 mo ago |
| 33 | Use the mcpc CLI to work with MCP (Model Context Protocol) servers from the shell - connect to a server as a persistent session, then list and call tools, read resources, get prompts, and run async… | apify/ | 981 | — | ~3.5k | Automated safety check: Pass | Apache-2.0 | today |
| 34 | Review code for correct logging and error handling patterns. | getsentry/ | 917 | — | ~2.6k | Automated safety check: Pass | Unknown | today |
| 35 | Generate WDK DDI API reference documentation pages from source code and stubs. | MicrosoftDocs/ | 316 | — | ~4k | Automated safety check: Pass | CC-BY-4.0 | 2 mo ago |
| 36 | Guides an agent through turning a Figma node into production UI with the repo's own components, then checks the result visually before finishing. | cursor/ | 10k | — | ~961 | Automated safety check: Pass | No licence | today |
| 37 | Provision Microsoft Entra Agent Identity Blueprints, BlueprintPrincipals, and per-instance Agent Identities via Microsoft Graph, and configure OAuth 2.0 token exchange (fmipath, OBO, cross-tenant)… | microsoft/ | 255 | 3 repos | ~4k | Automated safety check: Pass | MIT | today |
| 38 | Gets secure, one-time-use payment credentials (cards, tokens) from a Link wallet so agents can complete purchases on behalf of users. | stripe/ | 831 | 1 repo | ~9.1k | Automated safety check: Pass | MIT | today |
| 39 | Manage dotagents dependencies and runtime config. An agent skill from getsentry/dotagents. | getsentry/ | 247 | — | ~1.8k | Automated safety check: Pass | MIT | 4 days ago |
| 40 | Check the health of your Zapier MCP setup. An agent skill from zapier/zapier-mcp. | zapier/ | 428 | — | ~1.8k | Automated safety check: Pass | MIT | 2 mo ago |
| 41 | Looks up Kotlin Multiplatform libraries, their latest stable versions, Gradle coordinates and verified target support through klibs.io instead of guessing. | JetBrains/ | 108 | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 42 | Create a new CAO (CLI Agent Orchestrator) plugin. An agent skill from awslabs/cli-agent-orchestrator. | awslabs/ | 1.4k | — | ~3.1k | Automated safety check: Notes | Apache-2.0 | today |
| 43 | QA MCP tool changes with local CLI and real agent clients. An agent skill from getsentry/toolkit. | getsentry/ | 917 | — | ~1.3k | Automated safety check: Pass | Unknown | today |
| 44 | A skill your agent uses when benchmarking rubydex MCP against plain Grep/Glob for Ruby code tasks. | Shopify/ | 363 | — | ~1k | Automated safety check: Pass | Unknown | 5 days ago |
| 45 | Analyze and resolve APIView review feedback on Azure SDK PRs. | Azure/ | 121 | — | ~549 | Automated safety check: Pass | MIT | 4 mo ago |
| 46 | Build, deploy, evaluate, optimize, fine-tune, and manage Microsoft Foundry agents, models, and resources end to end. | microsoft/ | 255 | 1 repo | ~6.7k | Automated safety check: Pass | MIT | today |
| 47 | Guide users through configuring key MongoDB MCP server options. | mongodb/ | 190 | 1 repo | ~3.3k | Automated safety check: Pass | Apache-2.0 | today |
| 48 | Guide for interpreting ResolveProjectReferences time in MSBuild performance summaries. | microsoft/ | 1k | 3 repos | ~743 | Automated safety check: Pass | MIT | today |
Questions, answered from the data.
What is the best Model Context Protocol skill?
MCP Server Builder (official) from anthropics/skills ranks first of the 5,279 Model Context Protocol skills listed here, with the highest score: its repository has 180k GitHub stars, 62 other GitHub owners carry a copy, its SKILL.md loads about 2.3k tokens and it passes the automated safety check with no findings. Next come MCP Integration for Plugins and Stitch to Remotion Walkthrough Videos.
Is there an official Model Context Protocol skill?
412 of the 5,279 Model Context Protocol skills are official, published by the vendor's own GitHub organization: MCP Server Builder, MCP Integration for Plugins, Stitch to Remotion Walkthrough Videos, Supabase Development and Debugging, Integrating shadcn/ui Components and 407 more.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.