AI model or service

Model Context Protocol agent skills for Claude Code, Codex and other agents.

Open standard for connecting AI applications to external tools, data sources and prompts through MCP servers.
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

Model Context Protocol skills, ranked
#SkillRepositoryStarsUsed inTokensAuto-checkLicenceUpdated
1

Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.

anthropics/skills180k62 repos~2.3kAutomated safety check: PassApache-2.02 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/claude-plugins-official37k11 repos~3.1kAutomated safety check: PassApache-2.0today
3

Builds walkthrough videos from Stitch design projects using Remotion, with transitions, zoom effects and text overlays on each screen.

google-labs-code/stitch-skills8.4k6 repos~3.2kAutomated safety check: NotesApache-2.01 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/agent-skills2.7k3 repos~3.6kAutomated safety check: PassMIT5 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/stitch-skills8.4k4 repos~2.3kAutomated safety check: NotesApache-2.01 mo ago
6
6.Skill InspectorOfficial

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/SkillSpector20k—~1.8kAutomated safety check: PassApache-2.0today
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/skills11k3 repos~7.2kAutomated safety check: PassApache-2.06 days ago
8
8.Next Dev LoopOfficial

Verify Next.js runtime behavior after editing app code. An agent skill from sanity-io/ui.

sanity-io/ui1768 repos~2kAutomated safety check: PassMITtoday
9

Audit a documentation site for agent-friendliness: discovery, markdown delivery, crawlability, semantic structure, machine-readable surfaces, and content legibility.

docker/docs4.7k—~1.8kAutomated safety check: PassApache-2.0today
10

Scans a codebase and suggests which Claude Code hooks, subagents, skills, plugins and MCP servers fit its stack, without changing any files.

anthropics/claude-plugins-official37k3 repos~2.7kAutomated safety check: NotesApache-2.0today
11
11.Agents SDKOfficial

Build, debug, or review Cloudflare Agents SDK applications using the agents package.

cloudflare/skills3k2 repos~3kAutomated safety check: PassApache-2.06 days ago
12
12.Cao MCP AppsOfficial

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/cli-agent-orchestrator1.4k—~1.9kAutomated safety check: PassApache-2.0today
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/mistral-vibe5.1k—~3.1kAutomated safety check: PassApache-2.0today
14
14.Microsoft DocsOfficial

Understand Microsoft technologies by querying official documentation.

MicrosoftDocs/mcp1.9k1 repo~723Automated safety check: PassCC-BY-4.08 days ago
15
15.Record DemoOfficial

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/mcpc981—~3.3kAutomated safety check: NotesApache-2.0today
16
16.Agui AuthorOfficial

Author live dashboard UI from an agent via the emitui MCP tool.

awslabs/cli-agent-orchestrator1.4k—~2kAutomated safety check: PassApache-2.0today
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/fp-go2k—~4.2kAutomated safety check: PassApache-2.0today
18

Fetches live Model Context Protocol specification and docs from modelcontextprotocol.io whenever work touches MCP behavior, SEPs or conformance.

modelcontextprotocol/kotlin-sdk1.5k—~879Automated safety check: PassUnknown2 days ago
19
19.Dv ConnectOfficial

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/Dataverse-skills2411 repo~5kAutomated safety check: NotesMITyesterday
20

Help with MongoDB query optimization and indexing. An agent skill from mongodb/agent-skills.

mongodb/agent-skills1902 repos~2.6kAutomated safety check: PassApache-2.0today
21

Analyze MSBuild binary logs to diagnose build failures. An agent skill from microsoft/testfx.

microsoft/testfx1k3 repos~730Automated safety check: PassMITtoday
22

Create, build, deploy, and localize declarative agents for M365 Copilot and Teams.

microsoft/work-iq1k—~3.2kAutomated safety check: PassUnknowntoday
23
23.MCP Apps BuilderOfficial

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/cli-agent-orchestrator1.4k—~1.7kAutomated safety check: PassApache-2.0today
24

Add a new Azure Functions sample/quickstart to the Template Manifest.

Azure/azure-functions-templates362—~3.8kAutomated safety check: PassMITtoday
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/fp-go2k—~4.3kAutomated safety check: PassApache-2.0today
26

Performs an accessibility code review of a local diff or Phabricator revision in the style of the Firefox accessibility team.

SAP/project-foxhound1801 repo~3.2kAutomated safety check: PassGPL-3.0yesterday
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/maui23k—~10kAutomated safety check: PassMITtoday
28
28.Gitnexus GuideOfficial

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/sample-kolya-br-proxy10610 repos~867Automated safety check: PassMIT-0yesterday
29

An MCP server skill for managing Kubernetes sandboxes. An agent skill from kubernetes-sigs/agent-sandbox.

kubernetes-sigs/agent-sandbox4.2k—~1.3kAutomated safety check: PassApache-2.0today
30
30.Build MCP ServerOfficial

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/claude-plugins-official37k1 repo~3kAutomated safety check: PassApache-2.0today
31
31.DotagentsOfficial

Manage agent skill dependencies with dotagents. An agent skill from getsentry/sentry-wizard.

getsentry/sentry-wizard295—~900Automated safety check: PassUnknownyesterday
32
32.Zapier DemoOfficial

Walk a new user through setting up their first Zapier action and running it live — the smallest possible win.

zapier/zapier-mcp428—~2.7kAutomated safety check: PassMIT2 mo ago
33
33.McpcOfficial

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/mcpc981—~3.5kAutomated safety check: PassApache-2.0today
34

Review code for correct logging and error handling patterns.

getsentry/toolkit917—~2.6kAutomated safety check: PassUnknowntoday
35
35.AI Docs GenerateOfficial

Generate WDK DDI API reference documentation pages from source code and stubs.

MicrosoftDocs/windows-driver-docs-ddi316—~4kAutomated safety check: PassCC-BY-4.02 mo ago
36
36.Build FigmaOfficial

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/plugins10k—~961Automated safety check: PassNo licencetoday
37
37.Entra Agent IdOfficial

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/GitHub-Copilot-for-Azure2553 repos~4kAutomated safety check: PassMITtoday
38

Gets secure, one-time-use payment credentials (cards, tokens) from a Link wallet so agents can complete purchases on behalf of users.

stripe/link-cli8311 repo~9.1kAutomated safety check: PassMITtoday
39
39.DotagentsOfficial

Manage dotagents dependencies and runtime config. An agent skill from getsentry/dotagents.

getsentry/dotagents247—~1.8kAutomated safety check: PassMIT4 days ago
40
40.Zapier StatusOfficial

Check the health of your Zapier MCP setup. An agent skill from zapier/zapier-mcp.

zapier/zapier-mcp428—~1.8kAutomated safety check: PassMIT2 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/klibs-io108—~1.1kAutomated safety check: PassApache-2.0yesterday
42
42.Cao PluginOfficial

Create a new CAO (CLI Agent Orchestrator) plugin. An agent skill from awslabs/cli-agent-orchestrator.

awslabs/cli-agent-orchestrator1.4k—~3.1kAutomated safety check: NotesApache-2.0today
43
43.MCP QAOfficial

QA MCP tool changes with local CLI and real agent clients. An agent skill from getsentry/toolkit.

getsentry/toolkit917—~1.3kAutomated safety check: PassUnknowntoday
44

A skill your agent uses when benchmarking rubydex MCP against plain Grep/Glob for Ruby code tasks.

Shopify/rubydex363—~1kAutomated safety check: PassUnknown5 days ago
45

Analyze and resolve APIView review feedback on Azure SDK PRs.

Azure/azure-sdk-for-android121—~549Automated safety check: PassMIT4 mo ago
46

Build, deploy, evaluate, optimize, fine-tune, and manage Microsoft Foundry agents, models, and resources end to end.

microsoft/GitHub-Copilot-for-Azure2551 repo~6.7kAutomated safety check: PassMITtoday
47

Guide users through configuring key MongoDB MCP server options.

mongodb/agent-skills1901 repo~3.3kAutomated safety check: PassApache-2.0today
48

Guide for interpreting ResolveProjectReferences time in MSBuild performance summaries.

microsoft/testfx1k3 repos~743Automated safety check: PassMITtoday

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.