mcp skills

21,750 tagged mcp, measured the same way as everything else here.

Browse within: python 90open-source 88unity 80agent-framework 79academic-research 77seo 76skill 65autonomous-agent 63openclaw 62game-development 60ai-scientist 59deep-research 59literature-review 59RAG 58

context7-mcp

01

upstash/context7

Skill Claude CodeCodex

This skill should be used when the user asks about libraries, frameworks, API references, or needs code examples. Activates for setup questions, code generation involving libraries, or mentions of specific frameworks like React, Vue, Next.js, Prisma, Supabase, etc.

61k +26 today A 58 tokens original MIT

context7-cli

02

upstash/context7

Skill Claude CodeCodex

Use the ctx7 CLI to fetch library documentation, manage AI coding skills, and configure Context7 MCP. Activate when the user mentions "ctx7" or "context7", needs current docs for any library, wants to install/search/generate skills, or needs to set up Context7 for their AI coding agent.

61k +26 today A 67 tokens original MIT

find-docs

03

upstash/context7

Skill Claude CodeCodex

Retrieves up-to-date documentation, API references, and code examples for any developer technology. Use this skill whenever the user asks about a specific library, framework, SDK, CLI tool, or cloud service — even for well-known ones like React, Next.js, Prisma, Express, Tailwind, Django, or Spring Boot. Your training…

61k +26 today A 172 tokens original MIT

mempalace-task

04

MemPalace/mempalace

Skill Claude CodeCodex

Create, hand off, claim, execute, and close agent tasks through the MemPalace logstream. Use when the user wants to delegate work, prepare a ready-to-paste task for another agent, receive a MemPalace task id, or explicitly launch a supported headless agent in controlled mode.

59k +10 changed today A 67 tokens original MIT

help

05

MemPalace/mempalace

Skill Claude CodeCodex

Show MemPalace help — available commands, usage tips, and getting started guidance.

59k +10 yesterday A 19 tokens original MIT

mempalace

06

MemPalace/mempalace

Skill Claude CodeCodex

MemPalace — Local AI memory with 96.6% recall. Semantic search, temporal knowledge graph, palace architecture (wings/rooms/drawers). Free, no cloud, no API keys.

59k +10 changed today A 47 tokens original MIT

compare-tasks

07

aaif-goose/goose

Skill Claude CodeCodex

Compare how two harbor benchmark runs performed on a single shared task.

54k +42 today A 16 tokens original Apache-2.0

patchy631/ai-engineering-hub

Skill Claude CodeCodex

Add and manage evaluation results in Hugging Face model cards. Supports extracting eval tables from README content, importing scores from Artificial Analysis API, and running custom model evaluations with vLLM/lighteval. Works with the model-index metadata format.

37k 5d ago A 55 tokens original MIT

patchy631/ai-engineering-hub

Skill Claude CodeCodex

This skill should be used when users want to train or fine-tune language models using TRL (Transformer Reinforcement Learning) on Hugging Face Jobs infrastructure. Covers SFT, DPO, GRPO and reward modeling training methods, plus GGUF conversion for local deployment. Includes guidance on the TRL Jobs package, UV…

37k 5d ago A 131 tokens original MIT

patchy631/ai-engineering-hub

Skill Claude CodeCodex

Publish and manage research papers on Hugging Face Hub. Supports creating paper pages, linking papers to models/datasets, claiming authorship, and generating professional markdown-based research articles.

37k 5d ago A 42 tokens original MIT

access

11

anthropics/claude-plugins-official

Skill Claude CodeCodex

Manage Discord channel access — approve pairings, edit allowlists, set DM/group policy. Use when the user asks to pair, approve someone, check who's allowed, or change policy for the Discord channel.

36k 3d ago A 43 tokens original Apache-2.0

anthropics/claude-plugins-official

Skill Claude CodeCodex

Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what…

36k 3d ago A 77 tokens original Apache-2.0

claude-md-improver

13

anthropics/claude-plugins-official

Skill Claude CodeCodex

Audit and improve CLAUDE.md files in repositories. Use when user asks to check, audit, update, improve, or fix CLAUDE.md files. Scans for all CLAUDE.md files, evaluates quality against templates, outputs quality report, then makes targeted updates. Also use when the user mentions "CLAUDE.md maintenance" or "project…

36k 3d ago A 82 tokens original Apache-2.0

testing-python

14

PrefectHQ/fastmcp

Skill Claude CodeCodex

Write and evaluate effective Python tests using pytest. Use when writing tests, reviewing test code, debugging test failures, or improving test coverage. Covers test design, fixtures, parameterization, mocking, and async testing.

27k +29 today A 45 tokens original Apache-2.0

review-issue

15

PrefectHQ/fastmcp

Skill Claude CodeCodex

Review an incoming external issue (and any gated-closed PR behind it) and decide whether to assign the contributor or decline. Use when the maintainer says "look at this issue", "review issue.

27k +29 today A 44 tokens original Apache-2.0

review-pr

16

PrefectHQ/fastmcp

Skill Claude CodeCodex

Monitor and respond to automated PR reviews (Codex bot). Use when pushing a PR, checking review status, or responding to bot feedback. Handles the full cycle of push -> wait for review -> evaluate comments -> fix -> re-push.

27k +29 today A 51 tokens original Apache-2.0

test-quality

17

modelcontextprotocol/python-sdk

Skill Claude CodeCodex

Test quality bar for this repo. Read when writing, reviewing, or designing tests — covers naming, abstraction level, assertions, determinism, and the process for agent-driven test work.

24k 3d ago A 40 tokens original MIT

build-audit-logs

18

activepieces/activepieces

Skill Claude CodeCodex

Build or review audit trails in TypeScript/JavaScript apps using evlog (pipelines, typed actions, denials, retention, compliance-style reviews). For application code, not for extending the evlog package.

24k yesterday A 49 tokens

activepieces/activepieces

Skill Claude CodeCodex

Review code for logging patterns and suggest evlog adoption. Guides setup on Nuxt, Next.js, SvelteKit, Nitro, TanStack Start, React Router, NestJS, Express, Hono, Fastify, Elysia, oRPC, Cloudflare Workers, and standalone TypeScript. Detects console.log spam, unstructured errors, and missing context. Covers wide…

24k yesterday A 141 tokens

n8n-agents

21

czlonkowski/n8n-mcp

Skill Claude CodeCodex

Design n8n AI agents the right way. Use when building or editing any @n8n/n8n-nodes-langchain. AI node — an AI Agent, LLM chain, Text Classifier, or Information Extractor — and whenever the user mentions AI agents, LLM with tools, tool calling, $fromAI, system prompts, agent memory, sessionId, structured/JSON output…

23k 2d ago A 156 tokens original MIT

n8n-error-handling

22

czlonkowski/n8n-mcp

Skill Claude CodeCodex

Wire n8n error handling so failures are loud, structured, and recoverable. Use when building any webhook/API workflow, a scheduled or unattended workflow, or any path where a silent failure would drop user-visible work — and whenever the user mentions error handling, onError, continueErrorOutput, error…

23k 2d ago A 128 tokens original MIT

czlonkowski/n8n-mcp

Skill Claude CodeCodex

Expert guide for using n8n-mcp MCP tools effectively. Use when searching for nodes, validating configurations, accessing templates, managing workflows, organizing workflows into folders, managing credentials, auditing instance security, or using any n8n-mcp tool. Provides tool selection guidance, parameter formats…

23k 2d ago A 135 tokens original MIT

optimization

24

1jehuang/jcode

Skill Claude CodeCodex

Use when improving performance, latency, throughput, memory usage, or general efficiency. Start by defining target metrics, measuring comprehensively, attributing bottlenecks, validating with static analysis, and prioritizing macro-optimizations before micro-optimizations.

19k 2d ago A 52 tokens original MIT