Python · MCP servers

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

anthropics/skills

Walks through building MCP servers in Python or TypeScript that expose tools, resources and prompts to Claude, with templates, registration and testing.

shareAI-lab/learn-claude-code

Installs and configures MemPalace as a private local palace, a shared-brain hub or a client of an existing hub, including MCP registration and version-correct initialization.

MemPalace/mempalace

Guides building, debugging and testing LangBot plugins: components, SDK calls, README and locale rules, SDK pitfalls and WebSocket-based testing.

langbot-app/LangBot

Write or revise a page under docs/ for gofastmcp.com. An agent skill from PrefectHQ/fastmcp.

PrefectHQ/fastmcp

Drives CapCut or JianYing through an HTTP and MCP API: create drafts, add video, audio, text, subtitles and effects, preview on the web and batch-produce videos.

sun-guannan/VectCutAPI

AWS Cloud Development Kit (CDK) expert for building cloud infrastructure with TypeScript/Python.

zxkane/aws-skills

Build, test, inspect, install, and deploy MCP servers with FastMCP in Python.

Tommy-yw/RunbookHermes

Query and invoke tools on MCP servers using fastmcp list and fastmcp call.

PrefectHQ/fastmcp

Migrate an existing agentic PoC/pilot (Claude Code project files, MCP configs, hooks, local tools, openclaw config, or similar hand-rolled setup artifacts) into an Archestra instance.

archestra-ai/archestra

A skill your agent uses when finding, comparing, reading, or monitoring arXiv papers, including requests for abstracts, citation graphs, original LaTeX, section-level technical details, or…

blazickjp/arxiv-mcp-server

A skill your agent uses when working in a repo with agentacct MCP configured, or when asked to track coding-agent work, smoke-test agentacct integrations, or report objective AI-agent task evidence.

mikehasa/agentacct

Build new Arcade error adapters from scratch using public Arcade TDK patterns.

ArcadeAI/arcade-mcp

Installs, repairs and starts a local source checkout of FireRed-OpenStoryline, from prerequisites and a venv to resources, config and the MCP and web servers.

FireRedTeam/FireRed-OpenStoryline

Retrieve real Taiwan court judgments with verifiable citations before answering any question about Taiwan law or case law.

aa0101181514/tw-legal-rag

Edit, trim, cut, caption, subtitle, reframe, combine, add background music to, or export video, audio, and image files through Cassette.

Cassette-Editor/oh-my-cassette

Query 57 Indonesian government APIs and data sources — BPJPH halal certification, BPOM food safety, OJK financial legality, BPS statistics, BMKG weather/earthquakes, Bank Indonesia exchange rates…

suryast/indonesia-gov-apis

A skill your agent uses to generate well-branded interfaces and assets for fast-agent, either for production or throwaway prototypes/mocks/etc.

evalstate/fast-agent

A skill your agent uses when a user has cloned PaperGraph MCP and asks to install, initialize, configure, set up, or start using it with an agent or MCP client.

lotchuazzz-crypto/papergraph-mcp

Build production-ready AI agent backends using the CloudBase Agent Python SDK — create agents with LangGraph/CrewAI/LlamaIndex, serve them via FastAPI with AG-UI protocol streaming +…

TencentCloudBase/CloudBase-AI-Toolkit

Scaffold production-ready Python MCP servers using FastMCP. An agent skill from timothywarner-org/claude-code.

timothywarner-org/claude-code

Give the agent durable, scoped, explainable memory across sessions and repositories through the Engraphis MCP tools.

Coding-Dev-Tools/engraphis

A skill your agent uses when investigating a bug, failing test, or unexpected runtime behavior and the mcp-debugger MCP server is available — drives real step-through debuggers (breakpoints, stack…

debugmcp/mcp-debugger

Build observe-only Polymarket and Kalshi tennis market tooling on the polymarket-tennis Python package (MIT) plus the Live Tennis API free tier.

livetennisapi/livetennisapi-mcp

A skill your agent uses when debugging UE C++ crashes, runtime bugs, or unexpected behavior with Rider MCP available.

JasonMa0012/MooaToon

Prepare arcade-mcp changes for review by verifying intended behavior, filling the repository PR template, and creating or updating the PR.

ArcadeAI/arcade-mcp

This skill should be used when the user mentions Unraid, asks to check server health, monitor array or disk status, list or restart Docker containers, start or stop VMs, read system logs, check…

dinglebear-ai/unraid

Install, register, and configure x-use, the browser-native MCP server for X (Twitter) automation that needs no X API key.

ihuzaifashoukat/x-use

Fetch financial, market, economic, fundamental, news, options, crypto, ETF, index, and macro data through the OpenBB Python interface instead of the OpenBB MCP server.

monarchjuno/vibe-investing

Generate synthetic data using sdghub with composable blocks and YAML flows.

Red-Hat-AI-Innovation-Team/sdg_hub

This skill documents how to use the fmodel-mcp toolkit (a CUE4Parse-based .NET CLI plus a thin Python MCP server) to inspect and export Unreal Engine game assets — pak files, textures, meshes…

pa001024/dna-builder

Reference for the Opik SDK — tracing, span types, framework integrations, threads, and the prompt library (Python, TypeScript, REST).

comet-ml/opik-mcp

A skill your agent uses when building, automating, or debugging Cisco Packet Tracer networks through the packet-tracer MCP (the pt tools) — planning topologies from natural language, live-deploying…

Mats2208/MCP-Packet-Tracer

Builds robust Python MCP (Model Context Protocol) servers with FastMCP — tool design, error contracts, event-loop-safe blocking work, subprocess/CLI wrapping, single-file vs packaged distribution…

kajisho5/ffmpeg-skill

Create Model Context Protocol (MCP) servers that expose tools, resources, and prompts to Claude.

glittercowboy/taches-cc-resources

Covers the Tiger Brokers OpenAPI Python SDK for market data, stock, futures and options trading, push subscriptions, a CLI and an MCP server, defaulting to paper trading.

qusong0627/QuantMind

Drive PyBERT's MCP server to run headless serial-link BER simulations, read/write configuration, browse saved results, and inspect IBIS-AMI models, without opening the GUI.

capn-freako/PyBERT

Search nine job boards across eight countries — the salary-transparent devitjobs family, jobs.ch and jobup.ch (all Swiss industries), and MyCareersFuture (Singapore IT) — and help the user apply.

Stupidoodle/swissdevjobs-cli

Use Kinocut for guarded video editing, source-backed planning, FFmpeg operations, media analysis, subtitles, audio workflows, Hyperframes or Revideo rendering, repurposing packages, and release…

KyaniteLabs/kinocut

Explains how to run, integrate and debug the deep-research-mcp project through its CLI, Python API or MCP server, with OpenAI, Gemini and DR-Tulu backends.

pminervini/deep-research-mcp

Apple Music integration — AppleScript (local Music.app) and the Apple Music API / web player (cross-platform library, playlists, playback, and queue)

epheterson/applemusic-mcp

A skill your agent uses when working with GOAT's Windmill instance — running or syncing analytics tools, inspecting job execution, adding a new tool, or checking which f/goat/tools/ scripts exist.

plan4better/goat

Developer guide for the LexGuard Korean law MCP server: layer rules, adding tools and repositories, JSON-RPC responses, law API handling, answer rules and tests.

SeoNaRu/lexguard-mcp

A skill your agent uses when reviewing, fixing, validating, or preparing KiCad PCB projects with the kicad MCP server.

oaslananka/kicad-mcp-pro

Add or edit an MCP server entry in mcptoon's config correctly — stdio/streamable-http/sse shapes, command rules, placeholders, and validation.

activeing123/mcptoon

Query and monitor an Unraid NAS/homelab server — array health, disk temperatures, Docker containers, virtual machines, system metrics, notifications, alerts, shares, UPS status, log files, network…

dinglebear-ai/unraid

Build MCP servers in Python with FastMCP. An agent skill from jezweb/claude-skills.

jezweb/claude-skills

Query up-to-date library documentation and code examples using Context7 MCP.

holon-run/uxc