MCP servers for Python projects 1,198
These MCP servers and clients focus on Python projects, matched from their name, description and GitHub topics. MCP Harbor lists 1,198 of them; the most starred are markitdown (★191,862), browser-use (★119,003) and Agent-Reach (★101,437).
86% open source · mostly Python, TypeScript, JavaScript · 749 updated in the last 30 days · fastest this week: Agent-Reach (+2,844 stars)
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markitdown★ 191,862
microsoft · Python
Python tool for converting files and office documents to Markdown.
browser-use · Python+699 stars this week (+0.6%)
Open-source Python library for AI browser agents, plus Browser Use Cloud: stealth browsers and a hosted agent API.
Panniantong · Python+2,844 stars this week (+2.9%)
Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.
D4Vinci · Python+1,131 stars this week (+1.3%)
🕷️ A Web Scraping framework that handles everything from a single request to a full-scale crawl! Don't be shy, join here: https://discord.gg/EMgGbDceNQ and follow here for daily tips and tricks: https://x.com/Scrapling_dev
headroomlabs-ai · Python+2,109 stars this week (+2.8%)
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.
TrendRadar★ 63,148
sansan0 · Python+171 stars this week (+0.3%)
⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS, and smart alerts.🎯 告别信息过载，你的 AI 舆情监控助手与热点筛选工具！聚合多平台热点 + RSS 订阅，支持关键词精准筛选。AI 智能筛选新闻 + AI 翻译 + AI 分析简报直推手机，也支持接入 MCP 架构，赋能 AI 自然语言对话分析、情感洞察与趋势预测等。支持 Docker ，数据本地/云端自持。集成微信/飞书/钉钉/Telegram/邮件/ntfy/bark/slack 等渠道智能推送。
litellm★ 61,940
BerriAI · Python
The fastest, litest AI Gateway. Rust core with Python SDK. Call 100+ LLM APIs in OpenAI (or native) format with cost tracking, guardrails, load balancing, and logging [Bedrock, Azure, OpenAI, Anthropic, OpenAI, VertexAI, vLLM, Nvidia NIM]
mempalace★ 59,722
MemPalace · Python+113 stars this week (+0.2%)
The best-benchmarked open-source AI memory system. And it's free.
nanobot★ 49,318
HKUDS · Python+192 stars this week (+0.4%)
Ultra-lightweight, open-source, self-hosted personal AI agent framework in Python with WebUI, tools, memory, MCP, multi-agent workflows, automation, and chat apps
ccxt★ 44,537
ccxt · Python
A unified trading API with more than 100 crypto exchanges and prediction markets in JavaScript / TypeScript / Python / C# / PHP / Go / Java / Rust
AstrBotDevs · Python+1,030 stars this week (+2.4%)
AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. ✨
langextract★ 39,020
google · Python
A Python library for extracting structured information from unstructured text using LLMs with precise source grounding and interactive visualization.
PDFMathTranslate★ 37,813
PDFMathTranslate · Python+191 stars this week (+0.5%)
[EMNLP 2025 Demo] PDF scientific paper translation with preserved formats - 基于 AI 完整保留排版的 PDF 文档全文双语翻译，支持 Google/DeepL/Ollama/OpenAI 等服务，提供 CLI/GUI/MCP/Docker/Zotero
HKUDS · Python+775 stars this week (+2.2%)
"Vibe-Trading: Your Personal Trading Agent"
code-review-graph★ 32,357
tirth8205 · Python+141 stars this week (+0.4%)
Local-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding tools read only what matters, with benchmarked context reductions on reviews and large-repo workflows.
ahujasid · Python+809 stars this week (+2.6%)
Community plugin to control Blender 3D with any LLM of your choice. Not affiliated with the official Blender Foundation.
composio★ 30,714
ComposioHQ · TypeScript+106 stars this week (+0.3%)
Composio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.
gpt-researcher★ 30,272
assafelovic · Python+133 stars this week (+0.4%)
An autonomous agent that conducts deep research on any data using any LLM providers
openai-agents-python★ 30,250
openai · Python
A lightweight, powerful framework for multi-agent workflows
fastmcp★ 28,186
PrefectHQ · Python+78 stars this week (+0.3%)
🚀 The fast, Pythonic way to build MCP servers and clients.
python-sdk★ 24,656
modelcontextprotocol · Python+60 stars this week (+0.2%)
The official Python SDK for Model Context Protocol servers and clients
adk-python★ 21,983
google · Python+91 stars this week (+0.4%)
An open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control.
parlant★ 18,308
emcie-co · Python+10 stars this week (+0.1%)
Build reliable customer-facing AI agents with Parlant: an interaction control harness optimized for controlled, consistent, and predictable LLM interactions.
flet★ 17,421
flet-dev · Python
Build realtime web, mobile and desktop apps in Python only. No frontend experience required.
Skill_Seekers★ 15,207
yusufkaraaslan · Python+39 stars this week (+0.3%)
Convert documentation websites, GitHub repositories, and PDFs into Claude AI skills with automatic conflict detection
agent-framework★ 14,299
microsoft · Python
A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.
XHS-Downloader★ 13,103
JoeanAmier · JavaScript+65 stars this week (+0.5%)
小红书（XiaoHongShu、RedNote）链接提取/作品采集工具
QuantDinger★ 13,062
OpenByteInc · Python+196 stars this week (+1.5%)
Open-source AI Trading OS, agent trading, and vibe trading, with Jev System One integration. Research, build Python strategies, backtest, and paper/live trade across crypto, stocks, and forex. Launch your own multi-tenant trading SaaS with built-in user management, billing, payments, and settlement.
omnigent★ 11,020
omnigent-ai · Python+161 stars this week (+1.5%)
Omnigent is an open-source AI agent framework and meta-harness: orchestrate Claude Code, Codex, Cursor, Pi, and custom agents — swap harnesses without rewriting, enforce policies and sandboxing, and collaborate in real time from any device.
Horizon★ 10,982
Thysrael · Python+347 stars this week (+3.3%)
📡 Your own AI-powered news radar. Generates daily briefings in English & Chinese. | 用 AI 构建你专属的新闻雷达
xberg★ 9,441
xberg-io · Rust
Polyglot document intelligence with a Rust core: extract text, metadata, images, tables, and structured data from 106 formats across 140 file extensions, plus code intelligence for 371 languages. Fifteen bindings, with CLI, REST API, and MCP server.
harness-sdk★ 8,936
strands-agents · TypeScript+90 stars this week (+1%)
Build an agent harness and control it end-to-end. Open-source SDK for production AI agents in Python & TypeScript - any model, any cloud.
mcp-agent★ 8,571
lastmile-ai · Python
Build effective agents using Model Context Protocol and simple workflow patterns
repowise★ 7,894
repowise-dev · Python+70 stars this week (+0.9%)
Codebase intelligence for AI and humans: code health scores, auto-generated docs, git analytics, dead code detection, and architectural decisions via MCP.
waha★ 7,673
devlikeapro · TypeScript+55 stars this week (+0.7%)
WAHA - WhatsApp HTTP API (REST API) that you can configure in a click! Multiple engines: WEBJS (browser based), NOWEB (websocket nodejs), GOWS (websocket go), WPP (browser)
opensquilla★ 7,080
TokenRhythm · Python
OpenSquilla — Token-Efficient AI Agent with same budget, higher intelligence density
julep★ 6,574
julep-ai · Python
Julep — durable, composable AI agents. Flows that crash and resume, retry safely, and explain every step.
genkit★ 6,545
genkit-ai · TypeScript
Open-source framework for building agentic apps in JavaScript, Go, Dart, and Python, built and used in production by Google
agent-governance-toolkit★ 6,459
microsoft · Python+25 stars this week (+0.4%)
AI Agent Governance Toolkit — Policy enforcement, zero-trust identity, execution sandboxing, and reliability engineering for autonomous AI agents. Covers 10/10 OWASP Agentic Top 10.
superdesigndev · Python+350 stars this week (+6.2%)
OpenRouter for agent tools. Join community here: https://discord.gg/6mQYYfFMAn
ghidra-mcp★ 5,885
bethington · Java+167 stars this week (+2.9%)
Ghidra MCP Server — 200+ MCP tools for AI-powered reverse engineering. GUI plugin + headless server, lazy tool loading, convention enforcement, batch operations, Ghidra Server integration, and Docker deployment.
FinanceToolkit★ 5,452
JerBouma · Python+15 stars this week (+0.3%)
Transparent and Efficient Financial Analysis
open-science★ 5,355
aipoch · TypeScript+197 stars this week (+3.8%)
The open-source AI research workbench for scientific research and agent workflows. Local-first, model-agnostic desktop app with extensible skills, MCP tools and connectors, Python/R execution and traceable artifacts for reproducible research on macOS, Windows and Linux.
code-graph-rag★ 5,279
vitali87 · Python+14 stars this week (+0.3%)
The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs
Kiln★ 5,229
Kiln-AI · Python+34 stars this week (+0.7%)
Build, Evaluate, and Optimize AI Systems. Includes evals, RAG, agents, fine-tuning, synthetic data generation, dataset management, MCP, and more.
ag2★ 5,014
ag2ai · Python+14 stars this week (+0.3%)
AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x
mockserver-monorepo★ 4,996
mock-server · Java+3 stars this week (+0.1%)
MockServer is an HTTP(S) mock server and proxy for testing that lets you mock APIs, inspect and modify live traffic, and inject failures. It supports HTTP/1.1, HTTP/2, gRPC, WebSockets, TCP and more on a single port, with additional support for HTTP/3, message brokers, and AI/LLM APIs.
tigerless-labs · Python+654 stars this week (+16.1%)
Long-term memory runtime for AI agents — plain Markdown as the source of truth, local ranked retrieval, and an independent sleep-time Manage layer. Claude Code and Codex share one store. No API key.
mcp-context-forge★ 4,685
IBM · Python+39 stars this week (+0.8%)
An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool calling, and supports plugins.
m_flow★ 4,512
FlowElement-xinliuyuansu · Python+1 stars this week (+0%)
A bio-inspired cognitive memory engine — a new paradigm for Graph RAG.
gptme★ 4,462
gptme · Python+6 stars this week (+0.1%)
Your agent in your terminal, equipped with local tools: writes code, uses the terminal, browses the web. Make your own persistent autonomous agent on top!
basic-memory★ 4,334
basicmachines-co · Python+78 stars this week (+1.8%)
AI conversations that actually remember. Never re-explain your project to your AI again. Join our Discord: https://discord.gg/tyvKNccgqN
excel-mcp-server★ 4,258
haris-musa · Python+12 stars this week (+0.3%)
Excel MCP server: let AI (Claude, Cursor, Codex) create and edit Excel files with charts, PivotTables, slicers and formulas. No Excel required.
Hyper-Extract★ 4,198
yifanfeng97 · Python+32 stars this week (+0.8%)
Hypergraph is more powerful. Transform unstructured text into structured knowledge with LLMs. Graphs, hypergraphs, and spatio-temporal extractions — with one command.
linkedin-mcp-server★ 4,004
stickerdaniel · Python+98 stars this week (+2.5%)
Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI agent access to profiles, companies, jobs, and messages.
fast-agent★ 3,945
evalstate · Python+6 stars this week (+0.2%)
Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP/A2A Support
SimpleMem★ 3,848
aiming-lab · Python+13 stars this week (+0.3%)
[ICML'26] SimpleMem: Efficient Lifelong Memory for LLM Agents — Text & Multimodal
pipeshub-ai★ 3,846
pipeshub-ai · Python+10 stars this week (+0.3%)
The open-source context layer for AI agents. PipesHub turns your company's knowledge (Slack, Drive, Jira, GitHub, Microsoft 365 and 40+ connectors) into a permission-aware workspace that agents can search, grep, navigate and cite. MCP, SDKs and built-in agents. Self-hosted.
antigravity-sdk-python★ 3,826
google-antigravity · Python+62 stars this week (+1.6%)
A Python library for building AI agents that leverage the full power of Google Antigravity.
py-xiaozhi★ 3,529
huangjunsen0406 · Python+15 stars this week (+0.4%)
Open-source AI assistant ecosystem with MCP integrations, multimodal workflows, IoT support, and cross-platform voice interaction.
FlyEnv★ 3,306
xpf0000 · TypeScript+17 stars this week (+0.5%)
Native local development environment for Windows, macOS & Linux. A modern alternative to XAMPP, MAMP, Laragon and Laravel Herd, with runtimes, databases, web servers, local sites, HTTPS, AI coding tools and MCP.
vibheksoni · Python+907 stars this week (+38.4%)
Stealth browser automation for AI agents over MCP and the Chrome DevTools Protocol: navigation, network hooks, DOM extraction, and pixel-accurate UI cloning.
ableton-mcp★ 3,233
ahujasid · Python+33 stars this week (+1%)
Control Ableton Live with any LLM: create tracks, arrange clips & compose music via MCP
arxiv-mcp-server★ 3,231
blazickjp · Python+9 stars this week (+0.3%)
A local MCP server for agent literature work. Original-LaTeX section reads, BibTeX from arXiv metadata, and topic watches. Papers stay on disk. Search is optional.
ddgs★ 3,029
deedy5 · Python+7 stars this week (+0.2%)
A metasearch library that aggregates results from diverse web search services
deepnote★ 3,026
deepnote · TypeScript
Deepnote is a drop-in replacement for Jupyter with an AI-first design, sleek UI, new blocks, and native data integrations. Use Python, R, and SQL locally in your favorite IDE, then scale to Deepnote cloud for real-time collaboration, Deepnote agent, and deployable data apps. https://deepnote.com/
cocoindex-code★ 2,942
cocoindex-io · Python
A super light-weight embedded code search engine CLI (AST based) that just works - improves speed and efficiency for coding agent 🌟 Star if you like it!
Vibe-Research★ 2,792
simonlin1212 · TypeScript
Vibe-Research：A 股、美股、港股的投研工作台 · 自选与持仓、每日复盘、产业资讯、产业研究、个股深挖、回测、研报库，168 个数据端点。支持 Claude Code、Codex、WorkBuddy 订阅或任意模型 API。 | A research workbench for China A-shares, US and HK stocks.
paperbanana★ 2,414
llmsresearch · Python+10 stars this week (+0.4%)
Open source implementation and extension of Google Research’s PaperBanana for automated academic figures, diagrams, and research visuals, expanded to new domains like slide generation.
Aix-DB★ 2,255
apconw · JavaScript
Aix-DB 基于 LangChain/LangGraph 框架，结合 MCP Skills 多智能体协作架构，实现自然语言到数据洞察的端到端转换。
kajisho5 · Python+249 stars this week (+12.6%)
Local video editor for coding agents: 42 FFmpeg tools with a machine-readable contract and an MCP server, for Claude Code, Cursor and Codex. Cut, captions, reframe, loudness, platform exports. No cloud, no API keys.
mcp_agent_mail★ 2,222
Dicklesworthstone · Python
Asynchronous coordination layer for AI coding agents: identities, inboxes, searchable threads, and advisory file leases over FastMCP + Git + SQLite
LetsFG★ 2,188
LetsFG · Python
Agent-native flight & hotel search and booking — MCP server, CLI, and Python/JS SDKs. Every airline in the world, major booking sites and OTAs, with per-flight reliability history.
boss-agent-cli★ 2,135
can4hou6joeng4 · Python+38 stars this week (+1.8%)
🤖 Local-assist BOSS Zhipin CLI for AI agents — search, welfare filtering, shortlist, JSON-envelope output; low-risk & compliant by default.
open-agent-email★ 2,111
Anil-matcha · Python
Open-source email infrastructure for AI agents: secure inboxes, REST and MCP APIs, SMTP, human approval workflows, signed webhooks, and Python and TypeScript SDKs. Self-host with Docker and PostgreSQL.
loonflow★ 2,094
blackholll · TypeScript
A Intelligent and Visual Process Automation System, ticket, workflow, MCP
ai★ 1,966
stripe · TypeScript
One-stop shop for building AI-powered products and businesses with Stripe.
mcp-brasil★ 1,826
Mcp-Brasil · Python+15 stars this week (+0.8%)
MCP Server para 70 APIs públicas brasileiras
OpenOSINT★ 1,801
OpenOSINT · Python+33 stars this week (+1.9%)
Open-source engine for passive OSINT checks: 21 tools as CLI, MCP server and web UI. Hosted Monitor & Diligence at app.openosint.tech.
pentest-ai★ 1,772
0xSteph · Python+28 stars this week (+1.6%)
Open-source AI pentester that proves every finding. Machine oracles re-run each exploit; verified bugs ship a proof capsule you can replay yourself.
cheatengine-mcp-bridge★ 1,690
miscusi-peek · Lua+29 stars this week (+1.7%)
Connect your favorite AI agents directly to Cheat Engine via MCP. Automate reverse engineering, pointer scanning, and memory analysis using natural language.
cve-mcp-server★ 1,637
mukul975 · Python+12 stars this week (+0.7%)
Production-grade MCP server giving Claude 27 security intelligence tools across 21 APIs — CVE lookup, EPSS scoring, CISA KEV, MITRE ATT&CK, Shodan, VirusTotal, and more.
fim-one★ 1,586
fim-ai · Python
Open-source agent platform for Global × China enterprises — wire every system through one agent core. Self-hosted, any LLM.
npcpy★ 1,519
NPC-Worldwide · Python+1 stars this week (+0.1%)
The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.
cli-agent-orchestrator★ 1,465
awslabs · Python+23 stars this week (+1.6%)
Multi-agent orchestration for AI coding CLIs — Claude Code, Kiro, Codex, and more, coordinated in isolated tmux sessions
obsei★ 1,441
obsei · Python+3 stars this week (+0.2%)
Open source, privacy-first Voice of Customer analytics. A self-hosted alternative to Enterpret and Unwrap that strips PII from feedback before any LLM sees it.
wzyn20051216 · Python+166 stars this week (+13.1%)
Reliable AI Skill + MCP toolkit for agent-driven desktop CAD automation.
nocturne_memory★ 1,408
Dataojitori · Python+14 stars this week (+1%)
A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and amnesia. Empower your AI with persistent, graph-like structured memory across any model, session, or tool. Drop-in replacement for OpenClaw.
repobrain★ 1,354
study8677 · Python+14 stars this week (+1%)
🧠 RepoBrain (formerly Antigravity) — Give your repo a brain. ChatGPT for your codebase: works in Claude Code, Cursor, Codex, Windsurf & more.
reverify★ 1,312
2akouwu · Python+7 stars this week (+0.5%)
Stop your AI from making things up — it proposes, deterministic tools decide, every claim checked against ground truth with evidence. Grounded facts and context survive resets. Reverse engineering is the proving ground. MCP server + CLI.
ios-simulator-skill★ 1,295
conorluddy · Python
An IOS Simulator Skill for Agents. Use it to optimise their ability to build, run and interact with your apps, and to proxy xcodebuild to save token waste. Works with Claude, Codex, etc
LightAgent★ 1,237
wanxingai · Python
LightAgent: Lightweight Python framework for OpenAI-compatible agents with tools, memory, guardrails, tracing, lifecycle hooks, multi-agent collaboration, and workflows.
Sage★ 1,214
ZHangZHengEric · Python
An RSI Agent Harness for running, evaluating, and evolving agents—with tools, skills, MCP, stateful execution, and multi-agent workflows.
innovation-lab-examples★ 1,169
fetchai · Python+18 stars this week (+1.6%)
80+ production-ready AI agent examples in Python — build autonomous agents, multi-agent systems and agentic AI with uAgents, ASI:One, MCP, A2A, LangChain, CrewAI, Gemini, Claude and OpenAI.
Tracely-ai★ 1,167
jwuthri-cloud · Python
Trace-native CI/CD for AI agents: grade production traces, cluster failures, freeze them into replayable regression tests, and block PRs that regress. Self-hostable.
geo-optimizer-skill★ 1,159
Auriti-Labs · Python
Open-source Answer Engine Optimization (AEO) & Generative Engine Optimization (GEO) toolkit — audit, optimize & track whether ChatGPT, Perplexity, Gemini & Google AI Overviews cite your site. AI SEO / LLM SEO. CLI, Python, MCP, Astro.
MassGen★ 1,143
massgen · Python+1 stars this week (+0.1%)
🚀 MassGen is an open-source multi-agent scaling system that runs in your terminal, autonomously orchestrating frontier models and agents to collaborate, reason, and produce high-quality results. | Join us on Discord: discord.massgen.ai
mcd-saver-strategist★ 1,140
hujjun · Python
麦当劳省钱点餐助手（麦门精算师）｜麦当劳优惠券组合优化 Skill：拉取麦当劳菜单与全部可用优惠券，算出最省的点餐组合，巨无霸套餐 ¥47 → ¥21.9（省 53%）。McDonalds MCP（麦当劳 MCP）coupon optimizer · McDonalds China MCP Server · Agent Skill for WorkBuddy · 麦当劳程序员创意开发大赛参赛作品
llm-sandbox★ 1,137
vndee · Python
Lightweight and portable LLM sandbox runtime (code interpreter) Python library.
pydantic-deepagents★ 1,106
vstorm-co · Python
Open-source, self-hosted Claude Code - a terminal AI assistant and the Python framework behind it. Tool-calling, sandboxed execution, multi-agent teams, skills, checkpoints, unlimited context - on Pydantic AI, any model.
arcade-mcp★ 1,057
ArcadeAI · Python+4 stars this week (+0.4%)
MCP Server Framework and Tool Development library for building custom capabilities into agents.
cuga-agent★ 1,049
cuga-project · Python
CUGA is an open-source generalist agent harness for the enterprise, supporting complex task execution on web and APIs, OpenAPI/MCP integrations, composable architecture, reasoning modes, and policy-aware features.
medusa★ 1,006
Pantheon-Security · Python
AI-first security scanner. NEW in v2026.7: Claude Code compromise detection — vet .claude/ hooks, permissions & skills before you clone — plus an always-on AI attack-signature scanner and native Rust & PHP rules. Also: medusa scan --git to vet any repo, medusa secrets scan for leaked API keys. 40,00
Ayzzz123 · Python
麦麦省钱助手 —— 基于麦当劳 MCP 的点餐成本优化 Skill。算出当前门店最省钱的点餐方案，并主动提示凑单陷阱。
Claude-Skills★ 971
borghei · HTML+37 stars this week (+4%)
385 AI skills, 76 expert agents, and 906 stdlib Python tools for every team: engineering, PM, marketing, C-level, compliance, business ops, research, and a LinkedIn toolkit. Installs on Claude Code, Cursor, Codex, Gemini, Copilot, and 6 other AI assistants.
ChattyPlay-Agent★ 971
P1kaj1uu · TypeScript
🚀 告别多个App！本项目主要基于Python+React+TypeScript+Hono+SQLite3+Redis，打造“All in One”智能工具集。免会员播放爱奇艺、腾讯视频、优酷、抖音、B站、小红书等20+平台视频，支持4K在线解析与无水印高速下载。集成Cloudflare Turnstile防机器人和爬虫、Google、GitHub授权登录及OpenAI SDK、埋点SDK、MCP服务和Agent等，支持ChatGPT对话、AI绘画、论文降重、Hugging Face论文爬取、在线Latex编写；更有实时黄金K线、AI思维导图、闲鱼助手等效率黑科技。内置海量动漫漫画资源，畅享
x-reader★ 970
runesleo · Python+2 stars this week (+0.2%)
Universal content reader MCP Server for 10+ platforms
OpenRath★ 961
Rath-Team · Python
An open-source, PyTorch-like runtime for dynamic multi-agent and multi-session workflows.
arben-adm · Python+5 stars this week (+0.5%)
Local MCP work notes with persistent sessions, decisions, evidence and resumable tasks.
pipelex★ 948
Pipelex · Python
Build AI methods with your coding agent, then run them anywhere: as an MCP for chatbots, as a webapp for people, or via API for your software.
retentioneering · Python
Python toolkit, MCP server, and agent skills for reproducible, auditable clickstream and event log analytics. Helps AI agents, data scientists and analysts build, validate, and cross-check product analytics, quantitative UX, customer journeys, graph-based user flows, behavioral segmentation, A/B tes
jarvis★ 911
ethanplusai · Python
JARVIS — a voice assistant for Claude Code. Talk to your Mac and he brainstorms a project with you, builds it, and tells you out loud when a Claude Code session needs you. macOS, on your Claude subscription, no API key.
feder-cr · Python
Playwright MCP server undetected by anti-bots and captchas: AI agent browses the web on anti-detect stealth Firefox, Python, undetected browser automation, scraping, computer use.
quantumproxies.io★ 874
quantumproxies · Java
Residential, datacenter, ISP & mobile proxies with 90M+ IPs in 200+ countries — plus Scraper & SERP APIs. Code examples in Python, Node.js, PHP, Go, Java, C#, Ruby and curl.
projectmem★ 868
riponcm · Python+2 stars this week (+0.2%)
Open-source coding agents memory. Records issues, attempts, fixes and decisions, then warns your agent before it repeats an approach that already failed. Native MCP server for Claude Code, Cursor, Antigravity and Codex. 100% local, no cloud, no telemetry. MIT.
mcp-nixos★ 864
utensils · Python+5 stars this week (+0.6%)
MCP-NixOS - Model Context Protocol Server for NixOS resources
tapo★ 863
mihai-dinculescu · Rust
🦀 Rust API, 🐍 Python API, and 🤖 MCP Server for TP-Link Tapo smart devices
attestix★ 846
VibeTensor · Python
AI agent identity, signed credentials, delegated authority and portable governance evidence. Python core and offline verifier SDKs.
open-agent-connector★ 845
Anil-matcha · Python+3 stars this week (+0.4%)
Open-source, self-hosted alternative to Composio, Nango, Merge.dev, and Arcade.dev for AI agent integrations. Run GitHub, Slack, Hacker News, and custom HTTP actions over MCP or REST.
golf★ 841
golf-mcp · Python+1 stars this week (+0.1%)
Production-Ready MCP Server Framework • Build, deploy & scale secure AI agent infrastructure • Includes Auth, Observability, Debugger, Telemetry & Runtime • Run real-world MCPs powering AI Agents
CNEquity★ 841
rootSunc · Python
中国A股（A-share / AShare / AStock）股票数据与金融数据基础设施，面向量化交易与回测。55个日更数据集：沪深股票行情、财务数据与基本面、期货数据、资金面、公告事件、指数行业、宏观与风险。行级溯源、PIT 语义、复权与历史成分内置，MCP 原生。自托管，零注册、零 API Token。China stock market data for quant research and AI agents.
vibe-astock★ 815
simonlin1212 · TypeScript
Vibe AStock：A 股短线复盘与跟踪工作台 · 盯盘异动、情绪复盘（连板天梯、题材轮动、明日验证）、AI 复盘与周报、交易日志、盘前提醒，182 个数据端点。支持 Claude Code、Codex、WorkBuddy 订阅或任意模型 API。 | A short-term trading review and tracking workbench for China A-shares.
axon★ 814
harshkedia177 · Python
Graph-powered code intelligence engine — indexes codebases into a knowledge graph, exposed via MCP tools for AI agents and a CLI for developers.
Better-Fullstack★ 808
Marve10s · TypeScript
Scaffold production-ready full-stack apps in TypeScript, Rust, Python, Go, and Java with a visual builder and CLI. Choose your frontend, backend, database, auth, AI, payments, and DevOps integrations, all wired together.
blender-plugin★ 793
scenario-labs · Python
Scenario for Blender: AI images, video, 3D and PBR materials in the viewport, plus a local MCP server for agents. Blender 5.0+ extension, GPL-3.0-or-later.
drift★ 792
dadbodgeoff · TypeScript+1 stars this week (+0.1%)
Codebase intelligence for AI. Detects patterns & conventions + remembers decisions across sessions. MCP server for any IDE. Offline CLI.
agentacct★ 771
mikehasa · Python
See what your coding agents did and what it cost. Breaks each task down into work steps — tools used, files changed, tests run, time and tokens spent. Local-first dashboard for Claude Code, Codex, OpenCode, and more. No login, no telemetry.
FofaMap★ 751
asaotomo · Python+5 stars this week (+0.7%)
一款证据驱动的 FOFA 资产测绘智能体：支持自然语言侦察、AI 反思、CLI / MCP / Skill / REST API，以及经人工审批的 Nuclei 扫描。
MimikaStudio★ 748
BoltzmannEntropy · Dart
MimikaStudio - A local-first application for macOS (Apple Silicon) + Agentic MCP Support
caiovicentino · Python
🤖 AI-Powered MCP Server for Polymarket - Enable Claude to trade prediction markets with 45 tools, real-time monitoring, and enterprise-grade safety features
maverick-mcp★ 710
wshobson · Python+5 stars this week (+0.7%)
Stock market MCP server for Yahoo Finance data, technical analysis, portfolio tracking, and Python backtesting. Runs locally with no API key for core tools.
graygnatconsole · Python+298 stars this week (+80.8%)
🛡️ Security audit CLI for Model Context Protocol (MCP) servers — scan AI agent configs for tool poisoning, rug pulls, hardcoded secrets, command injection & supply-chain risks. Pure Python, SARIF + CI ready.
python-utcp★ 653
universal-tool-calling-protocol · Python
Official python implementation of UTCP. UTCP is an open standard that lets AI agents call any API directly, without extra middleware.
enrichmcp★ 643
featureform · Python
EnrichMCP is a python framework for building data driven MCP servers
AgenticX★ 641
DemonDamon · Python
AgenticX is a unified, production-ready multi-agent platform — Python SDK + CLI (agx) + Studio server + Machi desktop app. Features Meta-Agent orchestration, 15+ LLM providers, MCP Hub, hierarchical memory, avatar & group chat, skill ecosystem, safety sandbox, and IM gateway (Feishu/WeChat).
ainativelang★ 639
sbhooley · Python
AINL helps turn AI from "a smart conversation" into "a structured worker." It is designed for teams building AI workflows that need multiple steps, state and memory, tool use, repeatable execution, validation and control, and lower dependence on long prompt loops. AINL is a compact, graph-canonica
Corbell★ 631
Corbell-AI · Python
AI-powered spec generation and review using multi-repo code graph intelligence for backend teams that ship to production.
Cambium★ 614
KimGLee · Python+12 stars this week (+2%)
Governance standard and reference toolset for LLM-maintained knowledge corpora
evo-ai★ 612
evolution-foundation · TypeScript
Evo AI is an open-source platform for creating and managing AI agents, enabling integration with different AI models and services.
asqav-sdk★ 610
jagmarques · Python
Python and TypeScript SDKs for verifiable evidence of AI agent actions. Signed receipts, policy enforcement, audit trails. Works with LangChain, CrewAI, MCP.
freecad-ai★ 587
ghbalf · Python
AI-powered assistant workbench for FreeCAD — generate 3D models from natural language
Compartment★ 584
MaxFreedomPollard · Python+1 stars this week (+0.2%)
Encrypted, fully offline agentic memory. One click install, GUI w/ memory map, all OS and agents. Superior memory creation, storage and retrieval.
enferno★ 568
level09 · HTML
Lean Flask framework built for coding agents: Vue 3 + Vuetify with no build step, production-ready auth (2FA, passkeys, OAuth), AGENTS.md, an agent skill and a read-only MCP server. No webpack, no node_modules, just Python.
NicholasGoh · Python
A modern template for agentic orchestration — built for rapid iteration and scalable deployment using highly customizable, community-supported tools like MCP, LangGraph, and more.
CopilotKit · TypeScript
The open-source multi-agent chat interface that lets you manage multiple agents in one dynamic conversation and add MCP servers for deep research
1c_mcp★ 554
vladimir-kharin · 1C Enterprise
Инструмент для создания MCP-серверов в 1С:Предприятие путем разработки расширения конфигурации. Позволяет интегрировать данные и функциональность 1С с AI-ассистентами (Claude, Cursor и т.д.). Включает Python-прокси и пример расширения 1С с готовыми инструментами.
CoexistAI★ 527
SPThole · Jupyter Notebook
CoexistAI is a modular, developer-friendly research assistant framework . It enables you to build, search, summarize, and automate research workflows using LLMs, web search, Reddit, YouTube, and mapping tools—all with simple MCP tool calls or API calls or Python functions.
watch-skill★ 519
oxbshw · Python
Give AI agents eyes, ears, and verifiable results. Watch Skill turns video, audio and screen activity into searchable, timestamped evidence and proves work with deterministic contracts, not model opinion. DeepWatch is the agent workspace built on DeepSeek Harness. Python + npm, MCP, CLI, REST, Web.
roam-code★ 517
Cranot · Python
Local codebase intelligence CLI + MCP server for AI coding agents: SQLite code graph, 28 languages, 287 commands, 246 MCP tools, change-safety gates, audit evidence, zero API keys.
YichengYang-Ethan · Python
Oracle3: open-source trading engine and MCP server for prediction markets. Finds fee-adjusted no-arbitrage violations across related event contracts and trades them live on Kalshi, Polymarket and Solana, or on paper, under pre-trade risk limits. 13 MCP tools, JSON CLI, agent skills, 600+ tests.
web-agent-protocol★ 507
OTA-Tech-AI · Python
🌐Web Agent Protocol (WAP) - Record and replay user interactions in the browser with MCP support
sosoj92 · Python
Assistant vocal local en francais : Claude ou Ollama (offline), domotique Hue, OBS, agenda, navigateur, appels Twilio, serveur MCP. Python.
Azure-Samples · TypeScript
A robust enterprise application sample (deployed on ACA) that leverages MCP and multiple AI agents orchestrated by Langchain.js, Llamaindex.TS and Microsoft Agent Framework.
scope-recall-hermes★ 457
410979729 · Python
Local long-term memory for Hermes, Codex, Claude Code, WorkBuddy and dsh agents: one SQLite store, source-backed recall, and tools to inspect, correct or delete what is remembered.
speakeasy★ 454
speakeasy-api · JavaScript
Build APIs your users love ❤️ with Speakeasy. ✨ Polished and type-safe SDKs. 🌐 Terraform providers, MCP servers, CLIs and Contract Tests for your API. OpenAPI native.
evil-winrm-py★ 414
adityatelange · Python
Execute commands interactively on remote Windows machines using the WinRM protocol (just faster)
comfyui-mcp-server★ 411
joenorton · Python
lightweight Python-based MCP (Model Context Protocol) server for local ComfyUI
llm-wiki★ 398
Pratiyush · Python
LLM-powered knowledge base from your Claude Code, Codex CLI, Copilot, Cursor & Gemini sessions. Karpathy's LLM Wiki pattern — implemented and shipped.
android-agent★ 396
ghost-in-the-droid · Python
Open-source framework to drive a real phone with AI agents: Android over ADB, iPhone over WebDriverAgent, 62 MCP tools, Python skills, a Vue dashboard, and swappable local or cloud LLMs
mcp-gateway★ 395
lasso-security · Python
A plugin-based gateway that orchestrates other MCPs and allows developers to build upon it enterprise-grade agents.
TrueMemory★ 382
buildingjoshbetter · Python+1 stars this week (+0.3%)
The memory your AI should have had from the start. Automatic capture, automatic recall, 100% local. One SQLite file, zero cloud. Works with Claude Code, Claude CLI, Cursor, Codex CLI, Gemini CLI.
memory-bridge★ 382
jiabaobei · Python
记忆桥 MemoryBridge — 跨设备、跨平台的 AI 共享记忆层 | Cross-device and cross-platform shared memory for AI (CDSMP implementation)
mcptoon★ 381
activeing123 · Python
One zero-dependency CLI for every MCP server and agent skill. Token optimization, tool discovery and context compression: 71,929 -> 581 tokens (-99.2%, measured), schemas stay out of context. One config for Claude Code, Codex, Cursor, every agent. 341KB, pure Python. | 零依赖 CLI：管所有 MCP 工具与技能，工具发现省 99
api★ 377
vulnersCom · Python
Official Python SDK for the Vulners vulnerability-intelligence API — search CVEs, exploits and advisories (CVSS/EPSS/KEV), audit software, Linux/Windows hosts and SBOMs, and stream the whole graph. Typed sync + async clients, 100% v3-compatible, with a built-in MCP server for AI agents.
AI-company★ 373
CronusL-1141 · Python
Multi-agent team operating system for Claude Code. 108 MCP tools, 40+ agent templates, 10 lifecycle hooks, 7 pipeline workflows. Persistent teams, structured meetings, task wall, real-time React dashboard. No LangChain/AutoGen — pure CC native integration.
mcp-email-server★ 367
Wh1isper · Python+6 stars this week (+1.7%)
Full-featured, multi-account MCP email server for Windows, macOS, and Linux—read, search, organize, and send email via IMAP and SMTP.
scaleapi · Python+42 stars this week (+13.1%)
Creating realistic RL environments requires collaboration between researchers, engineers, and domain experts across many dimensions: artifacts, environments tools, dynamism of the environment, reproducibility, and more. There is no open source framework for building these environments effectively. U
taskdog★ 359
Kohei-Wada · Python
Terminal task manager with intelligent schedule optimization.Keyboard-only. No dragging, no micromanagement.
agentica★ 357
shibing624 · Python
One person, a team of agents: CLI, Web, Desktop & Python SDK with multi-session collaboration, persistent memory, and self-evolving skills. 一个人，一支 Agent 团队：支持多终端协作、持久记忆与技能自进化的 AI Agent 框架。
goofish-cli★ 352
fancyboi999 · Python
闲鱼 CLI · 原生支持 MCP · 为 AI Agent 而生 | Goofish (Xianyu) automation CLI · MCP-ready · Built for AI Agents
hass-mcp★ 349
voska · Python+2 stars this week (+0.6%)
Control and query Home Assistant from Claude and other LLMs — a Model Context Protocol (MCP) server.
StatsPAI★ 347
brycewang-stanford · Python
StatsPAI is the first Agent-native Python library for causal inference and applied econometrics — unified API, broad cross-method coverage, structured result objects, machine-readable schemas, Skills, an MCP server, and R/Stata parity validation.
elusznik · Python
An MCP server that executes Python code in isolated rootless containers with optional MCP server proxying. Implementation of Anthropic's and Cloudflare's ideas for reducing MCP tool definitions context bloat.
kiwi-mem★ 339
LucieEveille · Python+1 stars this week (+0.3%)
🥝 Self-hosted memory gateway for AI companions — OpenAI-compatible proxy with vector search, memory heat, Dream consolidation and calendar-level summaries · AI 伴侣记忆网关：向量搜索、记忆热度、Dream 睡眠整合、日历层级摘要，任何客户端都能接
loonghao · Python
A Model Context Protocol (MCP) server that interfaces with Adobe Photoshop's Python API. Enables LLMs to execute image editing operations, automate workflows, and manage Photoshop tasks through structured commands and context-aware interactions.
mcp-fiscal-brasil★ 335
DeHor-Labs · Python
Servidor MCP fiscal brasileiro: CNPJ, NF-e, NFS-e, CT-e, SPED, eSocial, Simples Nacional, Reforma 2026. 44 tools, zero-cadastro, tabelas offline. Python.
tw-legal-rag★ 332
aa0101181514 · Python+4 stars this week (+1.2%)
台灣法律 MCP 伺服器 + CLI（免費、免註冊、免 API key）：2,270 萬筆裁判書、行政函釋、憲法法庭裁判，附引用查核。Free Taiwan legal MCP server for Claude/ChatGPT/Codex: bring your own LLM, retrieval-only.
Droidline★ 330
KnifeLemon · Go
Android automation from code. Test your apps on real phones, script the tasks you repeat, run a shelf of phones, or let an AI agent use one, from Python, Node.js, the CLI, HTTP or Appium clients. No ADB, no USB cable, no root.
gflow-cli★ 328
ffroliva · Python
Drive Google Flow from the command line: Veo video and Imagen images, scripted, batched and pipeline-ready. Ships an MCP server so coding agents can drive it too, giving you and your agents full programmatic control over generation. Unofficial, alpha, not affiliated with Google.
buildswithpaul · Python
Infrastructure that connects LLMs to ERPNext. Frappe Assistant Core works with the Model Context Protocol (MCP) to expose ERPNext functionality to any compatible Language Model
pydantic-resolve★ 326
KLR-Pattern · Python
pydantic-resolve is a progressive data assembly framework which follows the stye of clean architecture
SpotifyScraper★ 322
AliAkhtari78 · Python+1 stars this week (+0.3%)
Extract public Spotify data — tracks, albums, artists, playlists, podcasts & lyrics — without the official API. Sync + async, typed models, one dependency.
cryptocurrency.cv★ 322
nirholas · TypeScript
Free crypto news API - real-time aggregator for Bitcoin, Ethereum, DeFi, Solana & altcoins. No API key required. RSS/Atom feeds, JSON REST API, historical archive with market context, embeddable widgets, ChatGPT plugin, Claude MCP server, SDKs (Python, TypeScript, Go, React, PHP). AI/LLM ready. Vibe
proxy-intell · Python
MCP Server for Facebook ADs Library - Get instant answers from FB's ad library
mcpet★ 314
songconmaisaix31-design · Python
把写代码时的 AI 搭子换上麦当劳制服，养在桌面角落：11:30 喊你干饭、汇报最划算的券、用营养数据把关；跑长任务时同步项目进度与 token 余额。
agentao★ 310
jin-bo · Python+1 stars this week (+0.3%)
Local-first, governed AI agent runtime for Python — embed it in your app, or run it as a CLI or ACP server. Permissions, MCP, memory and audit replay built in.
flama★ 304
vortico · Python
The production framework for Predictive and Generative AI. Serve any model as an API in one line, with OpenAI/Anthropic/Ollama-compatible endpoints, a built-in chat UI, and native MCP.
FileScopeMCP★ 302
admica · TypeScript
Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores per file, helping AI assistants understand the codebase. Automatically parses popular programming languages such as Python, C, C++, Rust, Zig, Lua.
backlot★ 298
brekkylab · Python
A local emulator for enterprise SaaS APIs — Slack, Gmail, Google Drive, GitHub, Jira, Notion, S3 and more — with the real response shapes, pagination, auth and per-document ACLs, over a corpus you supply.
zafiro★ 296
niki914 · Kotlin
Open-source BYOK AI agent for Android. Full phone control, native Shell & Python 3, with Skills and MCP support. Built with Material 3 Expressive. Works via Shizuku (root optional). Bring any provider: OpenRouter, Ollma, and more.
alfanous★ 286
Alfanous-team · Python
Alfanous is an Arabic search engine API provides the simple and advanced search in Quran , more features and many interfaces...
pmb★ 286
oleksiijko · Python
Local-first persistent memory for AI coding agents (Claude Code, Cursor, Codex) over MCP. Decisions, lessons and facts live in one SQLite file on your disk. Offline, multilingual.
MCP-Packet-Tracer★ 284
Mats2208 · Python
AI-powered Cisco Packet Tracer automation over MCP. Describe a network in natural language and it generates, validates and deploys full topologies (OSPF, EIGRP, RIP, DHCP).
geolens★ 281
geolens-io · Python
Self-hosted geospatial data catalog with semantic search (pgvector), OGC/STAC APIs, and map builder. Built on FastAPI, PostGIS, React, and MapLibre.
codeindex★ 275
scheidydude · Python
Repo dependency analyzer with **blast-radius impact scoring** for AI-assisted development.
Doberman-Core★ 275
DobermanCore · Python
Your AI's guard dog. Doberman sits at runtime, gating every input, output and tool call to stop unsafe or unintended actions before they execute.
papergraph-mcp★ 275
lotchuazzz-crypto · Python
PaperGraph MCP turns math papers into evidence-grounded reading maps for AI agents: extract results, trace proof evidence, plan reading order, and review external dependencies without guessing.
agent-call★ 268
XiyaoWang0519 · Python
Open-source MCP server for safe, stateful AI-agent phone calls with OpenAI Realtime and Twilio.
Coff0xc · Python
MCP-native security automation workbench (SDK + CLI + MCP) — authorized testing + static AI/MCP attack-surface self-audit to SARIF / GitHub Code Scanning
claude-config-editor★ 265
gagarinyury · HTML
Claude Config Editor is a lightweight web tool that helps you clean and optimize your Claude Code/Desktop config files (.claude.json). Analyze project sizes, bulk delete chat histories, export data for backup, manage servers visually, and speed up Claude—all locally, with auto-backup, no dependencie
PyScrappy★ 263
mldsveda · Python
Adaptive Python web scraping toolkit + MCP server for AI agents. Self-healing selectors that survive site changes, TLS-fingerprint stealth to bypass anti-bot filters, CSS/XPath parsing, and 24 built-in scrapers, clean, structured, LLM-ready data from any URL.
qveris-agent-toolkit★ 262
QVerisAI · JavaScript
Bring professional data and tools to the AI you already use: open-source MCP, CLI, SDKs, skills, and docs to find services, call them, and audit usage.
OpenWorkProof★ 262
dengyier · Python
Open protocol for AI agent work contracts and verifiable execution — authorization, evidence, and acceptance for multi-agent systems
Wazuh-MCP-Server★ 257
gensecaihq · Python
Production-grade MCP server for Wazuh SIEM — 55 security tools for alert triage, threat hunting, vulnerability management, compliance (PCI DSS, GDPR, HIPAA, NIST CSF, ISO 27001) and active response. Connect Claude or any LLM to your SOC. OAuth 2.1, RBAC, multi-cluster, air-gap ready.
santosomar · Python
Hands-on code, labs, and reference material by Omar Santos for building, securing, and operating AI agents in cybersecurity.
guardana★ 256
guardana · Python
Open-source AI security verification for model artifacts, live endpoints, MCP servers, and recorded agent traces. Reproducible evidence for release decisions.
mcp_chatbot★ 252
keli-wen · Python
A chatbot implementation compatible with MCP (terminal / streamlit supported)
omnicoreagent★ 252
omnirexflora-labs · Python
An agent runtime for Python. Give your agent real work. Keep control: every action checked before it runs, every run survives a crash without silently redoing anything, every step on the record.
OpenImageDebugger★ 250
OpenImageDebugger · C++
An advanced in-memory image visualization plugin for GDB and LLDB on Linux, with experimental support for MacOS and Windows. Previously known as gdb-imagewatch. Also available as an extension for VSCode and forks
SCStelz · Python
Automated security investigation tool using Microsoft MCP Servers, GitHub Copilot, Python Modules and custom copilot-instructions.
Dataverse-skills★ 247
microsoft
Microsoft Dataverse skills for AI coding agents. Wraps the Dataverse MCP server, Dataverse CLI, Python SDK, and PAC CLI behind specialist skills for building, querying, deploying, and administering Dataverse environments.
zabbix-mcp-server★ 244
initMAX · Python
MCP server for the complete Zabbix API - 237 tools, multi-server, OAuth 2.1 + bearer auth, PDF reports, systemd ready. Works with ChatGPT, Claude, VS Code, Codex, JetBrains and any MCP client.
mcd-party-officer★ 244
yzg1226 · Python
🍟 麦当劳门店派对成团调度 Skill — 把派对从「策划」推进到「办得成」：成团概率雷达 / 包场vs拼团 / 择日黄历 / 儿童营养指数 / 招募卡与邀请函
PharosRAG★ 241
Laurent00TT · Python
Pharos — local-first agentic RAG for your team's document library: multi-format ingest, hybrid retrieval, enterprise ACL, dual HTTP + MCP exits.
agent-audit★ 241
HeadyZhang · Python
Static security scanner for LLM agents — prompt injection, MCP config auditing, taint analysis. 51 rules mapped to OWASP Agentic Top 10 (2026). Works with LangChain, CrewAI, AutoGen.
word-mcp-live★ 239
ykarapazar · Python
The only MCP server that edits Word documents while they're open — 114 tools, live editing, tracked changes, per-action undo
claude-context-local★ 237
FarhanAliRaza · Python
Code search MCP for Claude Code. Make entire codebase the context for any coding agent. Embeddings are created and stored locally. No API cost.
codex-pooler★ 233
icoretech · Elixir
The full featured self-hosted Codex gateway, for teams, agents and you
HealthChain★ 229
healthchainai · Python
Python SDK for healthcare AI — typed, validated FHIR tools for agents, real-time EHR connectivity, production deployment ✨ 🏥
PyMemoryEditor★ 226
JeanExtreme002 · Python
A pure-Python library that lets you inspect, modify and search the memory of any running process in a few lines of Python :snake: .
opik-mcp★ 225
comet-ml · Python
Model Context Protocol (MCP) server for Opik, the open-source LLM observability and evaluation platform, built by Comet. Read traces, log scores, and manage prompts from Claude Code, Cursor, or VS Code.
dartlab★ 225
eddmpython · Python
Korean DART + SEC EDGAR filings as structured Python data for company analysis
amazon-scraper-v2★ 223
apiguru-app · Python
Agent-ready Amazon Scraper API: real-time product details (batch ASIN), offers & stock, reviews, search, best sellers, deals and seller data across 20 marketplaces. One pasted line for Claude Code / Codex / Cursor, an MCP server, or plain HTTP with 3 free calls a day and no key. Python examples insi
kinocut★ 220
KyaniteLabs · Python
Guardrailed video editing MCP server for AI agents. FFmpeg, Hyperframes, repurposing tools, Python client, and CLI. Local, fast, free.
flameox★ 217
morluto · Python
Runtime evidence that helps agents trace, profile, and burn down hotspots in application and native code, GPU kernels, and inference stacks.
autopilot-jobhunt★ 217
tarunlnmiit · Python
AI job agent: scans 130+ careers pages nightly, scores every role against your resume with an LLM (0–100), alerts you on Telegram, and drafts tailored cover letters + resumes. Free & open source.
yowes★ 216
hirotomasato · Python
Generate realistic teacher documents (ID cards, licenses, letters) for 13 countries via MCP.
MiniAgent★ 215
ZhuLinsen · Python
A tiny, plugin-first Python Agent Harness. Multi-LLM, MCP, Skills, and resumable sessions.
AiNiee-Next★ 215
ShadowLoveElysia · Python
⚡ An optimized,Next for AiNiee powered by UV. Features intelligent format conversion, multi-profile config system, and stabilized TUI. ⚡ 基于 UV 驱动的 AiNiee 优化版 Next 提供智能化格式输入/转换、多配置文件系统及高度稳定的 TUI 界面，专为高效批处理设计
winremote-mcp★ 213
dddabtc · Python
Windows Remote MCP Server — 40+ tools for desktop automation, process management, file operations via FastMCP
mcp_code_executor★ 212
bazinga012 · JavaScript
The MCP Code Executor is an MCP server that allows LLMs to execute Python code within a specified Conda environment.
utcp-mcp★ 207
universal-tool-calling-protocol · Python
All-in-one MCP server that can connect your AI agents to any native endpoint, powered by UTCP
mangaba_ai★ 207
Mangaba-ai · Python
Framework profissional de orquestracao multi-agente em Python: crews, flows orientados a eventos, ReAct, RAG, memoria, MCP/A2A e multi-provider LLM
argo★ 205
taxueseek · Python
专门为 agent 打造的开源 agent 搜索工具，具备 200+的搜索源及多语言搜索能力，覆盖中文/英文/学术/代码/购物/金融/新闻/百科。
corpusos★ 205
Corpus-OS · Python
Open-source protocol suite standardizing LLM, Vector, Graph, and Embedding infrastructure across LangChain, LlamaIndex, AutoGen, CrewAI, Semantic Kernel, and MCP. 3,330+ conformance tests. One protocol. Any framework. Any provider.
eGEOagents★ 205
mverab · Python
Open-source Generative Engine Optimization (GEO) & Answer Engine Optimization (AEO) toolkit — optimize content to rank in ChatGPT, Perplexity, Gemini & Claude. AI SEO / LLM SEO. CLI, Claude Code, MCP.
mengram★ 204
alibaizhanov · Python
Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.
exstruct★ 204
harumiWeb · Python
Conversion from Excel to structured JSON (tables, shapes, charts) for LLM/RAG pipelines, and autonomous Excel reading/writing by AI agents via CLI and MCP integration.
yfinance-mcp★ 204
narumiruna · Python
Access Yahoo Finance stock data, news, screeners, options, financials, and charts through MCP.
mcp-text-editor★ 202
tumf · Python
A token-efficient MCP server for safe, line-oriented text file editing with partial reads, hash-based conflict detection, and atomic multi-file operations.
codex-usage-tracker★ 196
douglasmonsky · Python
Local-first MCP tools and dashboard for investigating Codex token usage, credits, costs, caching, and thread patterns.
flexible-graphrag★ 194
stevereiner · Python
Python, LlamaIndex, LangChain, 15 Property Graph, 4 RDF , 10 Vector, OpenSearch, Elasticsearch DBs. 14 data sources, 10 auto sync: Alfresco, Nuxeo, etc. KG auto-building, Ontologies, LLMs, Docling, LlamaParse, LiteParse, GraphRAG, RAG, Hybrid Search, AI Chat. TypeScript React, Vue, Angular frontends
googleapis · Python
Python SDK for interacting with the MCP Toolbox for Databases.
agent-kernel★ 192
yaalalabs · Python
The Operating System for Scalable Enterprise AI Agents - Run, orchestrate, and deploy Compliant Enterprise AI Agents at scale across frameworks, without lock-in, rewrites or fragile glue code. Native support for MCP, A2A. Interface with all mainstream communication channels seamlessly out of the box
FlowX★ 190
AIpRoBuilder · Python
MCP server and Python SDK that generates, runs and refines AI agent workflows from natural language (Generative Workflow, A2A, FastAPI).
OWASP · Python
Runtime defense against memory poisoning in AI agents (OWASP ASI06). Drop-in for LangChain, OpenAI Agents, AutoGen, CrewAI and mem0.
4D-ARE★ 182
ybeven · Python
Build LLM agents that explain why, not just what. Attribution-driven agent requirements engineering framework. Based on the 4D-ARE Paper - https://arxiv.org/abs/2601.04556
searxNcrawl★ 181
DasDigitaleMomentum · Python
Open-source MCP server that gives AI agents web search (SearXNG) and clean Markdown crawling of pages, whole sites and logged-in areas. Self-hosted, no API key. Firecrawl-compatible API planned.
engraphis★ 181
Coding-Dev-Tools · Python
Local-first, inspectable memory for coding agents: durable context across sessions and repositories, code-aware recall, bi-temporal history, MCP, and a self-hosted WebUI.
Solidworks-MCP★ 181
alisamsam · Python
MCP server to automate SolidWorks using Claude AI — 22 tools for parts, sketches & features
python-substack★ 180
ma2za · Python
Write and safely manage Substack drafts from Markdown with Python, CLI, and MCP.
x-use★ 178
ihuzaifashoukat · Python
MCP server for X (Twitter). Research profiles, read inboxes, and review posts, replies and outreach with AI clients. Python, multi-account, no X API key required.
china-travel-kit★ 178
tczyliu · Python
Source-aware China inbound travel data, CLI, HTTP API, and MCP server
blenderwright★ 175
HoldMyBeer-gg · Python
MCP server for Blender. 191 tools for modelling, materials, rendering and more, driven by Claude, Cursor, Codex, Ollama, llama.cpp, or any MCP client.
indonesia-gov-apis★ 173
suryast · Python
🇮🇩 50+ Indonesian Government APIs & Data Sources — BPS, OJK, BPJPH, BPOM, Bank Indonesia, IDX, BMKG + MCP servers. Python examples, scraping patterns, and practical gotchas. It's very challenging to keep up with all the breaking and blocking changes of Indonesian government APIs and digital resour
Benzi★ 171
oooscoos · HTML
Most coding agents grep and glob raw source into LLM's context window and hope the model is smart. Benzi compiles your codebase into a queryable map of calls, data flow, control flow and class hierarchy first; then it reads, explains, runs, edits and verifies your code using it. Includes a runtime t
ultimate_mcp_client★ 171
Dicklesworthstone · Python
Async Python client for the Model Context Protocol with interactive CLI and reactive Web UI, connecting AI models to MCP servers via stdio and SSE
Consensus-OSINT★ 170
OSINT-Experts-Society · Python
🔎 Username, email & phone OSINT — 9,700+ lookup checks from 19 projects, with profile enrichment, bulk searches, evidence graphs and expert-reviewed updates.
AgentLoom★ 169
linora-u · Python
Simple, flexible workflow orchestration for multi-agent AI apps, with YAML configuration, runtime safety, observability, and resume support.
adeu★ 168
dealfluence · Python
docx ↔ LLM translator. Projects .docx office files to Markdown for editing. Projects edits back to OOXML as tracked changes (redlines). Python and Node.js implementations.
paiml · Rust
Pragmatic AI Labs MCP Agent Toolkit - An MCP Server designed to make code with agents more deterministic
agent-lsp★ 164
blackwell-systems · Go
MCP server that orchestrates language servers into agent-native workflows. 65 tools, 30 CI-verified languages.
MCP-PostgreSQL-Ops★ 163
call518 · Python
🐘 Give AI assistants full PostgreSQL DBA superpowers — 30+ tools for performance analysis, bloat detection, lock/deadlock monitoring, autovacuum & schema inspection. No extensions required. PG 12-18.
piia-engram★ 163
Patdolitse · Python
Local-first AI memory you can see, edit, and override — portable across Claude Code, Codex, Cursor, Windsurf, and other MCP coding tools.
zotero-mcp★ 162
kujenga · Python
Lightweight Model Context Protocol (MCP) server for the Zotero API, in Python
vivado-mcp★ 161
mapleleavessssssss-wq · Python
Vivado MCP server — 让 Claude Code / Cursor / Codex 驱动本地 FPGA 全流程。30 个精选工具、8 个证据驱动 Prompt、doctor 环境自检、GUI/Tcl/attach 会话，以及时序和 CRITICAL WARNING 中文诊断。
dynolab★ 161
canivel · Swift
Dyno Lab — an AI safety, alignment and interpretability research workbench for Apple Silicon. Explore activations, probes, SAEs and interventions with local inference, a Python SDK, APIs and MCP.
Frequently asked questions
What is the best MCP server for Python projects?
By GitHub stars, the most adopted Python projects entries on MCP Harbor are markitdown (★191,862), browser-use (★119,003) and Agent-Reach (★101,437). Popularity is a starting point only. Check whether the project is maintained by the vendor, when it was last updated and which permissions it needs, then try it on a test account before giving it real credentials.
How do I add an MCP server for Python projects?
Open a listing below, copy the package name or server URL from its README, and add it to your client: claude mcp add in Claude Code, mcpServers in Cursor or Claude Desktop, servers in VS Code. The install guide has copy-paste config for each one.
How many Python projects MCP servers are there?
MCP Harbor currently lists 1,198 projects that match Python projects. 749 of them were updated in the last 30 days and 86% of the GitHub projects carry an open-source license. The list is rebuilt every day from the official MCP Registry, GitHub, npm and PyPI, so a new server shows up here on the first daily update after it meets the listing criteria.
MCP servers for other tools
Data last updated . Stars and downloads are refreshed every day from GitHub and npm.