Data / Repositories / LLM / Python
Python LLM repositories on GitHub: 182 ranked by stars
182 public Python repositories tagged LLM are on GitHub, with 1,967,242 stars between them; 127 had a push in the last 30 days. The most starred: NousResearch/hermes-agent (253,698), Shubhamsaboo/awesome-llm-apps (141,709), Graphify-Labs/graphify (126,431).
SpecStream is the live web data engine for teams and agents. It reads open-source repositories on GitHub and keeps what it reads, and this page groups that reading by topic. Ask for the repositories you track by topic, language, license or activity, and new ones and changes arrive in your sheet, CRM, Slack or agent.
Every repository, most starred first
| Repository | What it is | Stars | Forks | License | Last push | Read |
|---|---|---|---|---|---|---|
| NousResearch/hermes-agent | The agent that grows with you | 253,698 | 55,025 | MIT | Oct 14 | Oct 14 |
| Shubhamsaboo/awesome-llm-apps | 100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source. | 141,709 | 20,831 | Apache-2.0 | Oct 13 | Oct 14 |
| Graphify-Labs/graphify | Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local… | 126,431 | 12,200 | Apache-2.0 | Oct 14 | Oct 14 |
| unclecode/crawl4ai | Open-source web crawler and scraper for LLMs and AI agents: any website into clean, LLM-ready Markdown. Run it yourself, or use Crawl4AI Cloud with one key. | 85,530 | 8,879 | Apache-2.0 | Oct 14 | Oct 14 |
| shareAI-lab/learn-claude-code | Bash is all you need - A nano claude code–like 「agent harness」, built from 0 to 1 | 78,586 | 12,578 | MIT | Sep 28 | Oct 14 |
| headroomlabs-ai/headroom | 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… | 75,347 | 5,847 | Apache-2.0 | Oct 13 | Oct 14 |
| rohitg00/ai-engineering-from-scratch | Learn AI Engineering! Learn it. Build it. Ship it for others. | 69,043 | 12,089 | MIT | Oct 14 | Oct 14 |
| sansan0/TrendRadar | 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… | 62,905 | 24,903 | GPL-3.0 | Oct 13 | Oct 14 |
| BerriAI/litellm | 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… | 61,238 | 12,329 | Oct 14 | Oct 14 | |
| MemPalace/mempalace | The best-benchmarked open-source AI memory system. And it's free. | 59,564 | 7,563 | MIT | Oct 14 | Oct 14 |
| hesreallyhim/awesome-claude-code | A hand-picked collection of the finest of resources for the most awesome of agents, Claude Code, the undisputed champion of coding companions, from the unstoppable team at… | 55,673 | 4,822 | Oct 14 | Oct 14 | |
| HKUDS/nanobot | Ultra-lightweight, open-source, self-hosted personal AI agent framework in Python with WebUI, tools, memory, MCP, multi-agent workflows, automation, and chat apps | 49,026 | 8,629 | MIT | Oct 14 | Oct 14 |
| zhayujie/CowAgent | Open-source personal AI assistant & Agent Harness. Plans tasks, runs tools and skills, self-evolves with memory and knowledge. Multi-agent, multi-model, multi-channel.… | 47,401 | 10,393 | MIT | Oct 14 | Oct 14 |
| AstrBotDevs/AstrBot | AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. | 41,879 | 3,061 | AGPL-3.0 | Oct 14 | Oct 14 |
| HKUDS/Vibe-Trading | "Vibe-Trading: Your Personal Trading Agent" | 35,480 | 5,753 | MIT | Oct 14 | Oct 14 |
| agentscope-ai/agentscope | Build and run agents you can see, understand and trust. | 33,246 | 3,657 | Apache-2.0 | Oct 14 | Oct 14 |
| onyx-dot-app/onyx | Open Source AI Platform - AI Chat with advanced features that works with every LLM | 32,453 | 4,560 | Oct 14 | Oct 14 | |
| tirth8205/code-review-graph | 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… | 32,145 | 2,943 | MIT | Oct 6 | Oct 14 |
| getzep/graphiti | Build Real-Time Knowledge Graphs for AI Agents | 31,745 | 3,267 | Apache-2.0 | Oct 14 | Oct 14 |
| ScrapeGraphAI/Scrapegraph-ai | Python scraper based on AI | 31,623 | 3,221 | MIT | Oct 6 | Oct 8 |
| ahujasid/mcp-for-blender | Community plugin to control Blender 3D with any LLM of your choice. Not affiliated with the official Blender Foundation. | 30,800 | 2,789 | MIT | Oct 6 | Oct 14 |
| assafelovic/gpt-researcher | An autonomous agent that conducts deep research on any data using any LLM providers | 30,095 | 4,128 | Apache-2.0 | Oct 10 | Oct 14 |
| PrefectHQ/fastmcp | The fast, Pythonic way to build MCP servers and clients. | 28,071 | 2,473 | Apache-2.0 | Oct 14 | Oct 14 |
| 1Panel-dev/MaxKB | MaxKB is an open-source platform for building enterprise-grade agents. 强大易用的开源企业级智能体平台。 | 22,972 | 3,195 | GPL-3.0 | Oct 14 | Oct 14 |
| jundot/omlx | LLM inference server with continuous batching & SSD caching for Apple Silicon — managed from the macOS menu bar | 22,795 | 2,019 | Apache-2.0 | Oct 14 | Oct 14 |
| comet-ml/opik | Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards. | 22,597 | 1,858 | Apache-2.0 | Oct 14 | Oct 14 |
| browser-use/browser-harness | Browser Harness | Self-healing harness that enables LLMs to complete any task. | 18,432 | 1,818 | MIT | Oct 13 | Oct 14 |
| arc53/DocsGPT | Private AI platform for agents, assistants and enterprise search. Built-in Agent Builder, Deep research, Document analysis, Multi-model support, and API connectivity for agents. | 18,319 | 2,208 | MIT | Oct 14 | Oct 14 |
| langbot-app/LangBot | Production-grade platform for building agentic IM bots - 生产级多平台智能机器人开发平台/ Agent、知识库编排、插件系统 / Bots for Discord / Slack / LINE / Telegram / WeChat(企业微信, 企微智能机器人, 公众号) / 飞书 / 钉钉 / QQ… | 18,160 | 1,652 | Apache-2.0 | Oct 14 | Oct 14 |
| wanshuiyin/Auto-claude-code-research-in-sleep | ARIS (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no… | 17,471 | 1,470 | MIT | Oct 7 | Oct 14 |
| composio-community/awesome-codex-skills | A curated list of practical Codex skills for automating workflows across the Codex CLI and API. | 16,902 | 1,674 | Jul 26 | Oct 14 | |
| Arindam200/awesome-ai-apps | A collection of projects showcasing RAG, agents, workflows, and other AI use cases | 16,184 | 1,853 | MIT | Oct 9 | Oct 14 |
| semantica-agi/semantica | Graph-Native Infrastructure for Context and Accountable AI Systems | 14,039 | 1,630 | MIT | Oct 14 | Oct 14 |
| StarTrail-org/LEANN | [MLsys2026 Best Paper]: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device. | 13,027 | 1,184 | MIT | Oct 14 | Oct 14 |
| 0x4m4/hexstrike-ai | HexStrike AI MCP Agents is an advanced MCP server that lets AI agents (Claude, GPT, Copilot, etc.) autonomously run 150+ cybersecurity tools for automated pentesting… | 12,786 | 2,612 | MIT | Aug 3 | Oct 14 |
| tadata-org/fastapi_mcp | Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth! | 12,022 | 969 | MIT | Nov 24, 2025 | Oct 14 |
| Arize-ai/phoenix | AI Observability & Evaluation | 11,834 | 1,203 | Oct 14 | Oct 14 | |
| langchain-ai/open-swe | An Open-Source Asynchronous Coding Agent | 11,017 | 1,310 | MIT | Oct 14 | Oct 14 |
| omnigent-ai/omnigent | 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… | 10,807 | 1,744 | Apache-2.0 | Oct 14 | Oct 14 |
| OpenPipe/ART | Agent Reinforcement Trainer: train multi-step agents for real-world tasks using GRPO. Give your agents on-the-job training. Reinforcement learning for Qwen3.6, GPT-OSS, Llama, and… | 10,800 | 1,007 | Apache-2.0 | Oct 12 | Oct 14 |
| Thysrael/Horizon | Your own AI-powered news radar. Generates daily briefings in English & Chinese. | 用 AI 构建你专属的新闻雷达 | 9,659 | 1,504 | MIT | Oct 14 | Oct 14 |
| lastmile-ai/mcp-agent | Build effective agents using Model Context Protocol and simple workflow patterns | 8,573 | 895 | Apache-2.0 | Jan 25 | Oct 14 |
| plastic-labs/honcho | Memory library for building stateful agents | 7,610 | 938 | AGPL-3.0 | Oct 14 | Oct 14 |
| Tencent/AI-Infra-Guard | A full-stack AI Red Teaming platform securing AI ecosystems via Agent Scan, Skills Scan, MCP scan, AI Infra scan and LLM jailbreak evaluation. | 6,868 | 661 | Apache-2.0 | Oct 14 | Oct 14 |
| adbar/trafilatura | Python & Command-line tool to gather text and metadata on the Web: Crawling, scraping, extraction, output as CSV, JSON, HTML, MD, TXT, XML | 6,845 | 433 | Apache-2.0 | Sep 21 | Sep 21 |
| julep-ai/julep | Julep — durable, composable AI agents. Flows that crash and resume, retry safely, and explain every step. | 6,574 | 968 | Apache-2.0 | Aug 6 | Oct 14 |
| ikaijua/Awesome-AITools | Collection of AI-related utilities. Welcome to submit pull requests /收藏AI相关的实用工具,欢迎提交pull requests | 6,223 | 875 | CC-BY-4.0 | Oct 13 | Oct 14 |
| FlorianBruniaux/claude-code-ultimate-guide | The most comprehensive Claude Code guide: agentic workflows, hooks, skills, MCP servers, quizzes, and production-ready templates. 430K+ lines. | 6,154 | 808 | CC-BY-SA-4.0 | Oct 13 | Oct 14 |
| Klavis-AI/klavis | Klavis AI: MCP integration platforms that let AI agents use tools reliably at any scale | 5,810 | 563 | Apache-2.0 | Jun 1 | Oct 14 |
| zenml-io/zenml | ZenML : One AI Platform from Pipelines to Agents. | 5,616 | 663 | Apache-2.0 | Oct 14 | Oct 14 |
| SenteLabsAI/OpenExecutive | AI-powered virtual executive team — a single coherent executive persona backed by 8 specialist agents (FastAPI + Next.js). | 5,600 | 596 | Apache-2.0 | Oct 14 | Oct 14 |
| vitali87/code-graph-rag | The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs | 5,256 | 699 | MIT | Oct 14 | Oct 14 |
| mangiucugna/json_repair | Repair malformed JSON from LLMs, APIs, logs, and user input in Python. | 5,118 | 221 | MIT | Oct 9 | Oct 11 |
| homeassistant-ai/ha-mcp | The Unofficial and Awesome Home Assistant MCP Server | 5,069 | 237 | MIT | Oct 14 | Oct 14 |
| aipotheosis-labs/aci | ACI.dev is the open source tool-calling platform that hooks up 600+ tools into any agentic IDE or custom AI agent through direct function calling or a unified MCP server. The… | 4,910 | 488 | Apache-2.0 | May 28 | Oct 14 |
| alvinreal/awesome-opensource-ai | Curated list of the best truly open-source AI projects, models, tools, and infrastructure. Daily updated. | 4,861 | 684 | CC0-1.0 | Oct 10 | Oct 11 |
| gptme/gptme | 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! | 4,448 | 450 | MIT | Oct 14 | Oct 14 |
| algorithmicsuperintelligence/optillm | Optimizing inference proxy for LLMs | 4,317 | 394 | Apache-2.0 | Oct 11 | Oct 14 |
| haris-musa/excel-mcp-server | Excel MCP server: let AI (Claude, Cursor, Codex) create and edit Excel files with charts, PivotTables, slicers and formulas. No Excel required. | 4,237 | 469 | MIT | Oct 10 | Oct 14 |
| basicmachines-co/basic-memory | AI conversations that actually remember. Never re-explain your project to your AI again. | 4,172 | 314 | AGPL-3.0 | Oct 14 | Oct 14 |
| pipeshub-ai/pipeshub-ai | 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… | 3,833 | 600 | Apache-2.0 | Oct 14 | Oct 14 |
| aiming-lab/SimpleMem | [ICML'26] SimpleMem: Efficient Lifelong Memory for LLM Agents — Text & Multimodal | 3,831 | 404 | MIT | Jul 24 | Oct 14 |
| HolmesGPT/holmesgpt | SRE Agent - CNCF Sandbox Project | 3,596 | 525 | Apache-2.0 | Oct 14 | Oct 14 |
| taylorwilsdon/google_workspace_mcp | Control Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive with AI - Comprehensive Google Workspace MCP Server & CLI Tool | 3,336 | 1,051 | MIT | Oct 9 | Oct 14 |
| taishi-i/awesome-ChatGPT-repositories | A curated list of open source GitHub repositories related to ChatGPT, the OpenAI API, and Codex. Searchable via Claude Code and Codex skills. | 3,292 | 495 | CC0-1.0 | Oct 12 | Oct 14 |
| blazickjp/arxiv-mcp-server | 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. | 3,217 | 258 | Apache-2.0 | Oct 8 | Oct 14 |
| ahujasid/ableton-mcp | Control Ableton Live with any LLM: create tracks, arrange clips & compose music via MCP | 3,183 | 434 | MIT | Sep 22 | Oct 14 |
| GH05TCREW/pentestagent | PentestAgent is an AI agent framework for black-box security testing, supporting bug bounty, red-team, and penetration testing workflows. | 3,180 | 629 | MIT | Oct 12 | Oct 14 |
| MemMachine/MemMachine | Universal memory layer for AI Agents. It provides scalable, extensible, and interoperable memory storage and retrieval to streamline AI agent state management for next-generation… | 3,068 | 220 | Apache-2.0 | Oct 13 | Oct 14 |
| MiniMax-AI/Mini-Agent | A minimal yet professional single agent demo project that showcases the core execution pipeline and production-grade features of agents. | 3,055 | 449 | MIT | Feb 14 | Oct 14 |
| jgravelle/jcodemunch-mcp | Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP… | 2,769 | 375 | Oct 14 | Oct 14 | |
| yibie/awesome-jev | A curated list of public projects, integrations, and discussions built on Jev — TypeSafe AI's System One model for typed decisions. | 2,350 | 359 | Oct 15 | Oct 15 | |
| jimmc414/onefilellm | Specify a github or local repo, github pull request, arXiv or Sci-Hub paper, Youtube transcript or documentation URL on the web and scrape into a text file and clipboard for… | 2,019 | 178 | MIT | Jun 12 | Sep 21 |
| zi-yue-1129/DATAGEN | DATAGEN: AI-driven multi-agent research assistant automating hypothesis generation, data analysis, and report writing. | 1,809 | 254 | MIT | Oct 14 | Oct 14 |
| Mcp-Brasil/mcp-brasil | MCP Server para 70 APIs públicas brasileiras | 1,808 | 281 | MIT | Sep 19 | Oct 14 |
| OpenOSINT/OpenOSINT | AI-powered OSINT agent with interactive REPL, MCP server, and CLI. 20 tools. Works with Claude, GPT-4, or local models. For authorized security research only. | 1,753 | 278 | MIT | Oct 13 | Oct 14 |
| kaushikb11/awesome-llm-agents | A curated list of awesome LLM agents frameworks. | 1,604 | 369 | CC0-1.0 | Oct 4 | Oct 11 |
| scadastrangelove/awesome-ai-security-tools | A curated list of public-source, research, and commercial tools for AI security and AI-assisted cybersecurity — autotriage, agent security, AI/ML supply chain, pentest agents, AI… | 1,602 | 401 | Oct 8 | Oct 11 | |
| qdrant/mcp-server-qdrant | An official Qdrant Model Context Protocol (MCP) server implementation | 1,548 | 307 | Apache-2.0 | Sep 4 | Oct 14 |
| NPC-Worldwide/npcpy | The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more. | 1,514 | 125 | MIT | Oct 10 | Oct 11 |
| Paritok-official/paritok-4b-v1 | Non-destructive compression gateway for AI coding agents. Cuts token bills 25% on turn 1 to past 85% in long or saturated sessions, and fits ~3× more turns in the same context… | 1,459 | 140 | Apache-2.0 | Oct 6 | Oct 14 |
| designcomputer/mysql_mcp_server | A Model Context Protocol (MCP) server that enables secure interaction with MySQL databases | 1,398 | 261 | MIT | Aug 2 | Oct 14 |
| raznem/parsera | Lightweight library for scraping web-sites with LLMs | 1,358 | 78 | GPL-2.0 | Dec 17, 2025 | Sep 21 |
| 0xsline/awesome-deepseek-harness | DeepSeek Harness (DSH) ecosystem: curated plugins, tools, and infrastructure from dsh-external/hub and the public dsh-plugin topic. | 1,160 | 416 | CC0-1.0 | Oct 10 | Oct 11 |
| massgen/MassGen | 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… | 1,142 | 178 | Jun 12 | Oct 14 | |
| RyanAlberts/best-of-Agent-Harnesses | Ranked list of 167 AI agent harnesses, plus templates, playbooks, MCP, and learning resources. Rescored weekly. | 1,131 | 66 | CC-BY-SA-4.0 | Oct 9 | Oct 11 |
| garylab/MakeMoneyWithAI | A list of open-source AI projects you can use to generate income easily. | 1,112 | 166 | Oct 10 | Oct 11 | |
| rogue-security/rogue | AI Agent Evaluator & Red Team Platform | 1,068 | 164 | Aug 4 | Oct 14 | |
| pathintegral-institute/mcpm.sh | CLI MCP package manager & registry for all platforms and all clients. Search & configure MCP servers. Advanced Router & Profile features. | 1,012 | 158 | MIT | Oct 8 | Oct 14 |
| LiCinCan/blender-ai-mcp-addon | AI assistant and MCP server for Blender: visual chat, scene tools, multi-agent workflows. Works with OpenAI, ChatGPT, Claude, Gemini, Ollama, OpenCode. Blender AI addon and… | 969 | 389 | MIT | Oct 20 | Oct 21 |
| rohitg00/kubectl-mcp-server | Published in CNCF Landscape: A MCP server for Kubernetes. | 964 | 186 | MIT | Apr 8 | Oct 14 |
| zamalali/DeepGit | Deep research agent to help you find the best GitHub repositories ! | 918 | 97 | MIT | Aug 30 | Oct 14 |
| ariadng/metatrader-mcp-server | Model Context Protocol (MCP) to enable AI LLMs to trade using MetaTrader platform | 827 | 266 | MIT | Mar 28 | Oct 14 |
| zinja-coder/jadx-mcp-server | MCP server for JADX-AI Plugin | 802 | 134 | Apache-2.0 | Oct 9 | Oct 14 |
| wshobson/maverick-mcp | Stock market MCP server for Yahoo Finance data, technical analysis, portfolio tracking, and Python backtesting. Runs locally with no API key for core tools. | 705 | 165 | MIT | Oct 13 | Oct 14 |
| zinja-coder/apktool-mcp-server | A MCP Server for APK Tool (Part of Android Reverse Engineering MCP Suites) | 672 | 68 | Apache-2.0 | Jul 2 | Oct 14 |
| AnotiaWang/awesome-decision-models | A curated list of decision models (System One / typed decision models): hosted APIs, open-weight models, runtimes, SDKs, applications, benchmarks, and papers. | 648 | 131 | CC0-1.0 | Oct 15 | Oct 15 |
| redis/mcp-redis | The official Redis MCP Server is a natural language interface designed for agentic applications to manage and search data in Redis efficiently | 634 | 120 | MIT | Oct 13 | Oct 14 |
| dbt-labs/dbt-mcp | A MCP (Model Context Protocol) server for interacting with dbt. | 608 | 138 | Apache-2.0 | Oct 14 | Oct 14 |
| kydlikebtc/awesome-jev | 1207 public resources for Jev, TypeSafe AI's System One decision model, indexed by decision pattern. Source citations, dated link checks and scheduled call-site text checks… | 601 | 25 | Oct 15 | Oct 15 | |
| concierge-hq/concierge | Universal SDK for building next-gen MCP servers | 528 | 97 | Jun 9 | Oct 14 | |
| pab1it0/prometheus-mcp-server | A Model Context Protocol (MCP) server that enables AI agents and LLMs to query and analyze Prometheus metrics through standardized interfaces. | 519 | 104 | MIT | Oct 11 | Oct 14 |
| hyperb1iss/droidmind | Control your Android devices with AI using Model Context Protocol | 438 | 58 | Apache-2.0 | Jan 7 | Oct 14 |
| adhikasp/mcp-reddit | A Model Context Protocol (MCP) server that provides tools for fetching and analyzing Reddit content. | 433 | 54 | MIT | May 11, 2025 | Oct 14 |
| ohdearquant/lionagi | An intelligence orchestra | 412 | 85 | Apache-2.0 | Oct 14 | Oct 14 |
| ivnvxd/mcp-server-odoo | Model Context Protocol (MCP) server that enables AI assistants to securely interact with Odoo ERP systems through standardized resources and tools for data retrieval and… | 405 | 187 | MPL-2.0 | Oct 11 | Oct 14 |
| massive-com/mcp_massive | An MCP server for Massive.com Financial Market Data | 396 | 114 | MIT | Oct 8 | Oct 14 |
| owndev/Open-WebUI-Functions | Open-WebUI-Functions is a collection of custom pipelines, filters, and integrations designed to enhance Open WebUI. These functions enable seamless interactions with Azure AI… | 389 | 51 | Apache-2.0 | Oct 11 | Oct 14 |
| jianruntech/geo-score | Can AI engines cite your site, and do they? Free 0–100 readiness score on an open GEO rubric, plus ask and weekly citation tracking via OpenAI, Perplexity, Gemini, Anthropic and… | 374 | 5 | MIT | Oct 14 | Oct 14 |
| stefanoamorelli/sec-edgar-mcp | A SEC EDGAR MCP (Model Context Protocol) Server | 372 | 100 | AGPL-3.0 | Oct 3 | Oct 14 |
| NousResearch/hermes-official-plugins | The official plugins for Hermes Agent, built and maintained by Nous Research: Home Assistant, Spotify, Claude Subscription DirectSDK and more, one install away from the Hermes… | 358 | 56 | MIT | Oct 21 | Oct 21 |
| voska/hass-mcp | Control and query Home Assistant from Claude and other LLMs — a Model Context Protocol (MCP) server. | 346 | 54 | MIT | Oct 10 | Oct 14 |
| Ayzzz123/mcd-coupon-strategist | 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。 | 342 | 19 | MIT | Oct 14 | Oct 15 |
| Omar-V2/mcp-ical | A Model Context Protocol Server that allows you to interact with your MacOS Calendar through natural language. | 332 | 75 | MIT | Apr 21, 2025 | Oct 14 |
| adhikasp/mcp-git-ingest | A Model Context Protocol (MCP) server that helps read GitHub repository structure and important files. | 314 | 43 | MIT | Jan 26, 2025 | Oct 14 |
| proxy-intell/facebook-ads-library-mcp | MCP Server for Facebook ADs Library - Get instant answers from FB's ad library | 313 | 43 | MIT | Aug 12 | Oct 14 |
| wiresage/mikrotik-mcp | MCP server for Mikrotik | 301 | 67 | MIT | Oct 11 | Oct 14 |
| sidharthrajaram/mcp-sse | A working pattern for SSE-based MCP clients and servers | 300 | 55 | Mar 6, 2025 | Oct 14 | |
| Rudra-ravi/wikipedia-mcp | A Model Context Protocol (MCP) server that retrieves information from Wikipedia to provide context to LLMs. | 299 | 59 | MIT | May 1 | Oct 14 |
| songconmaisaix31-design/mcpet | 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。 | 298 | 15 | Oct 16 | Oct 21 | |
| MontrealAI/AGI-Alpha-Agent-v0 | META‑AGENTIC α‑AGI — Mission End‑to‑end: Identify → Out‑Learn → Out‑Think → Out‑Design → Out‑Strategise → Out‑Execute | 293 | 65 | Apache-2.0 | Oct 14 | Oct 14 |
| dryeab/mcp-telegram | MCP Server for Telegram | 251 | 39 | MIT | Jun 15, 2025 | Oct 14 |
| gensecaihq/Wazuh-MCP-Server | 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)… | 251 | 65 | MIT | Oct 9 | Oct 14 |
| Zijian-Ni/awesome-ai-agents-2026 | A curated list of AI Agent frameworks, tools, platforms, and resources for 2026 — the year agents went mainstream | 246 | 106 | MIT | Oct 8 | Oct 14 |
| montevive/penpot-mcp | Penpot MCP server | 240 | 31 | Nov 1, 2025 | Oct 14 | |
| Amal-David/awesome-jev | Jev demos, projects, SDKs and skills, with source links and a curated X gallery. | 237 | 23 | CC0-1.0 | Oct 15 | Oct 15 |
| portainer/portainer-mcp | Official Portainer MCP server | 237 | 48 | MIT | Oct 8 | Oct 14 |
| adhikasp/mcp-twikit | A Model Context Protocol (MCP) server for interacting with Twitter. | 235 | 40 | MIT | Mar 14, 2025 | Oct 14 |
| initMAX/zabbix-mcp-server | 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… | 231 | 48 | AGPL-3.0 | Oct 14 | Oct 14 |
| jagan-shanmugam/open-streetmap-mcp | An OpenStreetMap MCP server implementation that enhances LLM capabilities with location-based services and geospatial data. | 228 | 52 | MIT | Jul 12, 2025 | Oct 14 |
| lmwilki/civ6-mcp | An MCP server that lets LLM agents play Civilization VI. | 217 | 45 | MIT | Oct 13 | Oct 14 |
| jgravelle/jdocmunch-mcp | The leading, most token-efficient MCP server for documentation exploration and retrieval via structured section indexing | 204 | 48 | Oct 14 | Oct 14 | |
| matank001/clodfarm | clodfarm (say it out loud): a farm of Claude Code agents. Plant a mission, they split it into sub-agents, open the work, and pace themselves on each account's real 5-hour and… | 193 | 56 | MIT | Oct 14 | Oct 15 |
| christos-antono/NPCTalk | Make any NPC in any game talk back with Fish Audio: skills, a self-hosted voice server and tools for AI coding agents, with a full GTA V example. | 190 | 16 | MIT | Oct 16 | Oct 21 |
| johannesbrandenburger/typst-mcp | Typst MCP Server is an MCP (Model Context Protocol) implementation that helps AI models interact with Typst, a markup-based typesetting system. The server provides tools for… | 183 | 19 | MIT | Apr 18 | Oct 14 |
| ravikiranvm/aws-finops-mcp-server | An MCP (Model Context Protocol) server that brings powerful AWS FinOps capabilities directly into your AI assistant. Analyze cloud costs, audit for waste, and get budget insights… | 183 | 55 | MIT | Jun 11, 2025 | Oct 14 |
| frappe/mcp | Frappe MCP allows Frappe apps to function as MCP servers | 169 | 60 | MIT | May 29 | Oct 14 |
| entanglr/zettelkasten-mcp | A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, explore and synthesize atomic notes through… | 166 | 32 | MIT | Apr 25, 2025 | Oct 14 |
| zongmin-yu/semantic-scholar-fastmcp-mcp-server | A FastMCP server implementation for the Semantic Scholar API, providing comprehensive access to academic paper data, author information, and citation networks. | 165 | 24 | MIT | Mar 20 | Oct 14 |
| Dicklesworthstone/ultimate_mcp_server | Comprehensive MCP server exposing dozens of capabilities to AI agents: multi-provider LLM delegation, browser automation, document processing, vector ops, and cognitive memory… | 161 | 28 | Sep 27 | Oct 14 | |
| GobinFan/python-mcp-server-client | 支持查询主流agent框架技术文档的MCP server(支持stdio和sse两种传输协议), 支持 langchain、llama-index、autogen、agno、openai-agents-sdk、mcp-doc、camel-ai 和 crew-ai | 153 | 39 | May 5, 2025 | Oct 14 | |
| sepehr071/awesome-iran-mcp | 24 MCP servers (385 tools) that give AI agents the Iranian web: Digikala, Torob, Divar, Snappfood, Jabama, MrBilit, Paziresh24, Taaghche and more. Prices in Toman. | 143 | 16 | MIT | Oct 21 | Oct 21 |
| aliyun/alibaba-cloud-ops-mcp-server | AlibabaCloud CloudOps MCP Server | 132 | 40 | Apache-2.0 | Mar 16 | Oct 14 |
| agent-labs-dev/fastbrowse | A fast browser agent: Jev picks each action from what is on the page, an LLM reads and plans, and every claim in an answer cites a quote from the page. | 120 | 15 | MIT | Oct 14 | Oct 15 |
| avivsinai/langfuse-mcp | A Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability | 113 | 29 | MIT | Oct 11 | Oct 14 |
| gensecaihq/pfsense-mcp-server | Model Context Protocol (MCP) server for pfSense firewall management. Control firewall rules, VPNs, DNS, DHCP and diagnostics in natural language from Claude Desktop, Claude Code… | 108 | 21 | MIT | Oct 9 | Oct 14 |
| openlayer-ai/jevals | Agent evals and guardrails as Jev decisions: one request per trace, a fraction of a cent, fast enough for the agent loop. Runs locally with Kev or Laya. | 105 | 11 | MIT | Oct 15 | Oct 15 |
| BkashJEE/hermes-bot-forge | Hermes Agent plugin: say 'make me a ' and your agent builds a complete, working Bot — name, face, SOUL.md, memory, tools, skills, routines, gateway. | 101 | 14 | MIT | Oct 15 | Oct 15 |
| INFOKOM-KI/Wazuh-MCP-Server | Wazuh MCP Server: AI-Driven SOC Automation | 92 | 25 | BSD-3-Clause | Oct 14 | Oct 14 |
| optuna/optuna-mcp | The Optuna MCP Server is a Model Context Protocol (MCP) server to interact with Optuna APIs. | 88 | 26 | MIT | Aug 5 | Oct 14 |
| tmonk/mcp-stata | A lightweight Model Context Protocol (MCP) server for Stata. Execute commands, inspect data, retrieve stored results (r()/e()), and view graphs in your chat interface. Built for… | 86 | 20 | AGPL-3.0 | May 12 | Oct 14 |
| groovyBugify/aws-security-mcp | A Model Context Protocol server that connects AI assistants like Claude to AWS security services, allowing them to autonomously query, inspect, and analyze AWS infrastructure for… | 84 | 16 | Apache-2.0 | Jul 25, 2025 | Oct 14 |
| hannesrudolph/imessage-query-fastmcp-mcp-server | An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP). This server is built with the FastMCP framework and the imessagedb library… | 81 | 18 | Feb 3 | Oct 14 | |
| RayenMlayeh/jevcrawl | MCP server and CLI that crawls websites for AI agents: finds the answer page 2x more often than Crawl4AI, 10x cheaper per answer than letting Claude crawl. | 80 | 7 | Apache-2.0 | Oct 15 | Oct 21 |
| skyvanguard/awesome-ai-pentesting | A curated list of AI-powered pentesting tools, frameworks, MCP servers, and resources for autonomous cybersecurity operations | 77 | 14 | MIT | Oct 9 | Oct 14 |
| Haohao-end/mcp-agent | A modular Python framework implementing the Model Context Protocol (MCP). It features a standardized client-server architecture over StdIO, integrating LLMs with external tools… | 74 | 15 | Jul 4 | Oct 14 | |
| AIAnytime/Awesome-MCP-Servers | A curated directory of Model Context Protocol (MCP) servers, plus runnable reference implementations in Python. | 71 | 178 | MIT | Oct 14 | Oct 14 |
| stefanoamorelli/nasdaq-data-link-mcp | A Nasdaq Data Link MCP (Model Context Protocol) Server | 67 | 15 | MIT | Oct 5 | Oct 14 |
| dremio/dremio-mcp | Dremio MCP server | 53 | 45 | Apache-2.0 | Oct 7 | Oct 14 |
| Kerneta/daidocs | Open plain-text file format for AI memory. Your assistant's long-term memory as .dai files on your disk: readable by Claude, GPT, Gemini, Cursor, local models and grep (all LLM… | 53 | 4 | Apache-2.0 | Oct 7 | Oct 14 |
| ChaoYue0307/awesome-graph-engineering | Engineer the organization, not just the agent. 601 curated resources · 9 design layers · 11 sections · 279 papers & preprints — a field guide, CC0 open dataset, and interactive… | 42 | 7 | CC0-1.0 | Sep 26 | Oct 14 |
| charlesjones-dev/ai-agent-plugins | Plugins for git and project workflows, code audits and release checks. All 13 run in Claude Code, and 8 also run in Codex and Cursor. | 35 | 3 | MIT | Oct 14 | Oct 14 |
| couchbase/mcp-server-couchbase | Model Context Protocol server for Couchbase - connect AI agents and LLMs like Claude, Cursor, and Copilot to Couchbase/Capella | 35 | 35 | Apache-2.0 | Oct 14 | Oct 14 |
| Emily2040/gravitas | Gravitas is a free add-on for Google Antigravity that makes its AI agent check what your answer depends on, tell you kindly when something you assumed is wrong, and still give you… | 25 | 5 | MIT | Oct 11 | Oct 14 |
| eunsanMountain/atlassian-skills | Token-efficient CLI for Atlassian Server/DC (Jira, Confluence, Bitbucket) — drop-in alternative to mcp-atlassian for LLM agents. Compact output, lossless XHTML<->Markdown… | 25 | 9 | MIT | Aug 4 | Oct 14 |
| pranjalbhatia710/descartes-mcp | Doubt, until what remains is certain. An MCP server that recursively doubts every plan decision — grounding each in real evidence or asking you — until it converges. Runs on… | 21 | 0 | MIT | Jun 21 | Oct 14 |
| Artem-Kornilov-pro/mcp-ai-assistant | Personal AI assistant powered by LLM and MCP servers. Control files, GitHub repositories, and Google Sheets through natural language — all from the terminal. 134 tools, async chat… | 20 | 1 | MIT | Sep 5 | Oct 14 |
| XAIHT/Tlamatini | Tlamatini is a self-hosted AI developer assistant for local or cloud LLMs: hybrid RAG (FAISS+BM25) over your codebase, a 100+ tool Multi-Turn engine, an 86-agent visual workflow… | 15 | 1 | MIT | Oct 14 | Oct 14 |
| virsi/logisim-mcp | MCP server for [Logisim Evolution]( 4.x. Lets an LLM design, edit and verify digital circuits in .circ format without ever opening the GUI. | 14 | 2 | MIT | May 14 | Oct 14 |
| ModernOps888/the-forge | Multi-Agent Code Evolution Platform — 4 LLMs compete, evolve, and breed code through a JIT compiler judge | 13 | 4 | MIT | Oct 14 | Oct 14 |
| kushalBanda/AI-Engineer | Runnable AI engineering modules: agents, MCP, memory, RAG, voice, fine-tuning, MLOps, and security. One folder per module. | 9 | 2 | MIT | Oct 9 | Oct 14 |
| ellmos-ai/bach | BACH v3.13.0-bluesky: local-first text-based OS for LLM agents with SQLite memory, 113+ handlers, 550+ tools, MCP servers, scheduler and multi-agent orchestration | 8 | 3 | MIT | Oct 14 | Oct 14 |
| Sagargupta16/awesome-mcp-servers | A curated list of MCP (Model Context Protocol) servers, tools, frameworks, and resources | 7 | 66 | CC0-1.0 | Oct 14 | Oct 14 |
| wanzunz/github_graphql_api_mcp | A Model Control Protocol (MCP) server for exploring the GitHub GraphQL schema and executing optimized queries. Provides AI assistants with efficient GitHub data retrieval… | 4 | 1 | Dec 12, 2025 | Oct 14 | |
| valteresj2/agent-hangar | One home for every AI agent. Build, test and ship agents once, then use them from Claude, ChatGPT, Codex, Cursor, VS Code or Slack (MCP, OpenAI-compatible, A2A, ACP). Self-hosted… | 3 | 2 | Apache-2.0 | Oct 14 | Oct 14 |
| 0xBakeer/slim-github-mcp | A read-only GitHub MCP server that returns small, capped results — built for local models | 2 | 0 | MIT | Aug 23 | Oct 14 |
| akadal/assistant | A personal memory core for AI assistants — plain markdown, plain git, no service to run. Two layers, one write gate, sleep consolidation. | 2 | 0 | MIT | Oct 11 | Oct 14 |
| mymadhavyadav07/Github-MCP-Server | A light weight Model Context Protocol (MCP) Server built using FastMCP to enable Github related operations. | 2 | 0 | Aug 4, 2025 | Oct 14 | |
| PurpleHaze2320/mcp-ecosystem-scanner | Automated registry of 450+ MCP (Model Context Protocol) servers. Crawls GitHub daily, validates servers, and quality-scores the entire ecosystem. | 2 | 0 | MIT | Oct 14 | Oct 14 |
| adityatiwari101104/contribos | Get trusted, get merged, come back: an open-source guide and MCP server for contributors in the AI era. | 1 | 3 | MIT | Oct 14 | Oct 14 |
| JAIS0N/github-mcp-server-py | A local Model Context Protocol (MCP) server that connects to the GitHub API and exposes simple tools for Claude Desktop (or any MCP client). It can fetch GitHub user information… | 0 | 0 | Mar 13 | Oct 14 | |
| Sami-07/custom-github-mcp-server | A Simple custom-built MCP server that provides GitHub integration features through various tools and resources. | 0 | 0 | May 4, 2025 | Oct 14 |
Other languages
- TypeScript 115
- Rust 35
- Go 20
- JavaScript 18
- C++ 6
- Java 5
- HTML 4
- C# 4
- Swift 4
Related topics
- MCP 273
- AI 208
- MCP server 152
- AI agents 144
- Model Context Protocol 109
- Claude 103
- Agents 100
- Python 77
- Claude Code 65
- TypeScript 64
- Developer tools 53
- Anthropic 50
Read from GitHub by SpecStream between September 21, 2026 and October 21, 2026; each row shows the day its repository was read. Stars and pushes change every day, and the GitHub page is the current one. Forks and archived repositories are left out.