Top 23 Python mcp Projects

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1. open-webui

   1 61 140,988 10.0 Python

   User-friendly AI Interface (Supports Ollama, OpenAI API, ...)

   

   Project mention: Quick and easy local AI RAG setup with JetBrains IDE integration and browser UI | dev.to | 2026-06-02

   To get a local web UI (that is very similar to CharGPT) that supports Retrieval Augmented Generation (RAG), workflows and many other features, we'll use Open WebUI (https://github.com/open-webui/open-webui). Although it can be setup using locally installed Python, I've decided to try out their Docker image instead. Since I have an Nvidia card, I've used their Nvidia GPU supported docker image.

2. SaaSHub

   www.saashub.com featured

   SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

   

3. ragflow

   2 18 82,474 10.0 Python

   RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs

   

   Project mention: I Scanned 5 Popular Open-Source AI Projects for EU AI Act Compliance. Here's What I Found. | dev.to | 2026-03-31

   I ran AIR Blackbox (the scanner itself), Browser Use (79K+ stars), RAGFlow (76K+ stars), LiteLLM (23K+ stars), and Superlinked (15K+ stars) through the same compliance checks.

4. Scrapling

   3 10 62,873 9.8 Python

   🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!

   

   Project mention: Launch HN: Intuned (YC S22) – Build and run reliable browser automations as code | news.ycombinator.com | 2026-06-08

   What is the advantage of your product over having Codex generate a script using something like https://github.com/D4Vinci/Scrapling?

5. TrendRadar

   4 1 59,355 9.3 Python

   ⭐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。

   

   Project mention: Daily AI & Automation Tech News - November 20, 2025 | dev.to | 2025-11-19

   Link: https://github.com/sansan0/TrendRadar

6. mempalace

   5 14 55,376 9.9 Python

   The best-benchmarked open-source AI memory system. And it's free.

   

   Project mention: Why I Built a New Memory Plugin for Hermes Agent | dev.to | 2026-06-14

   That let to MemPalace, or https://mempalaceofficial.com/ (hopefully, that's the right one!)

7. CowAgent

   6 1 45,236 9.7 Python

   Open-source super AI assistant & Agent Harness. Plans tasks, runs tools and skills, self-evolves with memory and knowledge. Multi-model, multi-channel. Lightweight, extensible, one-line install. (formerly chatgpt-on-wechat)

   

8. antigravity-awesome-skills

   7 5 40,371 9.9 Python

   Installable GitHub library of 1,500+ agentic skills for Claude Code, Cursor, Codex CLI, Gemini CLI, Antigravity, and more. Includes specialized plugins, installer CLI, bundles, workflows, and official/community skill collections.

   

   Project mention: How does an AI agent pick from 686 skills in a second? | dev.to | 2026-05-23

   Corpus. antigravity-awesome-skills, a public collection of Anthropic-format skills from the community. 4,556 SKILL.md files, deduplicated by directory. Each file has a YAML frontmatter (name, description, tags) and a markdown body.

9. AstrBot

   8 2 34,454 9.9 Python

   AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. ✨

   

10. gpt-researcher

    9 8 27,645 9.4 Python

    An autonomous agent that conducts deep research on any data using any LLM providers

    

    Project mention: 1500 Lines of Markdown vs 15000 Lines of Python. | dev.to | 2025-12-31

    I spent a weekend studying GPT-Researcher, an open-source project with 24,000+ GitHub stars. It builds an autonomous research agent that generates comprehensive reports with citations. The architecture is elegant: multiple specialized agents coordinate through LangGraph, parallel execution speeds up research, and quality gates ensure reliable output.

11. agentscope

    10 4 26,737 9.6 Python

    Build and run agents you can see, understand and trust.

    

    Project mention: All Data and AI Weekly #207: 15 Sept 2025 | dev.to | 2025-09-15

    GitHub Link: https://github.com/agentscope-ai/agentscope Summary: Agentscope is an agent-oriented programming library that makes it easier to build LLM applications. It's designed to be "developer-centric" with features like asynchronous execution, parallel tool calls, and real-time steering. It offers a transparent approach where prompt engineering and API invocation are fully visible and controllable. Why it's important: Agentscope, along with its related libraries like agentscope-runtime and agentscope-studio, provides a comprehensive toolkit for not only developing but also deploying and visualizing agent-based applications.

12. fastmcp

    11 19 25,579 9.9 Python

    🚀 The fast, Pythonic way to build MCP servers and clients.

    

    Project mention: Revisiting Benchmarking- Building a Rust A2A Agent | dev.to | 2026-05-26

13. Agent-Reach

    12 1 24,017 9.5 Python

    Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.

    

    Project mention: Local LLM Benchmarking & Agent Tools for Self-Hosted AI | dev.to | 2026-06-08

    Source: https://github.com/Panniantong/Agent-Reach

14. code-review-graph

    13 4 18,375 8.5 Python

    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.

    

    Project mention: Code-review-graphv 2.1.0, 8× fewer tokens for code reviews via structural graph | news.ycombinator.com | 2026-04-03

    • True zero-config install — one command across 7 platforms

    Tech: Python + Tree-sitter + SQLite (WAL) + FastMCP. 572 tests.

    https://code-review-graph.com

    GitHub: https://github.com/tirth8205/code-review-graph

    pip install code-review-graph && code-review-graph install

15. Skill_Seekers

    14 2 14,053 9.8 Python

    Convert documentation websites, GitHub repositories, and PDFs into Claude AI skills with automatic conflict detection

    

    Project mention: Turn Docs, Code and PDFs into Claude AI Skills in Minutes | news.ycombinator.com | 2025-11-07

16. memU

    15 10 13,845 9.5 Python

    The memory harness for proactive AI agents — structured storage, intent capture, 10x token reduction.

    

    Project mention: NevaMind AI: Advanced Memory for Proactive Agents | dev.to | 2026-04-05

17. ai-engineering-from-scratch

    16 1 13,774 - Python

    Learn it. Build it. Ship it for others.

    

    Project mention: One Open Source Project per Day #74: ai-engineering-from-scratch - Build AI Full-stack Skills from Ground Up | dev.to | 2026-05-23

    git clone https://github.com/rohitg00/ai-engineering-from-scratch.git cd ai-engineering-from-scratch python phases/01-math-foundations/01-linear-algebra-intuition/code/vectors.py

18. awesome-ai-apps

    17 12 12,773 9.5 Python

    A collection of projects showcasing RAG, agents, workflows, and other AI use cases

    

    Project mention: How to Build Self-Healing AI Agents with Monocle, Okahu MCP and OpenCode | dev.to | 2026-04-08

    git clone https://github.com/Arindam200/awesome-ai-apps cd mcp_ai_agents/telemetry-mcp-okahu # Create and activate virtual environment python3 -m venv venv source venv/bin/activate # Install dependencies pip install monocle_apptrace monocle_test_tools openai fastapi pytest python-dotenv

19. fastapi_mcp

    18 14 11,911 9.2 Python

    Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!

    

    Project mention: The current MCP ecosystem for enterprises | dev.to | 2025-08-13

    FastAPI MCP - Expose your FastAPI endpoints as MCP tools with auth. 🆓 🔑

20. ida-pro-mcp

    19 2 9,321 9.3 Python

    AI-powered reverse engineering assistant that bridges IDA Pro with language models through MCP.

    

    Project mention: Duke Nukem: Zero Hour N64 ROM Reverse-Engineering Project Hits 100% | news.ycombinator.com | 2025-10-19

    I use the following IDA pro MCP plugin for this: https://github.com/mrexodia/ida-pro-mcp

21. mcp

    20 20 9,106 9.9 Python

    Open source MCP Servers for AWS

    

    Project mention: Infrastructure as Code MCP Servers — Terraform, Pulumi, AWS, OpenTofu, Spacelift | dev.to | 2026-03-25

    Part of awslabs/mcp (8,500 stars monorepo). The only IaC MCP server that validates templates — cfn-lint for syntax, cfn-guard for compliance, CloudTrail troubleshooting for stack failures. CDK support across 5 languages. AWS-only — no multi-cloud.

22. mcp-agent

    21 18 8,370 9.7 Python

    Build effective agents using Model Context Protocol and simple workflow patterns

    

    Project mention: Show HN: MCP-C – cloud platform for running MCP agents and apps | news.ycombinator.com | 2025-10-28

23. Upsonic

    22 6 7,877 9.7 Python

    Build autonomous AI agents in Python.

    

    Project mention: An AI agent framework used by fintechs | news.ycombinator.com | 2025-11-22

24. harness-sdk

    23 54 6,106 9.8 Python

    A model-driven approach to building AI agents in just a few lines of code.

    

    Project mention: Apache Burr: Build reliable AI agents and applications | news.ycombinator.com | 2026-06-10

    How does this compare to https://strandsagents.com/ ? I'm interested in tools in this space, right now I'm not attached to one, but Bedrock + Serverless on Agent Core feels like the "easy guided path" though I don't like the platform lock-in

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