Top 23 Python mcp Projects

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1. open-webui

   1 70 154,172 10.0 Python

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

   

   Project mention: 20 GitHub Repositories to Build with AI | dev.to | 2026-09-29

   Open WebUI is a web interface for working with AI models.

2. AppSignal

   www.appsignal.com sponsored

   AppSignal knows why the f*#k it crashed. Stop vibe-debugging. Every exception, every backtrace, grouped so you see patterns, not noise.

   

3. Agent-Reach

   2 7 91,849 9.4 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: The Real Moat Is Being the Tool Your Agent Reaches For | dev.to | 2026-10-05

   Four repos on today's GitHub Trending tell you everything you need to know about where the money is moving. agency-agents — a bundle of agent persona templates — sits at 157,000 stars. caveman — a proxy that makes coding agents talk in compressed fragments to cut token costs 65% — has 110,000. claude-mem — persistent memory that follows agents between sessions — just crossed 96,500. Agent-Reach — one CLI that gives agents eyes on Twitter, Reddit, YouTube, and GitHub with zero API fees — is pulling 1,156 new stars per day.

4. Scrapling

   3 14 86,348 9.6 Python

   🕷️ An adaptive 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

   

   Project mention: A 200 OK is not an article: the bug that made me write my own web layer in Rust | dev.to | 2026-09-22

   I'm not going to pretend the field is empty. Firecrawl is the hosted API you can call from a lambda. If you live in Python, Crawl4AI is mature and ships a Docker server. Scrapling does adaptive parsing with session and proxy control. For plain browser automation over MCP the reference answer is still Playwright MCP. All four are in the repo's comparison table, and if you want a URL you can hit from a serverless function, use a hosted service.

5. headroom

   4 6 74,438 10.0 Python

   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.

   

   Project mention: Headroom: Save Tokens from Reversible Compression | news.ycombinator.com | 2026-09-04

6. TrendRadar

   5 1 62,647 8.5 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

7. mempalace

   6 15 59,388 9.9 Python

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

   

   Project mention: OKF Agent Memory – Git-native persistent memory for AI coding agents | news.ycombinator.com | 2026-09-05

8. ai-agent-book

   7 1 52,623 9.9 Python

   《深入理解 AI Agent：设计原理与工程实践》（李博杰 著）开源主仓库：全书正文、编译版 PDF 与按章配套代码

   

   Project mention: Use ai-agent-book as a Lab Manual, Not a 12,000-Star Reading List | dev.to | 2026-07-21

   The open-source repository bojieli/ai-agent-book contains the Chinese book Understanding AI Agents: Design Principles and Engineering Practice, a compiled PDF, and chapter-based code. It uses the Apache-2.0 license.

9. SaaSHub

   www.saashub.com sponsored

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

   

10. CowAgent

    8 2 47,210 9.9 Python

    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. Lightweight, extensible, one-line install.

    

    Project mention: Five PRs, two merges, and four real bugs in agent infrastructure | dev.to | 2026-09-28

    In CowAgent, TokenBucket started its refill thread with no daemon=True. close() existed but was called from exactly one place: the __main__ demo at the bottom of the same file. Both production call sites build a bucket and never close it.

11. agentic-awesome-skills

    9 5 47,168 9.9 Python

    AAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 2,400+ agentic skills. Includes CLI, local MCP, catalog, plugins, and Workbench.

    

    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.

12. AstrBot

    10 2 41,302 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. ✨

    

13. agents

    11 5 40,180 9.5 Python

    Multi-harness agentic plugin marketplace for Claude Code, Codex, Cursor, OpenCode, GitHub Copilot, Google Antigravity, and Pi

    

    Project mention: Skills Sprawl: When Too Much of a Good Thing Confuses Your AI Agent | dev.to | 2026-08-17

    Specialised & Community Skills: Niche skills sourced from specific community repositories, including wshobson/agents (documentation-and-adrs, interview-me), coreyhaines31/marketingskills (seo-audit), remotion-dev/skills (remotion-best-practices), and vercel-labs/skills (find-skills).

14. Vibe-Trading

    12 3 34,436 9.9 Python

    "Vibe-Trading: Your Personal Trading Agent"

    

    Project mention: Codex Deleted Real Files. The Fix? A Flag You Didn't Set. | dev.to | 2026-07-16

    Now extend this pattern to something that should terrify you. HKUDS/Vibe-Trading is a GitHub repository with 24,000 stars, trending at +721 stars per day as of this writing. It is an autonomous trading agent powered by LLMs that executes trades on broker APIs -- including perpetual futures on platforms like Hyperliquid where leverage amplifies losses.

15. agentscope

    13 5 32,692 9.7 Python

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

    

    Project mention: agentscope VS verified-memory-vault - a user suggested alternative | libhunt.com/r/agentscope | 2026-08-26

16. code-review-graph

    14 6 31,991 9.8 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: Put code-review-graph Behind a Read-Only MCP Boundary Before Connecting Your Repository | dev.to | 2026-07-21

    code-review-graph is trending because it promises a useful trade: build a persistent local map of a codebase so an AI reviewer reads relevant context instead of ingesting the whole repository. The repository is MIT-licensed and exposes MCP and CLI interfaces.

17. gpt-researcher

    15 9 29,869 9.3 Python

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

    

    Project mention: Self-Hosted Deep Research Systems: 12 Tools Compared | dev.to | 2026-09-25

    GPT Researcher is developed by Assaf Elovic and contributors as an autonomous research agent focused specifically on comprehensive online investigation. It is one of the clearest reference implementations of what "Deep Research" means when the term describes an algorithm rather than a user-interface feature.

18. fastmcp

    16 24 27,999 9.9 Python

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

    

    Project mention: The portal said "Live." For a few hours the page kept saying the connector didn't exist. | dev.to | 2026-09-24

    This has caught other people too. A pull request to FastMCP describes the same problem: its titles were going only into the top-level field, so the Claude connectors directory saw the tools as nameless. If the portal says your tools are missing titles and you can clearly see the titles in the schema, check annotations.title before doing anything more dramatic. That string is also what users see in the confirmation dialog, so they get "Create post" instead of create_post.

19. rocketride-server

    17 6 17,975 9.8 Python

    High-performance AI pipeline engine with a C++ core and 50+ Python-extensible nodes. Build, debug, and scale LLM workflows with 13+ model providers, 8+ vector databases, and agent orchestration, all from your IDE. Includes VS Code extension, TypeScript/Python SDKs, and Docker deployment.

    

    Project mention: Is Open Source AI Still Open in 2026? | dev.to | 2026-09-05

    Concretely, provider choice is a configuration field. The OpenAI-compatible node takes base_url and model as config properties, so pointing a pipeline at Together, Groq, a vLLM deployment, LM Studio or an Ollama instance means changing two fields rather than writing a new code path. The branded presets in the repository are the same implementation with the base URL pinned. That is the portability claim, and it is small enough to verify in the source in about a minute, which is the point of stating it that narrowly.

20. awesome-ai-apps

    18 12 16,046 9.0 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

21. Skill_Seekers

    19 2 15,086 9.7 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

22. memU

    20 11 14,494 9.4 Python

    Personal memory across agents

    

    Project mention: MemU – Personal Memory Shared by Codex, Claude Code, and Hermes | news.ycombinator.com | 2026-07-27

23. ai-engineering-from-scratch

    21 3 13,774 - Python

    Learn it. Build it. Ship it for others.

    

    Project mention: I Built a Personal Intelligence System That Curates GitHub and News for Me — Here's How It Works | dev.to | 2026-06-21

    It has. Real tools the pipeline has actually surfaced for me, not things I went looking for: RTK, sst/opencode, and AI Engineering From Scratch, among others. That alone justified building it: the self-directed version surfaces tools I'd never have found through a popularity-ranked feed.

24. ida-pro-mcp

    22 3 12,453 9.3 Python

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

    

    Project mention: GitHub – librepods-org/librepods: AirPods liberated from Apple's ecosystem | news.ycombinator.com | 2026-06-28

    aside from https://github.com/mrexodia/ida-pro-mcp i have nothing i can publicly share. it's amusing how glm 5.2 jailbreaks itself, you ask it to quite literaly break someone's software and it talks itself into it being a capture the flag competition.

25. hexstrike-ai

    23 1 12,430 2.3 Python

    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, vulnerability discovery, bug bounty automation, and security research. Seamlessly bridge LLMs with real-world offensive security capabilities.

    

    Project mention: HexStrike AI: What 150+ Security Tools in an MCP Server Reveal About Agent Sandboxing | dev.to | 2026-09-28

    HexStrike AI GitHub Repository

26. SaaSHub

    www.saashub.com sponsored

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

    

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AppSignal knows why the f*#k it crashed.

Stop vibe-debugging. Every exception, every backtrace, grouped so you see patterns, not noise.

www.appsignal.com

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