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Top 23 mcp Open-Source Projects
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n8n
n8n is a workflow automation platform for building AI-powered workflows and agents, connecting any AI model to any business system with full control over data, security, and deployment. Build visually or in code while n8n handles infrastructure from prototype to production with fully auditable executions.
Project mention: SOC-in-a-Box: One LLM, Eight Hats, A Production-Bar AI SOC on a Single GPU | dev.to | 2026-06-06n8n and similar visual workflow tools were on the list for one specific reason: leadership likes seeing the boxes-and-arrows. But the LLM nodes aren't first-class — you'd be wrapping every model call in HTTP, and the graph is in a database, not in code that's reviewable in a PR. Auditability and reproducibility are both worse than the LangGraph + bus path. (n8n is a great fit for non-LLM SOAR-style automations, just not for this.)
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Project mention: Bringing MongoDB Atlas and Voyage AI to Dify: Build RAG Workflows and Data Agents Without Heavy Glue Code | dev.to | 2026-05-31
The MongoDB extensions for Dify help close that gap.
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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.
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cc-switch
A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Gemini CLI & Hermes Agent. Only official website: ccswitch.io
Project mention: DeepSeek makes the V4 Pro price discount permanent | news.ycombinator.com | 2026-05-22 -
ragflow
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 | 2026-03-31I 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.
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> Like… has anyone done a Jepsen-like stress test on rsyslogd and shared the results? I’ve half-assedly looked before and not been able to find anything.
I've not used rsyslogd specifically, but I don't see how you'd have any issues with the log volume you described.
[1] https://github.com/netdata/netdata/tree/master/src/crates/ne...
[2] https://learn.netdata.cloud/docs/logs/systemd-journal-logs/s...
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LobeHub
The ultimate space for work and life — to find, build, and collaborate with agent teammates that grow with you.
Project mention: Show HN: AI Roundtable – Let 200 models debate your question | news.ycombinator.com | 2026-03-24You can set this up yourself with API keys to the corresponding providers and creating an Agent Group in https://github.com/lobehub/lobehub. Agent groups allow you to easily create a room of agents and have them discuss any of your topics. Easily make agents with types and skills, it even assists in drafting starting prompts and even team members depending what your query (and selected model) is.
You can self-host as well, but not via desktop app. Sever setup required.
Be careful of your token context, you can easily rack up costs if you leave Opus selected as the model and get lost in some rabbit hole of results.
Enjoy enjoy!
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anything-llm
Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience
Project mention: NVIDIA RTX Spark: What the Backlash Gets Wrong About AI on Your Desktop [2026] | dev.to | 2026-06-04The headline marketing number is "1 petaflop" of AI performance. Sounds staggering. Tim Carambat, creator of AnythingLLM and one of the most credible voices in the local AI developer community, has already questioned this figure. His point is one I've validated repeatedly in my own benchmarking: for running large language models locally, memory bandwidth is the actual bottleneck, not raw FLOPS. You can have all the tensor cores in the world, but if you can't feed them data fast enough, your Llama 3 inference is still going to crawl.
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Scrapling
🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!
Project mention: I Tested Every Web Scraping Tool Against Lazada — Here's What Actually Works (May 2026) | dev.to | 2026-05-29I came across Scrapling through a recommendation on X and decided to put it through its paces — not against a demo page, but against Lazada Singapore, a production site with Google reCAPTCHA and a custom slider verification. The setup: a single 4GB VPS, no residential proxies, no credits, just open-source tools.
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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 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。
Link: https://github.com/sansan0/TrendRadar
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Project mention: I got tired of copy-pasting GitHub issues into AI chats. So I fixed it. | dev.to | 2026-04-10
What really inspired this was Context7. Watching it fetch fresh docs as a subagent made something click:
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Project mention: Give Your AI Persistent Memory: OpenCode + MemPalace in 10 Minute | dev.to | 2026-05-15
MemPalace: https://github.com/MemPalace/mempalace
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LocalAI
LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.
LocalAI: https://github.com/mudler/LocalAI
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JeecgBoot
AI 低代码平台「低代码 + 零代码」双驱动!低代码可一键生成前后端代码;零代码可 5 分钟搭建系统;AI Skills 一句话画流程、设计表单、生成整套系统。内置 AI聊天、知识库、流程编排、MCP插件等,兼容主流大模型。引领「AI 生成 → 在线配置 → 代码生成 → 手工合并->AI修改」开发模式,消除 Java 项目 80% 的重复工作,提效而不失灵活。
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goose
an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM
Project mention: DeepSeek reasonix, engineered for low token cost during long running sessions | news.ycombinator.com | 2026-05-24Maybe check out Goose. It is the standard agent harness being developed by The Linux Foundation under the AAIF. Under active development and the implementation seems to have a good leg up on the other popular agents.
https://github.com/aaif-goose/goose
https://goose-docs.ai/
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CowAgent
Open-source super AI assistant & Agent Harness. Plans tasks, runs tools and skills, autonomously grows with memory and knowledge. Multi-model, multi-channel. Lightweight, extensible, one-line install. (formerly chatgpt-on-wechat)
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Project mention: Show HN: ArchGW – an intelligent edge and service proxy for agents | news.ycombinator.com | 2025-07-12
Nice project but there are several dozens of AI gateways now.. all kind doing the same thing. Kong AI gateway [1] was maybe the first to attack the LLM traffic governance and is indeed far ahead in both features and adoption. Trying to understand the value add and differentiator here, since is a problem kinda solved already.
[https://github.com/Kong/kong]
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Project mention: WebMCP Is the Quiet Google I/O Announcement That Could Make Web Apps Agent-Ready | dev.to | 2026-05-24
That sounds small until you compare it with the tool that exists today: Chrome DevTools MCP, Google's official MCP server that lets coding agents control and inspect Chrome through DevTools.
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antigravity-awesome-skills
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.
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.
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MindsDB
Platform dedicated to building an open foundation for applied Artificial Intelligence, designed for people seeking production-ready AI systems they can truly control, extend and deploy anywhere.
Project mention: MindsDB Supercharges Google's MCP Toolbox with Unstructured Data Support | dev.to | 2025-12-29We’re happy to announce that we’ve integrated MindsDB with Google's open-source project, MCP (Model Context Protocol) Toolbox. This will make your AI applications very, very smart. This enhancement expands the Toolbox's reach, especially for organizations grappling with lots of siloed data.
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UI-TARS-desktop
The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra
Project mention: ByteDance local agent is something I might feel safe running | news.ycombinator.com | 2026-01-08 -
AstrBot
AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. ✨
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Project mention: Playwright MCP vs Rendershot MCP: choosing a browser MCP server in 2026 | dev.to | 2026-05-27
Playwright MCP (microsoft/playwright-mcp) is an MCP server from the Playwright team that exposes ~45 tools letting an LLM drive a real browser — Chromium, Firefox, or WebKit — running locally. It sends the agent the page's accessibility tree (not screenshots) as the primary way to "see" pages, which makes it deterministic and token-cheap. You install it as npx @playwright/mcp@latest inside Claude Desktop, Cursor, Claude Code, Goose, or any MCP-compatible client.
mcp discussion
mcp related posts
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Show HN: Context Mode Insight – observability layer for AI coding agents
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Why RAG needs context judgment, not just better retrieval
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Top 10 Non-Human Identity Security Tools and Platforms for 2026
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From Prompt Engineering to MCP Skills: What Rebuilding My Tokyo Transit Agent Taught Me About AI Architecture
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Claude Code and Codex Can Have Real-Time Conversation via Git
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Lookspan: local-first observability for AI agents
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Show HN: Lookspan – local-first observability for AI agents (npx lookspan)
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A note from our sponsor - SaaSHub
www.saashub.com | 7 Jun 2026
Index
What are some of the best open-source mcp projects? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | n8n | 191,300 |
| 2 | dify | 143,689 |
| 3 | open-webui | 139,852 |
| 4 | cc-switch | 90,508 |
| 5 | ragflow | 81,919 |
| 6 | Netdata | 79,077 |
| 7 | LobeHub | 78,186 |
| 8 | anything-llm | 61,083 |
| 9 | Scrapling | 60,673 |
| 10 | TrendRadar | 58,992 |
| 11 | context7 | 56,764 |
| 12 | mempalace | 53,515 |
| 13 | LocalAI | 46,698 |
| 14 | JeecgBoot | 46,605 |
| 15 | goose | 46,415 |
| 16 | CowAgent | 45,060 |
| 17 | Kong | 43,520 |
| 18 | chrome-devtools-mcp | 42,973 |
| 19 | antigravity-awesome-skills | 39,700 |
| 20 | MindsDB | 39,243 |
| 21 | UI-TARS-desktop | 36,101 |
| 22 | AstrBot | 33,820 |
| 23 | playwright-mcp | 33,458 |