Ross ROSS = Recommend OSS · open-source software intelligence for agents

function: mcp

1289 products, primary matches first, then adoption-weighted; health v2 shown.

ProductHealth v2StarsMaturity
limecloud/lime
Lime is an open-source, Electron-based desktop AI agent that combines an agent loop with filesystem access, terminal commands, code editing…
791467active
ghostwright/phantom
Phantom is a self-hostable AI agent application that gives each agent its own dedicated computer (VM runtime), persistent memory, and ident…
541461active
duty1g/x64dbg-mcp-server
A native MCP (Model Context Protocol) plugin for x64dbg written in Zig that exposes the debugger's full functionality over HTTP with Stream…
571460active
Orkas-AI/Orkas
Orkas is an open-source, local-first multi-agent desktop application where a Commander LLM plans goals and dispatches specialist sub-agents…
811453active
silverstein/minutes
Minutes is an open-source, privacy-first conversation memory app that records meetings, voice memos, and dictation, transcribes them locall…
771453active
lgazo/drawio-mcp-server
A Model Context Protocol (MCP) server that lets AI agents create, inspect, and modify Draw.io (Diagrams.net) diagrams programmatically. It …
801452active
fim-ai/fim-one
FIM One is a source-available, self-hostable agent platform that connects enterprise systems (global SaaS plus the China stack like Feishu,…
591452active
6551Team/opentwitter-mcp
A Python MCP server that exposes Twitter/X data (user profiles, tweet search, follower events, deleted tweets, KOL tracking) to AI assistan…
591444active
nickclyde/duckduckgo-mcp-server
A Model Context Protocol (MCP) server that exposes DuckDuckGo web search to LLM clients like Claude Desktop and Claude Code. It also fetche…
831439active
AminForou/mcp-gsc
A Model Context Protocol (MCP) server that connects Google Search Console to AI assistants like Claude Desktop, Cursor, and other MCP clien…
631434active
damms005/devdb-vscode
DevDb is a zero-config VS Code extension that auto-discovers your project's database and displays its records and schema directly inside th…
851429active
six2dez/burp-ai-agent
Custom AI Agent (formerly Burp AI Agent) is a Burp Suite extension written in Kotlin that integrates LLMs into web security workflows via l…
821427stable
chunkhound/chunkhound
ChunkHound is a local-first codebase intelligence CLI that indexes code with tree-sitter parsing and semantic/regex search, exposing cited …
831418active
matlab/matlab-mcp-server
The official MATLAB MCP Server from MathWorks that lets AI applications and coding agents start MATLAB, write and run MATLAB code, and chec…
831418active
microsoft/azure-skills
An official Microsoft agent plugin that packages curated Azure skills with MCP server configurations (Azure MCP Server and Foundry MCP) for…
821414active
robotmcp/ros-mcp-server
A Model Context Protocol (MCP) server that connects LLMs like Claude, GPT, and Gemini to robots via ROS and ROS 2, using rosbridge for bidi…
831413active
browserwing/browserwing
BrowserWing is an open-source browser automation platform written in Go with a React dashboard that exposes browser control via MCP command…
711408active
brave/brave-search-mcp-server
An MCP server that exposes the Brave Search API to AI clients, offering web, local, image, video, and news search plus AI summarization ove…
811403active
imhuso/cunzhi
Cunzhi (寸止) is an MCP tool that intercepts AI assistants when they try to end a conversation prematurely, popping up a dialog so users can …
631402active
m0n0x41d/haft
Haft is a local governance and project-memory layer for AI coding agents such as Claude Code, Cursor, Codex, and Gemini CLI. Built on the F…
811387active
Houseofmvps/codesight
codesight is a zero-dependency Node.js CLI that scans a codebase and generates a compact AI context map (routes, schemas, components, depen…
571385active
preset-io/agor
Agor is a self-hosted, multiplayer web workspace for orchestrating coding agents like Claude Code, Codex, and Gemini on isolated git branch…
721374active
designcomputer/mysql_mcp_server
A Model Context Protocol (MCP) server that lets AI assistants securely interact with MySQL databases by listing tables, reading data, and e…
851369active
kimsungwhee/apple-docs-mcp
An MCP server that exposes Apple Developer Documentation to AI assistants like Claude and Cursor. It provides search and retrieval of iOS/m…
431365active
DaxianLee/cocos-mcp-server
An MCP (Model Context Protocol) server plugin for Cocos Creator 3.8+ that lets AI assistants like Claude and Cursor control the game editor…
591364active
anyme123/Any-code
Any Code is a cross-platform desktop GUI application (built with Tauri, React, and Rust) that wraps AI coding CLIs like Claude Code, OpenAI…
701344active
WenXiaoWendy/cyberboss
Cyberboss is a WeChat bridge that connects local coding runtimes like Codex and Claude Code to WeChat, turning them into time-aware, contex…
531342active
mbailey/voicemode
VoiceMode is a Python-based MCP server and Claude Code plugin that enables natural, hands-free voice conversations with Claude Code and oth…
801339active
Dataojitori/nocturne_memory
Nocturne Memory is a lightweight, rollbackable long-term memory server for MCP agents, storing persistent, graph-like structured memories i…
801333active
nicobailon/pi-mcp-adapter
A token-efficient MCP (Model Context Protocol) adapter extension for the Pi coding agent that exposes a single lightweight proxy tool (~200…
821332active
ConardLi/easy-llm-cli
Easy LLM CLI is an open-source command-line AI agent forked from Gemini CLI that works with multiple LLM providers, including Gemini, OpenA…
481323active
basementstudio/xmcp
xmcp is a TypeScript framework for building and deploying MCP (Model Context Protocol) servers, with file-system-based auto-discovery of to…
821320active
study8677/repobrain
RepoBrain (formerly Antigravity) is an MCP server and AI coding assistant plugin that indexes a codebase into a knowledge base so you can a…
771320active
caezium/burrow
Burrow is a free, open-source native macOS desktop utility (with a Windows beta) that combines junk cleanup, dev-artifact purging, app unin…
801318active
evilsocket/nerve
Nerve is a simple Agent Development Kit (ADK) for building, running, evaluating, and orchestrating LLM-based agents using YAML definitions …
101316active
steipete/claude-code-mcp
An MCP server that wraps the Claude Code CLI in one-shot mode, exposing a single claude_code tool so any MCP client (e.g. Cursor, Claude De…
101315active
Intuition-Lab/personal-model
Personal Model (Persome) is a local-first macOS runtime that captures focused cross-app activity and builds an evidence-linked personal mem…
771314active
miscusi-peek/cheatengine-mcp-bridge
A bridge that connects AI coding assistants (Claude, Cursor, Copilot) to Cheat Engine via the Model Context Protocol, letting agents read/w…
601313active
gyoridavid/short-video-maker
An open-source server that generates short-form videos (TikTok, Instagram Reels, YouTube Shorts) from text prompts, combining Kokoro TTS, a…
321311active
sceneview/sceneview
SceneView is a cross-platform 3D and augmented reality SDK built on Filament (Android/Web) and RealityKit (iOS), exposing declarative APIs …
951303active
makenotion/notion-mcp-server
The official Model Context Protocol (MCP) server for the Notion API, written in TypeScript, exposing Notion pages and data sources as tools…
634606maintenance
puppyone-ai/puppyone
Puppyone is a Git-native context drive for AI agents: a persistent, version-controlled file workspace with per-agent scoped permissions, ex…
781299active
coulsontl/ai-toolbox
A cross-platform desktop application (built with Tauri and Rust) for managing configurations of AI coding assistant CLIs such as Claude Cod…
791294active
kuafuai/aipexbase
AipexBase is an AI-native Backend-as-a-Service (BaaS) platform built with Spring Boot that provides data storage, user authentication, and …
601280active
rinadelph/Agent-MCP
Agent-MCP is a TypeScript framework for building coordinated multi-agent AI systems over the Model Context Protocol (MCP). It provides a pe…
561276active
ridafkih/keeper.sh
Keeper.sh is an open-source calendar syncing tool that copies events between Google Calendar, Outlook, iCloud, Fastmail, CalDAV servers, an…
791272active
datalayer/jupyter-mcp-server
A Model Context Protocol (MCP) server that lets AI agents connect to, edit, and execute Jupyter Notebooks in real time. It supports STDIO a…
881270active
jordanrendric/claude-video-vision
A Claude Code plugin with an MCP server that gives Claude the ability to watch and understand videos by extracting frames via ffmpeg and tr…
581265active
P0luz/Ombre-Brain
Ombre Brain is a long-term emotional memory system for Claude and other MCP clients, exposing 16 MCP tools over a single /mcp connector. Me…
791262active
Ataraxy-Labs/weave
Weave is an entity-level semantic merge driver for Git that parses code with tree-sitter and merges by functions and classes instead of lin…
821259active
razzant/ouroboros
Ouroboros is an open-source, general-purpose AI agent with persistent identity, durable memory, and the ability to rewrite its own implemen…
791258active
philschmid/mcp-cli
A lightweight Bun-based command-line tool for interacting with MCP (Model Context Protocol) servers over stdio and HTTP. It lets users and …
561258active
math-inc/OpenGauss
Open Gauss is a project-scoped workflow orchestrator that gives the `gauss` CLI a multi-agent frontend for Lean 4 theorem proving workflows…
481258active
yzfly/douyin-mcp-server
A Python MCP server and WebUI that extracts watermark-free Douyin (TikTok China) video download links and transcribes video speech into tex…
101258active
better-auth/better-icons
A TypeScript CLI tool and MCP server that lets users and AI agents search and retrieve over 200,000 icons from 150+ Iconify-powered collect…
631253active
tianma-if/edgeever
EdgeEver is an open-source, self-hosted Evernote alternative note-taking application with a classic three-pane layout, rich text/Markdown e…
761252active
AIPexStudio/AIPex
AIPex is an open-source (MIT) AI browser automation assistant delivered as a Chrome/Edge extension that runs inside your existing browser w…
811244active
nduckmink/arkon
Arkon is a self-hosted enterprise knowledge hub that compiles organizational documents into a structured, traceable wiki and serves it to L…
701244active
MemTensor/memmy-agent
Memmy is a personal AI agent and local memory hub that gives every AI agent (Claude Code, Codex, Cursor, OpenClaw, etc.) a shared, locally …
801232active
mcpjungle/MCPJungle
MCPJungle is a self-hosted MCP gateway that lets you register and manage multiple MCP servers behind a single endpoint. It provides central…
831228active
inclusionAI/AWorld
AWorld is an open-source agent framework and runtime that orchestrates tools, memory, context, and execution for building autonomous AI age…
781227active
vybenetwork/solana-mcp-vybe
A public remote MCP (Model Context Protocol) server by Vybe that exposes the Vybe Solana Data API to AI clients like Claude, Cursor, Windsu…
591227active
metoro-io/mcp-golang
mcp-golang is an unofficial Go implementation of the Model Context Protocol (MCP) for building MCP servers and clients with minimal boilerp…
651226active
Joooook/12306-mcp
A Model Context Protocol (MCP) server that exposes 12306 (China Railway) ticket search capabilities to large language models. It provides A…
831220active
wanxingai/LightAgent
LightAgent is an ultra-lightweight open-source Python framework for building LLM-powered agents with tools, persistent memory, guardrails, …
871211active
yc-duan/fastctx
FastCtx is a Rust-based local runtime that exposes fast, context-efficient repository tools (file reading, grep, glob, batch replacement, s…
801203active
pipeboard-co/meta-ads-mcp
A Model Context Protocol (MCP) server that lets AI assistants like Claude, ChatGPT, Perplexity, and Cursor manage Meta Ads (Facebook/Instag…
811202active
awslabs/cli-agent-orchestrator
CLI Agent Orchestrator (CAO) is a Python tool that coordinates multiple AI coding CLIs (Claude Code, Kiro, Codex, Copilot CLI, Cursor CLI, …
851195active
drhelius/Gearboy
Gearboy is an accurate cross-platform Game Boy, Game Boy Color, and Super Game Boy emulator written in C++, available as a desktop app, a R…
1001194active
yjacquin/fast-mcp
Fast MCP is a Ruby implementation of the Model Context Protocol (MCP), letting AI models call Ruby tools and read app resources. It support…
511187active
ihor-sokoliuk/mcp-searxng
An MCP server that exposes a SearXNG metasearch instance to AI assistants like Claude Desktop, Claude Code, Cursor, and other MCP clients. …
881183active
nspady/google-calendar-mcp
A Model Context Protocol (MCP) server that integrates Google Calendar with AI assistants like Claude, enabling event creation, updates, del…
891180active
todo-for-ai/todo-for-ai
A self-hostable task and project management system designed for AI assistants, integrating via the Model Context Protocol (MCP) so AI agent…
541177active
Zen4-bit/Proxima
Proxima is a local-first Electron application that runs a multi-AI Model Context Protocol (MCP) server, routing ChatGPT, Claude, Gemini, an…
751169active
GongRzhe/Gmail-MCP-Server
A Model Context Protocol (MCP) server that integrates Gmail with AI assistants like Claude Desktop, featuring automatic OAuth2 authenticati…
101165active
mukul975/cve-mcp-server
A Python-based Model Context Protocol (MCP) server that gives Claude ~28 security intelligence tools across 20+ APIs, including CVE lookup,…
721164active
hashgraph-online/standards-sdk
The official HOL Standards SDK for TypeScript, providing reference implementations of Hashgraph Consensus Service (HCS) standards for file …
881160active
ModalityDance/PalmClaw
PalmClaw is an open-source agent framework that runs natively on Android phones, keeping sessions, memory, skills, tools, and the agent loo…
821157active
WhiteNightShadow/hello_js_reverse_skill
An AI-powered 'Skill' package for JavaScript reverse engineering that plugs into AI coding tools like Claude Code, Cursor, and Codex. It pr…
781156active
ref-tools/ref-tools-mcp
Ref MCP is a Model Context Protocol server that gives AI coding agents fast, token-efficient access to documentation for public and private…
591156active
Chorus-AIDLC/Chorus
Chorus is a self-hosted agent harness that coordinates a team of coding agents (Claude Code, MCP-compatible agents) plus human reviewers in…
831155active
LycheeMem/LycheeMem
LycheeMem is a lightweight long-term memory framework for LLM agents, combining working session context, a compact semantic memory store (S…
581155active
alvinunreal/openpets
OpenPets is an open-source, local-first desktop companion platform that puts animated pets on your desktop, built as an Electron app with a…
821154active
AI-QL/tuui
TUUI is an open-source desktop MCP client and local AI playground built with Vue3 and Electron, serving as a unified interface for Model Co…
741153active
machinepulse-ai/world2agent
World2Agent (W2A) is an open protocol that standardizes how AI agents perceive real-world data via interchangeable sensors emitting structu…
581131active
K-Dense-AI/k-dense-byok
K-Dense BYOK is a free, open-source desktop application providing 'Kady', an AI research assistant (co-scientist) that runs locally and use…
781126active
Mibayy/token-savior
Token Savior is an MCP server written in Python that provides AI coding agents like Claude with structural codebase navigation (72 tools fo…
791125active
ClawBio/ClawBio
ClawBio is a bioinformatics-native AI agent skill library offering 97 curated, reproducible skills for genomics tasks like pharmacogenomics…
811123active
gemini-cli-extensions/nanobanana
A Gemini CLI extension that adds image generation and editing commands backed by Google's Nano Banana image models. It runs as an MCP serve…
701123active
cookjohn/zotero-mcp
A Zotero plugin with an integrated MCP server that lets AI assistants like Claude access and operate on a local Zotero library via the Mode…
851120active
vndee/llm-sandbox
LLM Sandbox is a lightweight Python library for safely executing LLM-generated code in isolated container environments with support for Doc…
901118active
mongodb-js/mongodb-mcp-server
A Model Context Protocol (MCP) server that lets AI assistants and LLM clients connect to MongoDB databases and MongoDB Atlas clusters. It e…
861118active
pullfrog/pullfrog
Pullfrog is an open-source, model-agnostic GitHub bot that runs coding agents (Claude, Codex, etc.) inside your repo's GitHub Actions. It t…
811111active
textlint-ja/textlint-rule-preset-ai-writing
A textlint rule preset that detects AI-generated writing patterns in Japanese text and suggests more natural phrasing. It can also run as a…
741110active
jerry-ai-dev/MODULAR-RAG-MCP-SERVER
A modular, pluggable RAG (Retrieval-Augmented Generation) framework exposed as an MCP (Model Context Protocol) server, so AI assistants lik…
471109active
mrkrsl/web-search-mcp
A locally hosted MCP (Model Context Protocol) server written in TypeScript that gives local LLMs web search capabilities without requiring …
361109active
saidsurucu/yargi-mcp
A FastMCP-based Model Context Protocol server that provides access to Turkish legal databases, including Yargıtay, Danıştay, Anayasa Mahkem…
821107active
PortSwigger/mcp-server
A Burp Suite extension by PortSwigger that exposes Burp's capabilities to AI clients via the Model Context Protocol (MCP). It includes an S…
701107active
agentrq/agentrq
AgentRQ is a self-hosted, human-in-the-loop task management and collaboration platform for AI agents, built around the Model Context Protoc…
821101active
pireel/pireel
Pireel Studio is an open-source, browser-based AI video editor for talking heads, shorts, demos, and montages, with canvas/timeline editing…
581101active

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