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
grafana/mcp-grafana
A Model Context Protocol (MCP) server for Grafana that exposes Grafana instances and their ecosystem to AI assistants like Claude Desktop a…
883395active
i-am-bee/beeai-framework
BeeAI Framework is an open-source, Linux Foundation-hosted framework for building production-grade multi-agent AI systems in Python and Typ…
853385active
keenthemes/reui
ReUI is an open-source shadcn/ui-compatible component registry offering 1,000+ free React components and blocks built with Tailwind CSS, Ra…
643377active
davepoon/buildwithclaude
A curated plugin marketplace and discovery hub for Claude Code, Claude Desktop, Agent SDK, and OpenClaw, aggregating agents, slash commands…
693369active
NotebookLM MCP
An MCP server and Claude Code skill that lets AI coding agents chat directly with Google NotebookLM notebooks, returning source-grounded, c…
653350active
metorial/metorial
Metorial is an open-source identity and access control plane for AI agents, providing 1200+ verified MCP integrations with centralized auth…
643350active
chrisvel/tududi
Tududi is a self-hosted, open-source task management and life organization app built with React and Express/TypeScript. It organizes tasks,…
933295active
giancarloerra/SocratiCode
SocratiCode is a codebase context engine distributed as an MCP server, Claude Code plugin, and VS Code extension that indexes code, depende…
813276active
punkpeye/fastmcp
FastMCP is a TypeScript framework for building MCP (Model Context Protocol) servers with tools, resources, prompts, sessions, and authentic…
843255active
stickerdaniel/linkedin-mcp-server
An open-source MCP server that gives AI assistants like Claude and ChatGPT access to LinkedIn data (profiles, companies, jobs, messages) th…
823228active
crystaldba/postgres-mcp
Postgres MCP Pro is an open-source Model Context Protocol (MCP) server that gives AI agents and developers safe, configurable read/write ac…
663226active
av/harbor
Harbor is a CLI tool that spins up a complete, pre-wired local LLM stack with a single command, using Docker Compose to orchestrate hundred…
853191active
google-antigravity/antigravity-sdk-python
A Python SDK for building AI agents powered by Google Antigravity and Gemini, abstracting the agentic loop behind a stateful, secure infras…
593185active
dosco/graphjin
GraphJin is a Go compiler and runtime that turns GraphQL queries into optimized, policy-checked SQL across many databases, files, and APIs,…
953150active
skyhook-io/radar
Radar is an open-source Kubernetes UI and visibility tool shipped as a single Go binary, offering topology, event timelines, Helm, GitOps, …
783131active
supermemoryai/apple-mcp
An MCP (Model Context Protocol) server exposing Apple-native apps on macOS—Messages, Notes, Contacts, Mail, Reminders, Calendar, and Maps—a…
103128active
punitarani/fli
Fli is a Python library, CLI, and MCP server that provides programmatic access to Google Flights data by interacting directly with Google F…
803124active
blazickjp/arxiv-mcp-server
A Model Context Protocol (MCP) server that lets AI agents search, download, and analyze arXiv papers, including reading original LaTeX sect…
883076active
taylorwilsdon/google_workspace_mcp
A comprehensive Model Context Protocol (MCP) server and CLI tool that gives AI assistants like Claude and ChatGPT full natural-language con…
823073active
asciimoo/hister
Hister is a self-hosted, privacy-focused personal search engine that indexes the full contents of visited web pages and local files. It off…
833072active
nerding-io/n8n-nodes-mcp
An n8n community node that lets workflows connect to Model Context Protocol (MCP) servers to access resources, execute tools, and use promp…
573042active
coder/claudecode.nvim
A Neovim plugin that integrates Anthropic's Claude Code AI coding assistant into Neovim via a pure Lua WebSocket MCP implementation. It rev…
633031active
GH05TCREW/pentestagent
PentestAgent is a Python-based AI agent framework for black-box penetration testing that orchestrates LLM-driven security testing workflows…
623010active
Netw0rkNoob/VulnClaw
VulnClaw is an AI-driven penetration testing CLI tool that combines an LLM agent, MCP toolchain, and curated pentest skills to automate the…
802997active
MiniMax-AI/Mini-Agent
A minimal yet professional Python demo project showcasing best practices for building a single LLM agent on the MiniMax M2.5 model via an A…
472984active
zcaceres/markdownify-mcp
A Model Context Protocol (MCP) server that converts PDFs, images, audio, Office documents, and web content (including YouTube transcripts a…
812983active
Jpisnice/shadcn-ui-mcp-server
A Model Context Protocol (MCP) server that gives AI assistants access to shadcn/ui component source code, demos, blocks, and metadata acros…
602960active
ahujasid/ableton-mcp
Ableton MCP is an open-source Model Context Protocol server and Ableton Live Remote Script that lets AI assistants like Claude control Able…
642935active
open-gitagent/opengap
OpenGAP (Git Agent Protocol) is a framework-agnostic, git-native open standard for defining AI agents as repository files, with a reference…
752919active
deedy5/ddgs
DDGS (Dux Distributed Global Search) is a Python metasearch library that aggregates text, image, video, news, and book results from multipl…
952915active
sentrux/sentrux
Sentrux is a pure-Rust static analysis tool that computes a single architectural quality score (0–10,000) from five graph-theoretic root-ca…
612911active
flutter/agent-plugins
A collection of official Flutter team plugins that bundle skills, MCP server configuration, and rules to extend AI coding agents with Flutt…
672879active
coddingtonbear/obsidian-local-rest-api
An Obsidian community plugin that exposes your vault through a secure, authenticated local REST API and a built-in Model Context Protocol (…
982853active
rilldata/rill
Rill is an open-source business intelligence tool that combines a local developer application and cloud platform for building interactive d…
952844active
moltis-org/moltis
Moltis is a secure, self-hosted personal AI agent server written in Rust that ships as a single binary with sandboxed execution, multi-prov…
782837active
supercorp-ai/supergateway
Supergateway is a CLI tool that runs MCP stdio-based servers over SSE, WebSockets, or Streamable HTTP, and vice versa, with a single comman…
472821active
gamosoft/NoteDiscovery
NoteDiscovery is a lightweight, self-hosted note-taking application that stores notes as plain markdown files on your own server, with full…
792774active
modelcontextprotocol/ext-apps
Official specification and TypeScript SDK for the MCP Apps protocol, a standard for building interactive UIs (charts, forms, dashboards) th…
812766active
omnara-ai/omnara
Omnara is an open-source platform for running managed, durable AI agents, handling execution and state while you bring your own models, too…
852765active
sparfenyuk/mcp-proxy
A Python CLI tool that bridges MCP (Model Context Protocol) transports, converting between stdio and SSE/Streamable HTTP. It lets MCP clien…
802729active
HuaYaoAI/FinGenius
FinGenius is an open-source AI financial analysis platform for China's A-share stock market, built on a multi-agent architecture where spec…
352724active
zinja-coder/jadx-ai-mcp
A JADX plugin that bundles an MCP server, allowing LLM clients like Claude to interact with the JADX decompiler for Android APK analysis. I…
842711active
nteract/semiotic
Semiotic is a React data visualization library covering charts, network graphs, streaming data, and coordinated dashboards. It ships machin…
992692active
1Panel-dev/CordysCRM
Cordys CRM is an open-source AI-powered customer relationship management system by Fit2Cloud, covering the full lead-to-cash (L2C) sales li…
832656active
metatool-ai/metamcp
MetaMCP is a self-hosted MCP proxy that aggregates multiple MCP servers into a unified MCP endpoint, with namespaces, tool cherry-picking, …
702628active
jgravelle/jcodemunch-mcp
jCodeMunch is an MCP server that indexes codebases with tree-sitter AST parsing and serves symbol-level code retrieval to AI agents, cuttin…
782624active
zerx-lab/FluxDown
FluxDown is a free, open-source, multi-protocol download manager built with a Rust/Tokio engine and a Flutter UI, supporting HTTP/HTTPS, FT…
752622active
brightdata/brightdata-mcp
A Model Context Protocol (MCP) server by Bright Data that gives AI agents and LLMs real-time access to public web data through 69 tools cov…
842610active
zhizhuodemao/js-reverse-mcp
An MCP server that gives AI coding agents (Claude, Cursor, Copilot) tools for JavaScript reverse engineering in a headed Chrome browser, in…
832608active
srbhptl39/MCP-SuperAssistant
A browser extension (Chrome and Firefox) that brings Model Context Protocol (MCP) tool support to web-based AI chat platforms like ChatGPT,…
612559active
jordan-dalby/ByteStash
ByteStash is a self-hosted web application for storing, organizing, and managing code snippets, built with React and Node.js/Express. It su…
842521active
chrisryugj/korean-law-mcp
An MCP server and CLI that exposes Korea's Ministry of Government Legislation (법제처) open APIs — statutes, precedents, ordinances, treaties,…
822521active
nitrocloudofficial/nitrostack
NitroStack is an enterprise-grade TypeScript framework for building production-ready MCP (Model Context Protocol) servers and AI-native app…
802515active
openags/paper-search-mcp
A Python-based MCP server, CLI, and Claude Code skill for searching and downloading academic papers from open sources like arXiv, PubMed, a…
642499active
HarleyCoops/Math-To-Manim-lfs-archive
A Python project that turns math and physics questions into reasoned visual explanations rendered as Manim animations and study notes. It u…
762495active
mattzcarey/shippie
Shippie is an extendable AI code-review agent that reads pull request diffs, explores the codebase with developer tools, and posts focused …
922483active
perplexityai/modelcontextprotocol
The official Model Context Protocol (MCP) server for the Perplexity API Platform, exposing real-time web search, reasoning, and research to…
642478active
aws/agent-toolkit-for-aws
An official AWS-supported toolkit providing MCP servers, skills, and plugins that give AI coding agents the tools, knowledge, and guardrail…
592436stable
agentclientprotocol/claude-agent-acp
An ACP (Agent Client Protocol) adapter that exposes the Claude Agent SDK to any ACP-compatible client. It bridges protocol features like to…
802431active
knowsuchagency/mcp2cli
mcp2cli is a Python CLI tool that turns any MCP server, OpenAPI spec, or GraphQL endpoint into a command-line interface at runtime with zer…
592370active
larksuite/openclaw-lark
The official Lark/Feishu channel plugin for OpenClaw, maintained by the Lark Open Platform team. It connects an OpenClaw agent to a Lark/Fe…
562362active
apify/agent-skills
A collection of production-grade agent skills from Apify that give AI coding agents (Claude Code, Cursor, Windsurf, Codex, Gemini CLI) expe…
592361active
Observal/Observal
Observal is a self-hosted registry and control plane for coding agent extensions such as Skills, MCP servers, and Agents, with a built-in i…
802355active
tavily-ai/tavily-mcp
A Model Context Protocol (MCP) server that exposes Tavily's web search, page extraction, site mapping, and crawling tools to AI assistants …
652354active
ZenNotes/zennotes
ZenNotes is a keyboard-first, local-first Markdown notes application with real Vim motions, split panes, diagrams (Mermaid, TikZ, KaTeX mat…
772350active
yctimlin/mcp_excalidraw
An MCP server, CLI, and agent skill that gives AI coding agents a live, stateful Excalidraw canvas they can draw on, inspect via screenshot…
642349active
makecindy/cindy
Cindy is an open-source AI agent client (desktop and mobile apps) that unifies multiple agent harnesses like Claude Code, Codex, and Pi wit…
802316active
Alex-Rachel/TEngine
TEngine is a commercial-grade Unity game development framework in C# with built-in AI-assisted development workflows. It integrates HybridC…
922312active
samuelgursky/davinci-resolve-mcp
A Model Context Protocol (MCP) server that lets AI assistants like Claude control DaVinci Resolve Studio through its official Scripting API…
832300active
financial-datasets/mcp-server
A Model Context Protocol (MCP) server that exposes the Financial Datasets stock market API to AI assistants like Claude Desktop. It provide…
312282active
jamubc/gemini-mcp-tool
A Model Context Protocol (MCP) server that lets AI assistants like Claude Code invoke the Google Gemini CLI (or its successor, the Antigrav…
792278active
hello245m/free-stockdb
A local-first quantitative data engine for China A-share daily/minute K-lines and ETF minute/tick data, combining incremental sync, cleanin…
682276active
software-mansion/argent
Argent is an agentic toolkit by Software Mansion that gives AI assistants (via an MCP server and skills) direct control of iOS simulators, …
822249active
dsphper/lanhu-mcp
A Model Context Protocol (MCP) server that integrates the Lanhu design collaboration platform with AI coding assistants like Cursor, Claude…
802248active
IBM/AssetOpsBench
AssetOpsBench is an open-source benchmark and framework from IBM for building, orchestrating, and evaluating domain-specific AI agents for …
642237active
daodao97/chatmcp
ChatMCP is a cross-platform AI chat client built in Dart/Flutter that implements the Model Context Protocol (MCP). It supports multiple LLM…
392224active
AmoyLab/Unla
Unla is a lightweight, configuration-driven MCP gateway written in Go that converts existing MCP servers and REST APIs into MCP-compliant e…
842213active
lessweb/deepcode-cli
Deep Code CLI is an open-source terminal-based AI coding assistant optimized for DeepSeek-V4 models, supporting deep thinking mode, reasoni…
812211active
southleft/figma-console-mcp
A Model Context Protocol (MCP) server that connects AI assistants like Claude to Figma, exposing design tokens, variables, components, styl…
792206active
mrgoonie/claudekit-skills
A curated collection of Agent Skills (workflows, guardrails, and integration hints) for Claude Code, installable as a plugin marketplace. I…
502205active
tractorjuice/arc-kit
ArcKit is an AI governance harness and plugin toolkit for enterprise architects that works with AI coding assistants like Claude Code, Gemi…
792204active
louislva/claude-peers-mcp
An MCP server that lets multiple Claude Code sessions on the same machine discover each other and exchange instant messages via a local bro…
502201active
TNT-Likely/BeeCount
BeeCount is an open-source, local-first personal bookkeeping app for iOS, Android, and Web built with Flutter, offering multi-ledger, multi…
802188active
NVIDIA-NeMo/DataDesigner
NeMo Data Designer is an open-source Python orchestration framework from NVIDIA for generating high-quality synthetic datasets from scratch…
832185active
MCPJam/inspector
MCPJam is an open-source testing and evaluation platform for MCP server developers, providing an inspector playground, OAuth/EMA debugger, …
822172active
cjo4m06/mcp-shrimp-task-manager
An MCP server that gives AI coding agents structured task management, converting natural language into dev tasks with dependency tracking, …
372148active
joshuayoes/ios-simulator-mcp
A Model Context Protocol (MCP) server that lets AI assistants interact with iOS simulators. It exposes tools for booting simulators, taking…
852146active
mcp-router/mcp-router
MCP Router is a cross-platform desktop application for centrally managing Model Context Protocol (MCP) servers, with projects, workspaces, …
822137active
cassidoo/todometer
todometer is a simple open-source desktop to-do application built with Electron and React that features a progress meter that fills as you …
982125active
6551Team/opennews-mcp
An MCP (Model Context Protocol) server that aggregates real-time news and market data from 85+ sources across news, exchange listings, on-c…
592125active
fuxicodex/Fuxi
FuXi is a terminal-based AI coding agent built in Go that reads code, edits files, runs commands, and drives tools through a rich TUI using…
792117active
Dicklesworthstone/mcp_agent_mail
MCP Agent Mail is an asynchronous coordination layer for AI coding agents, exposed as an HTTP-only FastMCP server. It gives agents persiste…
772114active
GongRzhe/Office-Word-MCP-Server
A Model Context Protocol (MCP) server that lets AI assistants create, read, format, and manipulate Microsoft Word (.docx) documents through…
102107active
modelcontextprotocol/mcpb
MCP Bundles (MCPB, formerly DXT) is a packaging format and CLI tool for distributing local MCP servers as zip archives with a manifest, ena…
652089active
benborla/mcp-server-mysql
A Model Context Protocol (MCP) server that gives LLMs like Claude read-only access to MySQL databases, letting them inspect schemas and run…
822080active
memohai/Memoh
Memoh is an open-source multi-agent platform where each AI agent gets its own dedicated cloud computer with a filesystem, desktop, browser,…
822078active
OpenCoworkAI/open-cowork
Open Cowork is an open-source AI agent desktop application for Windows and macOS that wraps Claude Code and other models (OpenAI, Gemini, D…
762076active
espressif/esp-claw
ESP-Claw is Espressif's 'Chat Coding' AI agent framework for IoT devices, reimplemented in C for ESP32-series chips. It lets users define d…
662051active
stacklok/toolhive
ToolHive is an open-source platform for running, securing, and managing Model Context Protocol (MCP) servers. It wraps MCP servers in isola…
832043active
containers/kubernetes-mcp-server
A Model Context Protocol (MCP) server that exposes Kubernetes and OpenShift cluster operations to LLM clients. It supports generic resource…
822028active

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