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
ECC
ECC is an open-source 'agent harness operating system' that provides 261 skills, 64 agents, and 84 commands to optimize AI coding agents li…
81243524active
farion1231/cc-switch
CC Switch is a cross-platform desktop application (built with Tauri and Rust) that acts as an all-in-one manager for AI coding CLI agents s…
84129568active
google-gemini/gemini-cli
Gemini CLI is an open-source AI agent from Google that brings Gemini models directly into the terminal for coding, debugging, and workflow …
82106698active
thedotmack/claude-mem
claude-mem is an open-source persistent memory engine for AI coding agents such as Claude Code, Codex CLI, Gemini CLI, Cursor, and other MC…
8091957active
ruvnet/ruflo
Ruflo is an open-source agent meta-harness for deploying multi-agent swarms and coordinating autonomous AI workflows, with adaptive memory,…
8169486active
colbymchenry/codegraph
CodeGraph is a local-first tool that indexes any codebase into a queryable knowledge graph using Tree-sitter parsing, exposing it to AI cod…
8268252active
upstash/context7
Context7 is an MCP server and hosted platform by Upstash that pulls up-to-date, version-specific library documentation and code examples di…
8261268active
aaif-goose/goose
goose is an open-source, extensible general-purpose AI agent built in Rust that runs locally as a desktop app, CLI, and API. It connects to…
8553534active
ChromeDevTools/chrome-devtools-mcp
An MCP server that exposes Chrome DevTools capabilities to AI coding agents, letting them control and inspect a live Chrome browser via Pup…
8449759active
HKUDS/nanobot
nanobot is an ultra-lightweight, self-hosted personal AI agent framework written in Python. It provides a WebUI, terminal, and chat-app int…
8147427active
siyuan-note/siyuan
SiYuan is a privacy-first, local-first note-taking and personal knowledge management application built around block-level editing, bidirect…
9545994active
abhigyanpatwari/GitNexus
GitNexus is a client-side code intelligence tool that indexes a codebase into a knowledge graph of dependencies, call chains, and execution…
8245805active
sickn33/agentic-awesome-skills
AAS Core is a local, agent-first control plane that gives coding agents like Codex, Claude Code, and Gemini CLI read-only access to a catal…
7845481active
Hmbown/CodeWhale
Codewhale is an open-source, terminal-native coding agent written in Rust that reads your repository, edits files, runs commands, and works…
7840866active
DeusData/codebase-memory-mcp
A Model Context Protocol (MCP) server that indexes codebases into a persistent knowledge graph of functions, classes, call chains, and HTTP…
8140771active
wshobson/agents
A marketplace of 93 installable agentic plugins (202 agents, 181 skills, 105 commands, 16 orchestrators) built for Claude Code and consumab…
6239163active
microsoft/playwright-mcp
A Model Context Protocol (MCP) server from Microsoft that exposes Playwright browser automation capabilities to LLMs and MCP clients. It le…
8136504active
DayuanJiang/next-ai-draw-io
A Next.js web application that combines AI chat with draw.io diagram editing, letting users create and modify diagrams through natural lang…
8135313active
agentscope-ai/QwenPaw
QwenPaw is a self-hosted personal AI assistant built in Python that connects to multiple chat channels (DingTalk, Feishu, QQ, Discord, iMes…
8134508active
lightpanda-io/browser
Lightpanda is a headless web browser built from scratch in Zig, designed for AI agents, automation, and web scraping rather than human rend…
9734269active
github/github-mcp-server
GitHub's official Model Context Protocol (MCP) server that connects AI tools like Claude, Cursor, and VS Code directly to GitHub's platform…
8332535active
HKUDS/Vibe-Trading
Vibe-Trading is an open-source AI finance research agent that turns natural-language prompts into runnable market research, backtests, and …
8131791active
tirth8205/code-review-graph
A local-first code intelligence tool that builds a persistent knowledge graph of a codebase using Tree-sitter static analysis, exposed via …
8130891active
ComposioHQ/composio
Composio is an SDK platform (TypeScript and Python SDKs plus a CLI) that gives AI agents access to 1000+ pre-built app toolkits with per-us…
8829893active
AgentScope
AgentScope is a production-ready multi-agent framework for building LLM-powered agents with ReAct reasoning, tool execution, MCP integratio…
9329706active
langchain-ai/deepagents
Deep Agents is an open-source, batteries-included agent harness from LangChain built on LangGraph, providing an opinionated agent with file…
8128559active
oraios/serena
Serena is an MCP toolkit that gives AI coding agents semantic code retrieval, editing, refactoring, and debugging capabilities at the symbo…
8528526active
eyaltoledano/claude-task-master
Taskmaster is an AI-powered task-management system that generates structured, dependency-aware task lists from a product brief so AI coding…
7028022active
can1357/oh-my-pi
oh-my-pi (omp) is a terminal-based AI coding agent with IDE integrations wired in, built as a fork of Pi with a Rust core and TypeScript/Bu…
7827695active
rohitg00/agentmemory
agentmemory is a local-first persistent memory runtime for AI coding agents like Claude Code, Cursor, Copilot CLI, and any MCP client. It a…
8127526active
QwenLM/qwen-code
Qwen Code is an open-source AI coding agent that runs in the terminal, providing agentic code editing, review, and automation powered by Qw…
8127405active
PrefectHQ/fastmcp
FastMCP is a Python framework for building Model Context Protocol (MCP) servers, clients, and interactive applications. It turns ordinary P…
8327399active
ahujasid/blender-mcp
An MCP server and Blender addon that lets any LLM (Claude, ChatGPT, Gemini, Cursor, or local models via Ollama) control Blender 3D through …
6426346active
yikart/AiToEarn
AiToEarn is an open-source AI content marketing agent platform that helps solo creators and businesses generate, publish, and monetize cont…
8325313active
activepieces/activepieces
Activepieces is an open-source, AI-first workflow automation platform and Zapier alternative with a no-code builder, 700+ integrations, and…
9424050active
different-ai/openwork
OpenWork is a free, open-source desktop app for building and sharing AI agent workflows, positioned as an open-source alternative to Claude…
7823093active
n8n-mcp
A Model Context Protocol (MCP) server that gives AI assistants like Claude, Cursor, and Windsurf deep knowledge of n8n's 2,500+ workflow no…
8122790active
airbytehq/airbyte
Airbyte is an open-source data movement platform providing 600+ connectors for replicating data from APIs, databases, and files into wareho…
7921960active
mksglu/context-mode
An open-source MCP plugin that optimizes AI coding agent context windows by intercepting large tool outputs, storing them in a local FTS5 i…
7420167active
kortix-ai/suna
Kortix is an open-source AI Management System where AI agents, skills, memory, and connectors are defined as files in a git repo. Agents ru…
8520141active
agent0ai/agent-zero
Agent Zero is an open-source agentic AI framework that gives LLM-powered agents a full Dockerized Linux computer, including a desktop, brow…
8618978active
nukeop/nuclear
Nuclear is a free, open-source desktop music player that streams free music from multiple sources via a plugin system, with playlists, queu…
9518347active
RightNow-AI/openfang
OpenFang is an open-source Agent Operating System written in Rust that runs autonomous AI agents on schedules, 24/7, with pre-built capabil…
6818135active
QwenLM/Qwen-Agent
Qwen-Agent is a Python framework for building LLM agent applications on top of Qwen models, providing function calling, MCP support, code i…
6117018active
googleapis/mcp-toolbox
MCP Toolbox for Databases is an open source Model Context Protocol (MCP) server, written in Go, that connects AI agents, IDEs, and applicat…
9016262active
andrewyng/aisuite
aisuite is a lightweight Python library providing a unified, OpenAI-style Chat Completions API across many LLM providers (OpenAI, Anthropic…
8316174active
GLips/Figma-Context-MCP
Framelink Figma Context MCP is a Model Context Protocol server that fetches and simplifies Figma design data (layout, styling, components) …
8215720active
xpzouying/xiaohongshu-mcp
A Model Context Protocol (MCP) server written in Go that lets AI assistants like Claude Code access and operate Xiaohongshu (Little Red Boo…
8015495active
open-metadata/OpenMetadata
OpenMetadata is an open-source metadata management platform that unifies data cataloging, lineage, data quality, governance, and business s…
9514986active
bytebase/bytebase
Bytebase is an open-source database governance platform that acts as a control plane between users (humans and AI agents) and databases, co…
9814419active
NevaMind-AI/memU
memU is a lightweight, agent-driven memory system that gives LLM agents a shared, inspectable personal memory layer across sessions, agents…
7714351active
casdoor/casdoor
Casdoor is an open-source, self-hosted Identity and Access Management (IAM) and single sign-on (SSO) platform with a web UI, written in Go.…
9514276active
NanmiCoder/cc-haha
A local-first cross-platform desktop workspace for Claude Code and AI coding agents, built with Electron, React, and TypeScript. It provide…
8114232active
palmier-io/palmier-pro
Palmier Pro is an open-source, Swift-native multi-track video editor for macOS (Apple Silicon) with built-in generative AI for video, image…
7713964active
CoplayDev/unity-mcp
MCP for Unity is a bridge that connects AI assistants (Claude, Cursor, VS Code, local LLMs) to the Unity Editor via the Model Context Proto…
8013675active
browserless/browserless
Browserless is a platform for deploying and managing headless browsers (Chrome, Firefox, WebKit) in Docker, usable self-hosted or via their…
9913634active
every-app/open-seo
OpenSEO is an open-source, self-hostable SEO platform offering keyword research, rank tracking, backlink analysis, domain overview, site au…
8113598active
AgriciDaniel/claude-obsidian
A Claude Code plugin/skill system that turns an Obsidian vault into a self-organizing AI second brain. It captures sources, creates linked …
8113416active
browseros-ai/BrowserOS
BrowserOS is an open-source, Chromium-based agentic browser that lets AI agents (Claude Code, Codex, Cursor, MCP agents) drive a real brows…
8113360active
zilliztech/claude-context
Claude Context is an MCP plugin that adds semantic code search to Claude Code and other AI coding agents, indexing an entire codebase into …
6012447active
hangwin/mcp-chrome
A Chrome extension that acts as a Model Context Protocol (MCP) server, exposing your real Chrome browser—its tabs, login states, and config…
5612352active
tadata-org/fastapi_mcp
FastAPI-MCP is a Python library that automatically exposes FastAPI endpoints as Model Context Protocol (MCP) tools, preserving request/resp…
4511988active
BeehiveInnovations/pal-mcp-server
PAL MCP (formerly Zen MCP) is a Model Context Protocol server that lets AI coding CLIs like Claude Code, Gemini CLI, and Codex CLI orchestr…
4911724active
mrexodia/ida-pro-mcp
An MCP server and IDA Pro plugin that connects IDA Pro's binary analysis capabilities to language models, enabling AI-assisted reverse engi…
6111616active
UI-TARS
UI-TARS is ByteDance's open-source multimodal AI agent stack, comprising Agent TARS (a CLI/Web UI multimodal agent that operates terminals,…
4911389active
0x4m4/hexstrike-ai
HexStrike AI is an MCP server that bridges LLM agents (Claude, GPT, Copilot) with 150+ cybersecurity tools for autonomous penetration testi…
6111381active
github/copilot-cli
GitHub Copilot CLI brings the Copilot coding agent to the terminal, letting developers build, debug, and refactor code through natural lang…
9311122active
OpenByteInc/QuantDinger
QuantDinger is an open-source, self-hosted AI quantitative trading platform covering crypto, stocks, and forex. It combines AI multi-agent …
8211112active
ValueCell-ai/valuecell
ValueCell is a community-driven, multi-agent platform for financial applications, providing AI investment agents for stock selection, resea…
6011005active
aden-hive/hive
OpenHive is a model-agnostic multi-agent harness and runtime layer for production AI workloads, organizing specialized agents into 'colonie…
7610974active
huggingface/skills
A collection of Agent Skills (SKILL.md folders) that teach AI coding agents how to use the Hugging Face ecosystem, including the hf-cli ski…
6110964active
holaboss-ai/holaOS
holaOS is an open-source, local-first agentic desktop workspace built with Electron and TypeScript that lets enterprises assemble their own…
6910925active
mcp-use/mcp-use
mcp-use is a fullstack TypeScript framework for building MCP (Model Context Protocol) servers, ChatGPT Apps, and Claude connectors, with fu…
8210527active
Astrid
Astrid is a portable, capability-secure operating system for composable software, where every component runs as a sealed WebAssembly capsul…
8010273active
pinchtab/pinchtab
PinchTab is a standalone Go HTTP server that gives AI agents direct control over Chrome via CDP, with stealth injection and multi-instance …
8210144active
LaurieWired/GhidraMCP
GhidraMCP is a Model Context Protocol server implemented as a Ghidra plugin that exposes Ghidra's reverse engineering tools to LLM clients.…
349865active
awslabs/mcp
A suite of open-source Model Context Protocol (MCP) servers from AWS Labs that expose AWS services, documentation, and best practices to LL…
829641active
wonderwhy-er/DesktopCommanderMCP
Desktop Commander is an MCP server that gives AI clients like Claude Desktop, Cursor, and ChatGPT direct access to the local terminal, file…
869408active
anthropics/claude-for-legal
A suite of Claude plugins, skills, and MCP connectors from Anthropic for legal workflows across practice areas like commercial, privacy, li…
589273active
Model Context Protocol
A collection of reference implementations of Model Context Protocol (MCP) servers maintained by the MCP steering group, demonstrating how t…
849065active
mark3labs/mcp-go
A Go SDK implementing the Model Context Protocol (MCP), letting developers build MCP servers that expose tools, resources, and prompts to L…
839035active
unicity-aos/aos-ce
AOS Community Edition is an open-source 'agent operating system' written in Rust that provides a CLI (`aos`), HTTP API, daemon, and MCP ser…
788552active
lastmile-ai/mcp-agent
mcp-agent is a Python framework for building AI agents on top of the Model Context Protocol (MCP) using simple, composable workflow pattern…
528519active
idosal/git-mcp
GitMCP is a free, open-source remote Model Context Protocol (MCP) server that turns any public GitHub repository or GitHub Pages site into …
568348active
vudovn/ag-kit
AG Kit is a CLI-installed capability expansion kit for AI coding agents (primarily Google Antigravity) that installs a .agents workspace of…
808155active
withastro/flue
Flue is an open-source TypeScript framework for building autonomous AI agents using a React-like hooks API ('use agent' directive, useModel…
588039active
YaoApp/yao
Yao Agents is a self-hosted, AI-native platform for running AI agents and workspaces across your own devices, with a task board, isolated w…
997812active
osaurus-ai/osaurus
Osaurus is a native Swift macOS application that acts as a local-first AI harness, running open models on Apple Silicon (via MLX and Apple …
807691active
ibelick/ui-skills
A curated registry of design-engineering 'skills' (reusable instruction documents) that help humans and AI agents build better user interfa…
797652active
ArvinLovegood/go-stock
A Wails + NaiveUI desktop application that combines stock market data (A-shares, Hong Kong, US markets) with LLM-powered analysis, includin…
847367active
AgentDeskAI/browser-tools-mcp
An MCP server plus Chrome extension that streams console logs, network activity, screenshots, and Lighthouse audits from a user's real, log…
867300active
modelcontextprotocol/registry
A community-driven registry service for Model Context Protocol (MCP) servers, acting like an app store where MCP clients can discover serve…
867192active
craft-ai-agents/craft-agents-oss
Craft Agents is an open-source, agent-native desktop application for working with AI agents in a document-centric, GUI-based workflow inste…
787124active
Strands Agents
Strands Agents is an open-source SDK (Python and TypeScript) for building production AI agents with a model-driven approach, supporting any…
817022active
BrowserMCP/mcp
Browser MCP is an MCP server plus Chrome extension that lets AI applications like Claude, Cursor, VS Code, and Windsurf control the user's …
287019active
grab/cursor-talk-to-figma-mcp
An MCP server plus Figma plugin that lets AI agents like Cursor, Claude Code, and Codex read and programmatically modify Figma designs. A W…
626987active
open-multi-agent/open-multi-agent
Open Multi-Agent (OMA) is an MIT-licensed TypeScript framework for multi-agent AI orchestration that runs inside Node.js backends. A coordi…
816831active
CursorTouch/Windows-MCP
Windows-MCP is a lightweight open-source MCP server that bridges LLM-based AI agents and the Windows operating system, letting agents contr…
856828active
outsourc-e/hermes-workspace
Hermes Workspace is a native web UI for the Nous Research Hermes Agent, bundling chat, terminal, memory browsing, skills marketplace, MCP m…
766516active
CodePilot
CodePilot is a multi-model AI agent desktop client built with Electron and Next.js that connects to 17+ AI providers through a single inter…
786421active

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