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
agentlas-ai/Agentlas-OS
Agentlas OS (with the Hephaestus engine) is an open-source agent framework that lets users create portable AI agents from plain-language re…
771099active
Minidoracat/mcp-feedback-enhanced
An enhanced MCP server that provides interactive user feedback and command execution capabilities for AI-assisted development workflows, su…
863776maintenance
Rath-Team/OpenRath
OpenRath is a PyTorch-like Python framework for building dynamic multi-agent and multi-session workflows. It models runtime state as explic…
781097active
iFurySt/RedNote-MCP
A Model Context Protocol (MCP) server that lets AI clients access RedNote (Xiaohongshu) content, including keyword search and note retrieva…
191097active
paean-ai/deeptide
DeepTide is an AI coding agent tuned for DeepSeek models, shipped as a Swift-native macOS app plus cross-platform terminal CLIs (TypeScript…
581096active
ChesterRa/cccc
CCCC is a Python-based multi-agent orchestrator that coordinates coding agents (Claude Code, Codex CLI, ChatGPT Web, Gemini CLI, and 13+ ot…
811094active
TencentCloudBase/CloudBase-AI-Toolkit
CloudBase AI Toolkit is Tencent Cloud's integration layer connecting AI coding tools (Cursor, Claude Code, Codex, etc.) to the CloudBase ba…
821090active
yeahhe365/Gemini-Nexus
Gemini Nexus is a Chrome extension (Manifest V3) that adds an AI assistant layer to the browser, integrating Gemini Web, the Gemini API, an…
831088active
xuzhougeng/wisp-science
Wisp Science is an open-source, local-first desktop AI research workbench that combines an LLM agent with persistent Python/R kernels, MCP-…
811087active
spring-ai-alibaba/Lynxe
Lynxe (formerly JManus) is a Java-based, code-free 'Prompt Programming' studio implementing a Manus-style multi-agent system with high exec…
761077active
jae-jae/fetcher-mcp
A Model Context Protocol (MCP) server that fetches web page content using a Playwright headless browser, executing JavaScript to handle dyn…
481076active
lee-to/ai-factory
AI Factory is an npm-distributed CLI that bootstraps an AI-powered development environment in any project, installing skills, configuring M…
821074active
jjsantos01/qgis_mcp
A Model Context Protocol integration that lets LLMs like Claude control QGIS Desktop via a socket-based QGIS plugin and an MCP server. It s…
401072active
irinabuht12-oss/google-meta-ads-ga4-mcp
A unified MCP (Model Context Protocol) server exposing 250+ tools for managing Google Ads, Meta (Facebook/Instagram) Ads, and Google Analyt…
481069active
Taxuspt/garmin_mcp
A Model Context Protocol (MCP) server that connects to Garmin Connect and exposes fitness and health data (activities, sleep, heart rate, t…
691065active
openops-cloud/openops
OpenOps is an open-source, no-code FinOps automation platform that helps organizations reduce cloud costs through customizable workflows fo…
821064active
whchien/ai-trader
A config-driven backtesting framework for algorithmic trading built on Backtrader, with 20+ built-in strategies and multi-market support (U…
671062active
Wenyan
Wenyan MCP Server is a Model Context Protocol server that lets AI clients like Claude Desktop format Markdown articles and publish them dir…
731060active
open-webui/openapi-servers
A collection of reference OpenAPI Tool Server implementations that expose external tools and data sources to LLM agents over standard REST …
391059active
ufy2024/AuC
AuC (Agents-ufy-Core) is a Python single-agent framework built on asyncio with a pluggable ReAct reasoning loop, LLM adapters, tiered tool …
561058active
petalframework/petal_components
Petal Components is an MIT-licensed library of shadcn-style HEEx UI components (buttons, modals, tables, forms, sidebars, chat) for Phoenix…
941052active
cisco-ai-defense/mcp-scanner
MCP Scanner is a Python tool and SDK from Cisco AI Defense that scans Model Context Protocol (MCP) servers, tools, prompts, and resources f…
831051active
sunnisis/ixrail
ixrail AgentPay is a VS Code extension that gives local AI agents a wallet, spending policy, authenticated broker, x402 payment flow, and s…
671049active
tmwgsicp/wechat-download-api
An open-source API service for fetching WeChat official account articles, generating standard RSS 2.0 feeds, and exporting entire account a…
771043active
lahfir/agent-desktop
A native Rust CLI that lets AI agents control desktop applications through OS accessibility trees, returning structured JSON with determini…
821034active
kunal12203/GrapeRoot
GrapeRoot is an open-source context engine and MCP server that builds a semantic graph of a codebase (files, symbols, imports, call chains)…
731033active
langchain-ai/mcpdoc
An MCP server that exposes llms.txt documentation indexes to IDEs and AI coding apps like Cursor, Windsurf, and Claude Code. It provides a …
661031active
chatmcp/mcp-server-chatsum
An MCP server that queries and summarizes chat messages stored in a local chat database, exposed as a tool for MCP-compatible clients like …
211029active
modelcontextprotocol/use-mcp
use-mcp is a lightweight React hook library for connecting browser-based AI applications to Model Context Protocol (MCP) servers. It handle…
101028active
AlexWan/OsEngine
OsEngine is an open-source algorithmic trading platform written in C# that bundles a robot-creation layer, historical data downloader (OsDa…
851022active
microsoft/skills-for-fabric
A collection of reusable AI assistant skills and MCP systems from Microsoft for working with Microsoft Fabric workloads, APIs, and Power BI…
821022active
melandlabs/openloomi
OpenLoomi is an open-source desktop AI coworker ('Attention Agent') that connects your work tools (Slack, Gmail, Telegram, WhatsApp, etc.),…
821020active
wangziqi06/724-office
A self-evolving, production-running AI agent system written in ~10,000 lines of pure Python with no agent frameworks, featuring 36 tools, M…
571020active
chAng-L19/codex-redteam-mode
An opt-in red-team mode plugin for OpenAI Codex App and Codex CLI that compiles offensive-security objectives into GoalContracts and execut…
801016active
ArcadeAI/arcade-mcp
Arcade MCP is an open-source Python framework for building Model Context Protocol (MCP) servers and the tools that run inside them, with a …
691016active
negokaz/excel-mcp-server
A Model Context Protocol (MCP) server that lets LLM clients read and write Microsoft Excel files (xlsx, xlsm, xltx, xltm). It exposes tools…
361016active
iosifache/annas-mcp
A Go-based MCP server and CLI tool for searching and downloading books and articles from Anna's Archive, with optional automatic selection …
731008active
themanojdesai/python-a2a
Python A2A is a Python library implementing Google's Agent-to-Agent (A2A) protocol with Model Context Protocol (MCP) integration. It enable…
371008active
johnhuang316/code-index-mcp
A Model Context Protocol (MCP) server that indexes, searches, and analyzes code repositories so LLM-based assistants can navigate codebases…
831005active
jingcheng-chen/rhinomcp
RhinoMCP is a plugin and MCP server that connects Rhino 3D (and Grasshopper) to AI agents like Claude and Cursor via the Model Context Prot…
811005active
cyberagiinc/DevDocs
DevDocs is a free, private, UI-based MCP server that crawls and extracts technical documentation (using Crawl4AI and Playwright) and expose…
502106maintenance
NitroRCr/AIaW
AIaW (AI as Workspace) is a full-featured, lightweight AI chat client supporting multiple LLM providers (OpenAI, Anthropic, Google, DeepSee…
731833maintenance
ezyang/codemcp
codemcp is an MCP server that turns Claude Desktop into a pair programming assistant that can directly edit files, run tests, and implement…
361608maintenance
mnemox-ai/tradememory-protocol
TradeMemory Protocol is an MCP server providing persistent memory and a tamper-evident decision audit trail for AI trading agents, with out…
801412maintenance
obot-platform/nanobot
Nanobot is a standalone, open-source MCP host written in Go that combines MCP servers with an LLM to build agent experiences, configurable …
811338maintenance
mozilla-ai/any-agent
any-agent is a Python library providing a single unified interface for building, serving, and evaluating AI agents across multiple agent fr…
711197maintenance
MiguelsPizza/WebMCP
WebMCP (MCP-B) is a protocol and TypeScript SDK that exposes JavaScript functions in web pages to LLMs as MCP tools, via a Chrome extension…
411090maintenance
flopperam/unreal-engine-mcp
An MCP (Model Context Protocol) server and Unreal Engine plugin that lets AI agents control a live Unreal Editor through natural language, …
581073maintenance
thunderbird/thunderbolt
Thunderbolt is an open-source, cross-platform AI client from Thunderbird that lets users connect any OpenAI-compatible model or ACP-compati…
804767experimental
KnockOutEZ/wigolo
wigolo is a local-first MCP server that gives AI coding agents web intelligence tools: search across 18 engines, fetch with anti-bot escala…
794694experimental
dagger/container-use
Container Use is an open-source MCP server and CLI tool that gives coding agents sandboxed containerized development environments, powered …
664021experimental
webmachinelearning/webmcp
WebMCP is a proposed web platform API (W3C Community Group specification) that lets web developers expose JavaScript functions or HTML form…
623290experimental
googleanalytics/google-analytics-mcp
A local MCP (Model Context Protocol) server that exposes Google Analytics Admin and Data APIs as tools for LLMs like Gemini. It lets AI ass…
823047experimental
CopilotKit/OpenBot
OpenBot is a self-hosted agent platform from CopilotKit where each AI agent ('coworker') gets its own computer environment—a browser, files…
793019experimental
b-nnett/grok-bot-0.18-reconstructed
An unofficial, source-oriented reconstruction of the Grok Bot 0.18.0 macOS Electron app, with readable TypeScript implementations of its ru…
572974experimental
Einsia/OpenChronicle
OpenChronicle is a local-first, open-source memory layer for tool-capable LLM agents, running on macOS. It captures structured context from…
502670experimental
shepherd-agents/shepherd
Shepherd is a Python runtime substrate that records LLM agent executions as reversible, Git-like traces so meta-agents can inspect, fork, r…
762376experimental
chongdashu/unreal-mcp
An Unreal Engine 5 plugin plus a Python MCP server that lets AI assistant clients like Cursor, Windsurf, and Claude Desktop control Unreal …
272065experimental
google/ax
AX (Agent Executor) is a distributed agent runtime from Google that provisions isolated, suspendable/resumable environments to execute AI a…
801970experimental
lorryjovens-hub/claude-code-rust
A Tauri 2.0 desktop application (Rust backend, React 19 frontend) that wraps multiple LLM providers like Anthropic, OpenAI, and DeepSeek in…
531666experimental
Emanuele-web04/synara
Synara is a local-first desktop application that serves as a workspace and control plane for coding-agent runtimes like Claude Code, Codex,…
771599experimental
punkpeye/mcp-remote
A Node.js CLI proxy that lets MCP clients which only support local stdio servers connect to remote MCP servers over HTTP/SSE, including OAu…
871562experimental
chmod777john/swarm-ide
Swarm-IDE is a self-hosted IDE for orchestrating self-organizing agent swarms, where agents dynamically create sub-agents and communicate v…
471500experimental
justrach/codedb
codedb is a Zig-based code intelligence server that indexes a codebase once and serves structural queries (symbols, outlines, trigram searc…
781367experimental
pacifio/atlas
Atlas is a native macOS workspace and source-control layer for coding agents, linking every commit to the agent session, prompts, tool call…
811306experimental
mozilla-ai/cq
cq is an open standard and tooling for shared agent learning: AI coding agents persist, share, and query structured knowledge units so they…
761258experimental
cinderline/northcinder
NorthCinder is a self-hosted MCP server that acts as a buyer-side shopping agent, comparing products across user-chosen sources and explain…
791214experimental
microsoft/powerbi-modeling-mcp
A local MCP server from Microsoft that exposes Power BI semantic modeling capabilities to AI agents, enabling natural-language creation and…
621127experimental
RooCodeInc/Roo-Code
Roo Code is a VS Code extension that provides a team of AI coding agents inside the editor, with modes for coding, architecture planning, d…
1024324abandoned
transitive-bullshit/agentic
Agentic is a marketplace and hosted MCP gateway that turns any MCP server or OpenAPI service into a paid, production-ready MCP product with…
1018116abandoned
langchain-ai/open-agent-platform
Open Agent Platform is an open-source, no-code web platform for building, configuring, and managing LangGraph agents with RAG integration, …
101901abandoned
mark3labs/mcphost
MCPHost is a Go CLI host application that lets LLMs (Claude, OpenAI, Gemini, Ollama, and OpenAI-compatible endpoints) interact with externa…
101597abandoned
elevenlabs/elevenlabs-mcp
The official ElevenLabs Model Context Protocol (MCP) server, exposing ElevenLabs text-to-speech, speech-to-text, voice design, and conversa…
101532abandoned
withoneai/pica
Pica Community Edition is the open-source version of Pica, an agentic tooling platform that connects AI agents to hundreds of third-party a…
701486abandoned
regenrek/deepwiki-mcp
An unofficial MCP server that fetches deepwiki.com documentation, crawls its pages, converts them to Markdown, and serves them to MCP-compa…
521383abandoned
icebird1998/drawio-scientific-illustrator
A Codex plugin with MCP servers that lets an AI agent draw scientific figures live inside the visible draw.io desktop canvas, editing shape…
641373abandoned
cfrs2005/claude-init
A Chinese-localized project initialization toolkit for Claude Code that sets up an AI coding environment with MCP servers, agents, skills, …
611366abandoned
aki66938/xhs-toolkit
A Python MCP toolkit for Xiaohongshu (RED) creators that lets AI clients like Claude Desktop publish image/video notes, manage login cookie…
601332abandoned
refreshdotdev/web-eval-agent
An MCP server that launches a browser-use powered agent to autonomously test and debug web applications from within AI code editors like Cu…
101240abandoned
Azure/azure-mcp
The Azure MCP Server, a Model Context Protocol server that exposes Azure services and resources to AI agents. The repository has been archi…
101223abandoned
ykdojo/kaguya
Kaguya is a ChatGPT plugin that lets ChatGPT read, edit, and manage local files in a sandboxed directory and execute Python, JavaScript, an…
291195abandoned
OpenClaw
OpenClaw is a self-hosted personal AI assistant that runs on your own devices and connects LLM models, tools, and messaging channels throug…
78387718active
n8n
n8n is a fair-code workflow automation platform with native AI capabilities, combining a visual canvas with custom JavaScript/Python code. …
95202527active
microsoft/vscode
Visual Studio Code (Code - OSS) is Microsoft's open-source, Electron-based code editor combining editing, navigation, debugging, and a rich…
95189630stable
Firecrawl
Firecrawl is an open-source web scraping and crawling API that turns websites into clean Markdown, structured JSON, screenshots, and other …
88172809active
langflow-ai/langflow
Langflow is an open-source, Python-based visual builder for creating, testing, and deploying AI agents and workflows. It provides a drag-an…
98153719stable
Dify
Dify is an open-source LLM application development platform for building agentic workflows and RAG pipelines in a collaborative visual work…
93153595active
Open WebUI
Open WebUI is a self-hosted, extensible web interface for interacting with large language models, supporting Ollama, OpenAI-compatible APIs…
90150036active
Graphify-Labs/graphify
Graphify is an open-source (Apache 2.0) Python CLI and /graphify skill that turns a codebase—including docs, SQL schemas, configs, and PDFs…
77111080active
Browser Use
Browser Use is a Python library that lets LLM-powered AI agents control a web browser like a human — opening pages, clicking, typing, and f…
84110969active
Angular
Angular is a TypeScript-based web development platform and framework maintained by Google for building scalable mobile and desktop web appl…
95101001stable
microsoft/playwright
Playwright is a framework for web testing and browser automation that drives Chromium, Firefox, and WebKit through a single API, available …
9895186stable
odysseus-dev/odysseus
Odysseus is a self-hosted, privacy-first AI workspace that combines chat, autonomous agents, tools/MCP integration, model serving, and deep…
5886318active
koala73/worldmonitor
World Monitor is an open-source, real-time global intelligence dashboard that aggregates news, markets, military, maritime, aviation, infra…
7384360active
LobeHub
LobeHub is an open-source AI chat and agent platform that lets users build, host, and orchestrate a team of AI agents operating around the …
9282022active
bytedance/deer-flow
DeerFlow is an open-source SuperAgent harness from ByteDance that orchestrates a lead agent with sub-agents, memory, tools, skills, and Doc…
7280958active
netdata/netdata
Netdata is an open-source, real-time infrastructure monitoring and observability platform with a lightweight agent that collects per-second…
9880307stable
D4Vinci/Scrapling
Scrapling is an adaptive Python web scraping framework that handles everything from single requests to full-scale concurrent crawls. It fea…
8976660active
Panniantong/Agent-Reach
Agent Reach is a Python CLI and MCP tool that gives AI agents the ability to read and search across platforms like Twitter, Reddit, YouTube…
7875643active
OpenBB-finance/OpenBB
OpenBB's Open Data Platform (ODP) is an open-source Python toolset that integrates proprietary, licensed, and public financial data sources…
9172337active

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