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
getsentry/XcodeBuildMCP
XcodeBuildMCP is a Model Context Protocol (MCP) server and CLI that exposes up to 82 tools for building, testing, debugging, and deploying …
846289active
ThinkInAIXYZ/deepchat
DeepChat is an open-source, local-first AI agent desktop client built with Electron that connects to multiple LLM providers like OpenAI, Cl…
866288active
KunAgent/Kun
Kun is a local-first AI agent workspace that lets AI plan, execute, verify, and deliver real work in coding, writing, design, research, and…
806255active
nlweb-ai/NLWeb
NLWeb is an open protocol and Python reference implementation for adding natural language conversational interfaces to websites, leveraging…
636250active
Sylinko/Everywhere
Everywhere is a cross-platform desktop AI assistant with on-screen awareness that reads the context of whatever app you're using via access…
836249active
lharries/whatsapp-mcp
A Model Context Protocol (MCP) server that connects an LLM agent like Claude Desktop or Cursor to a personal WhatsApp account via the Whats…
246196active
Gentleman-Programming/engram
Engram is a persistent memory system for AI coding agents, shipped as a single agent-agnostic Go binary backed by SQLite with FTS5 full-tex…
766184active
epiral/bb-browser
bb-browser is a TypeScript CLI and MCP server that lets AI agents control your real Chrome browser using your existing login state, exposin…
706128active
mobile-next/mobile-mcp
An open-source Model Context Protocol (MCP) server that lets AI agents and LLMs control iOS and Android devices—emulators, simulators, and …
866033active
Ed1s0nZ/CyberStrikeAI
CyberStrikeAI is a Go-based AI-native cybersecurity platform that combines LLM-powered agents, MCP-native tools, RAG knowledge bases, and v…
795991active
Gentleman-Programming/gentle-ai
Gentle-AI is a Go CLI tool that configures and enhances AI coding agents you already have installed (like Claude Code, OpenCode, or Cursor)…
775964active
MinishLab/semble
Semble is a fast, CPU-only code search library built for coding agents, providing semantic and hybrid search over codebases with ~99% fewer…
805958active
jacob-bd/gemini-notebook-mcp-cli
A Python tool providing programmatic access to Google's Gemini Notebook (formerly NotebookLM) through a CLI and an MCP server. It lets user…
785946active
tradesdontlie/tradingview-mcp
An MCP bridge that connects Claude Code to a locally running TradingView Desktop app via Chrome DevTools Protocol, enabling AI-assisted cha…
575858active
ModelEngine-Group/nexent
Nexent is a zero-code, self-hosted platform for auto-generating production-grade AI agents from natural language prompts, built on Harness …
855839active
sooperset/mcp-atlassian
A Model Context Protocol (MCP) server that connects AI assistants like Claude Desktop and Cursor to Atlassian Jira and Confluence, supporti…
845797active
Klavis-AI/klavis
Klavis AI is an open-source MCP (Model Context Protocol) integration platform that lets AI agents connect to 100+ prebuilt tool integration…
655793active
agent-infra/sandbox
AIO Sandbox is an all-in-one Docker container environment for AI agents that bundles a browser (with VNC), shell terminal, filesystem, VSCo…
825790active
21st-dev/magic-mcp
Magic MCP is a legacy compatibility proxy package that forwards MCP requests to the unified 21st MCP server, which lets AI coding agents li…
635735active
Q00/ouroboros
Ouroboros is an 'Agent OS' that manages AI coding agent workflows through interview-gated requirement capture, staged evaluation, and a bud…
785687active
zhongerxin/Cowart
Cowart is a Codex plugin that provides a native infinite canvas widget built on tldraw for brainstorming, annotating images, and AI-driven …
585683active
ZSeven-W/openpencil
OpenPencil is an open-source, AI-native vector design application where users generate and edit UI designs on an infinite canvas via natura…
685673active
OpenBMB/UltraRAG
UltraRAG is a low-code Python framework from OpenBMB for building complex RAG pipelines using MCP servers and YAML-based orchestration with…
805672active
executeautomation/mcp-playwright
A Model Context Protocol (MCP) server that exposes Playwright browser automation to LLM clients like Claude Desktop, Cline, and Cursor IDE.…
475635active
zhukunpenglinyutong/jetbrains-cc-gui
A JetBrains IntelliJ IDEA plugin providing a visual GUI for Claude Code and OpenAI Codex AI coding assistants. It adds conversation, agent,…
835609active
iflytek/astron-rpa
AstronRPA is an open-source enterprise-grade Robotic Process Automation desktop application with a visual low-code/no-code designer for aut…
705540active
agentscope-ai/AgentTeams
AgentTeams is an open-source collaborative multi-agent runtime platform that orchestrates multiple Agent containers using a Manager-Workers…
815492active
cloudflare/agents
A TypeScript SDK for building persistent, stateful AI agents on Cloudflare Workers, powered by Durable Objects. Each agent gets durable ide…
835490active
Coding-Solo/godot-mcp
A Model Context Protocol (MCP) server that lets AI assistants interface with the Godot game engine. It provides tools for launching the God…
555377active
breaking-brake/cc-wf-studio
CC Workflow Studio is a VSCode extension (with companion CLI and MCP packages) for visually designing AI agent workflows on a canvas and ex…
765364active
aaddrick/claude-desktop-debian
An unofficial repackaging project that distributes Anthropic's official Claude Desktop Linux .deb as .rpm, AppImage, Nix flake, and AUR pac…
835361active
nanbingxyz/5ire
5ire is a cross-platform desktop AI assistant and MCP (Model Context Protocol) client that connects to major LLM providers like OpenAI, Ant…
815346active
oomol-lab/open-connector
OpenConnector is an open-source connector gateway that lets users authorize SaaS app accounts once and exposes 1,000+ providers and 10,000+…
805316active
FunnyWolf/Viper
VIPER is a self-hosted red teaming and adversary simulation platform with a web UI, 100+ post-exploitation modules covering MITRE ATT&CK, a…
855279active
Galaxy-Dawn/claude-scholar
A semi-automated research assistant framework that augments AI coding agents (Claude Code, Codex CLI, Kimi Code CLI, OpenCode) with workflo…
615216active
excalidraw/excalidraw-mcp
An MCP (Model Context Protocol) server that lets AI clients like Claude and ChatGPT generate and stream interactive hand-drawn Excalidraw d…
605183active
MCP-UI-Org/mcp-ui
mcp-ui is an SDK implementing the MCP Apps standard for delivering interactive UI over the Model Context Protocol. It provides client SDKs …
735108active
tech-leads-club/agent-skills
A curated, security-reviewed registry of skills (packaged instructions and resources) that extend AI coding agents like Claude Code, Cursor…
765080active
openclaw/Peekaboo
Peekaboo is a macOS CLI and menu-bar app that captures screenshots, inspects the accessibility tree, and automates native UI interactions l…
855061active
apify/apify-mcp-server
The Apify MCP Server exposes thousands of Apify Store scrapers, crawlers, and automation tools to AI agents via the Model Context Protocol,…
845059active
withcoral/coral
Coral is a local SQL query engine that exposes APIs, files, and live data sources as read-only tables you can query and join with standard …
814975active
openclaw/mcporter
MCPorter is a TypeScript runtime and CLI for discovering, inspecting, and calling Model Context Protocol (MCP) servers without boilerplate.…
834960active
SolaceLabs/solace-agent-mesh
Solace Agent Mesh is an open-source Python framework for building event-driven multi-agent AI systems where specialized agents collaborate …
824954active
campfirein/byterover-cli
ByteRover CLI (brv) is a TypeScript-based interactive REPL/TUI tool that gives AI coding agents a persistent, structured memory layer via a…
764948active
trailhq/Graft
Graft is an open-source context layer for large codebases that builds a deterministic code graph using tree-sitter AST parsing and exposes …
584948active
exa-labs/exa-mcp-server
An open-source MCP (Model Context Protocol) server that connects AI assistants and agents to Exa's web search, code search, content fetchin…
664926active
internet-court/internet-court-skill
An open Agent Skill / Claude Code plugin that acts as a trust layer for agent-to-agent commerce, combining natural-language mandates, ERC-7…
574900active
ag2ai/ag2
AG2 (formerly AutoGen) is an open-source Python framework for building AI agents and orchestrating multi-agent systems, supporting LLM inte…
844890active
aipotheosis-labs/aci
ACI.dev is an open-source tool-calling platform that connects 600+ SaaS tools to AI agents and agentic IDEs via direct function calling or …
624885active
akitaonrails/ai-memory
A Rust CLI and MCP server that provides long-term memory for AI coding agent CLIs like Claude Code, Codex, and Devin. It captures session c…
764845active
eastlondoner/vibe-tools
vibe-tools is a TypeScript CLI that gives AI coding agents like Cursor an 'AI team' of subagents and advanced skills such as browser automa…
384824active
54yyyu/zotero-mcp
A Model Context Protocol (MCP) server that connects a Zotero research library to AI assistants like Claude, ChatGPT, Cursor, and Cherry Stu…
874796active
WorldBrain/Memex
Memex is a browser extension (Chrome/Firefox) for curating, annotating, highlighting, tagging, and full-text searching web content and PDFs…
484715active
truefoundry/trueforge
TrueForge is an open-source agent harness that provides the runtime layer turning an LLM into a working agent, with MCP tools, skills, sand…
794552active
VRSEN/agency-swarm
Agency Swarm is a Python framework for building multi-agent AI applications on top of the OpenAI Agents SDK. It lets developers define spec…
924540active
phodal/auto-dev
AutoDev is an AI-native multi-agent coding development platform built on Kotlin Multiplatform, distributed as an IntelliJ IDEA plugin, VS C…
854535active
homeassistant-ai/ha-mcp
An unofficial Model Context Protocol (MCP) server that lets AI assistants like Claude Desktop, Claude.ai, and ChatGPT control Home Assistan…
804523active
NateBJones-Projects/OB1
Open Brain is a self-hosted personal memory infrastructure combining a vector-search database, an AI gateway, and an MCP server so any AI t…
594508active
benjitaylor/agentation
Agentation is a React component (npm package) that adds a floating toolbar to web apps, letting users click elements, select text, and anno…
544456active
embabel/embabel-agent
Embabel Agent is an agentic AI framework for the JVM, written in Kotlin with first-class Java and Spring Boot support. It provides typed, g…
864386active
jupyterlab/jupyter-ai
Jupyter AI is an open-source JupyterLab extension that connects agentic AI assistants to computational notebooks via the Agent Client Proto…
974382active
open-webui/mcpo
mcpo is a lightweight Python proxy that takes any MCP (Model Context Protocol) server command and exposes its tools as a standard OpenAPI-c…
704357active
MarkusPfundstein/mcp-obsidian
An MCP (Model Context Protocol) server that lets AI assistants like Claude interact with an Obsidian vault through the Local REST API commu…
654343active
antvis/mcp-server-chart
A Model Context Protocol (MCP) server, written in TypeScript, that exposes tools for generating 26+ chart types using the AntV visualizatio…
764341active
Spec Workflow
A Model Context Protocol (MCP) server that provides structured spec-driven development workflow tools for AI-assisted software development.…
584292active
atilaahmettaner/tradingview-mcp
An MCP server exposing TradingView market data, technical indicators, screeners, and backtesting as tools for AI assistants like Claude, Ch…
624234active
TabularisDB/tabularis
Tabularis is an open-source desktop SQL workspace client supporting PostgreSQL, MySQL/MariaDB, SQLite, and 15+ other databases like DuckDB,…
784216active
haris-musa/excel-mcp-server
A Model Context Protocol (MCP) server that lets AI agents create, read, and modify Excel workbooks without Microsoft Excel installed. It su…
704143active
CodeGraphContext/CodeGraphContext
CodeGraphContext (CGC) is an MCP server and CLI tool that indexes local codebases into a graph database, exposing code structure and relati…
844126active
cloudflare/mcp-server-cloudflare
A collection of Model Context Protocol (MCP) servers from Cloudflare that let MCP clients like Cursor or Claude manage Cloudflare services …
844117active
Waishnav/devspace
DevSpace is a self-hosted MCP server and CLI that gives ChatGPT or Claude Web a secure connection to your local machine so they can read, e…
804026active
IvanMurzak/Unity-MCP
A Unity plugin, MCP server, and CLI that lets AI agents (Claude, Cursor, Copilot, Gemini, Codex, etc.) build, edit, and playtest Unity game…
823989active
OpenBMB/PilotDeck
PilotDeck is an open-source, task-oriented AI agent productivity platform built around the concept of 'WorkSpace', developed by THUNLP, Mod…
803961active
microsoft/flint-chart
Flint is a visualization intermediate language and TypeScript library that compiles compact, human-editable chart specs into Vega-Lite, ECh…
803952active
yuruotong1/autoMate
autoMate is a self-hosted local automation assistant and MCP tool server that gives AI clients persistent notes, files, reminders, memory, …
863951active
parcadei/Continuous-Claude-v3
A framework that turns Claude Code into a persistent, multi-agent development environment with context management across sessions. It uses …
453930active
sourcebot-dev/sourcebot
Sourcebot is a self-hosted code search and code intelligence platform that indexes repos across GitHub, GitLab, Bitbucket, Azure DevOps, Ge…
853905active
midday-ai/packrun
packrun.dev is a web service and MCP server that scores, compares, and ranks npm packages across 50+ categories using live metrics like dow…
523836active
remorses/playwriter
Playwriter is a Chrome extension plus CLI/MCP tool that lets AI agents control your real, already-logged-in Chrome browser by executing Pla…
833818active
elementalsouls/Claude-BugHunter
A Claude Code skill bundle that turns Claude into a bug-hunting and red-team assistant, with 83 skills, 15 slash commands, and 681 disclose…
773801active
nageoffer/ragent
Ragent AI is a production-grade Java platform for building Agentic RAG applications, covering document ingestion, hybrid retrieval (vector,…
783779active
basicmachines-co/basic-memory
Basic Memory is an open-source, local-first MCP server that gives AI assistants persistent memory as a knowledge graph of plain Markdown fi…
843769active
Chevey339/kelivo
Kelivo is an open-source, cross-platform LLM chat client built with Flutter that runs on Android, iOS, HarmonyOS, Windows, macOS, and Linux…
843766active
springdoc/springdoc-openapi
springdoc-openapi is a Java library that automatically generates OpenAPI 3 API documentation for Spring Boot applications, with built-in Sw…
973737stable
openai/openai-agents-js
A lightweight, provider-agnostic TypeScript/JavaScript framework from OpenAI for building multi-agent LLM workflows, including text agents,…
813714active
Manavarya09/design-extract
designlang is an open-source CLI (npx designlang <url>) that uses a Playwright-driven headless browser to reverse-engineer any website's de…
763710active
loov/lensm
Lensm is a GUI tool for viewing Go assembly alongside source code, with support for C/C++/Rust binaries via symbol tables and DWARF debug i…
673690active
Deepractice/PromptX
PromptX is an AI Agent Context Platform built on the Model Context Protocol (MCP) that injects professional AI roles, a cognitive memory sy…
713688active
inkeep/open-knowledge
OpenKnowledge is an AI-native WYSIWYG markdown editor and knowledge base app for humans and LLM agents, available as a desktop app (macOS, …
763663active
yvgude/lean-ctx
LeanCTX is a local-first Rust binary that acts as a context engineering layer for AI coding agents, providing an MCP server, shell output c…
773656active
opensumi/core
OpenSumi is a TypeScript framework for building AI-native IDE products, supporting both Electron desktop and web-based (WebIDE) deployments…
793654active
langchain-ai/langchain-mcp-adapters
A lightweight Python library that adapts Anthropic Model Context Protocol (MCP) tools into LangChain/LangGraph-compatible tools. It provide…
863642active
microsoft/mcp
Microsoft's official catalog and monorepo of MCP (Model Context Protocol) server implementations, including Azure MCP and Microsoft Fabric …
863604active
kagent-dev/kagent
kagent is a Kubernetes-native framework for building, deploying, and managing AI agents as first-class Kubernetes resources via CRDs. It su…
833595active
laravel/boost
Laravel Boost is an official MCP (Model Context Protocol) server that gives AI coding agents like Claude Code and Cursor deep insight into …
813592active
bethington/ghidra-mcp
A Model Context Protocol (MCP) server and Ghidra plugin exposing 250+ tools that let AI agents drive Ghidra's reverse engineering capabilit…
833508active
swarmpit/swarmpit
Swarmpit is a lightweight, self-hosted web UI for managing Docker Swarm clusters, covering stacks, services, secrets, volumes, and networks…
813483active
tutti-os/tutti
Tutti is a local-first desktop workspace where multiple AI coding agents (Claude Code, Codex, Cursor, OpenCode) share one real-time context…
803451active
nowork-studio/notfair-plugin
An open-source collection of 45 marketing skills (SEO, GEO/AEO, paid media, analytics) packaged as a Claude Code plugin and MCP connector f…
593415active
bytebase/dbhub
DBHub is a minimal, token-efficient MCP server that lets AI clients like Claude, Cursor, and VS Code connect to and explore PostgreSQL, MyS…
863407active

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