MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
-
Multi Agent Weather MCP Server, understands natural language and outputs touring advice based on weather data.
-
MCP-based multi-agent dispatch hub for Claude Code — parallel worker orchestration with git worktree isolation
MIT -
A Model Context Protocol server for structured multi-agent debates
npm MIT -
Architecting a Secure, Multi-Agent GenAI Support System
-
Multi-agent LLM research platform: parallel data agents, synthesis agents, deterministic guardrails, MCP server
MIT ★ 1 -
Multi-Agent-Mcpgithub.com/R-Mabasha/Multi-Agent-Mcpupdated this year
A Model-Agnostic, Git-Sandboxed Multi-Agent Nexus MCP Server.
MIT ★ 3 -
Multi-agent LLM system for clinical diagnostic reasoning, with structured agent debate and clinical risk-score checks.
-
IDE-Multi-Agent-Protocolgithub.com/anyun-hy/IDE-Multi-Agent-Protocolupdated this year
Zero-Dependency, Fully Local IDE Multi-Agent Framework via Token Handoff.
-
Model Context Protocol Server agent debates
MIT ★ 17 -
Multi-Agent-ADKgithub.com/TrongNV2003/Multi-Agent-ADKupdated this year
A multi-agent e-commerce system built with Google ADK and MCP. Features microservice architecture with A2A protocol communication, enabling customer consultation, real-time inventory lookup, and automated order processing.
★ 1 -
Persistent multi-path memory for AI agents — vector + BM25 keyword + entity graph search with RRF fusion, credential scrubbing, auto-consolidation, multi-backend storage (Qdrant + SQLite/Postgres)
npm MIT -
Hospitality-Multi-agent-Architecturegithub.com/IvandeMurard/Hospitality-Multi-agent-Architectureactive
Multi-agent AI system for hotel operations: F&B forecasting, guest memory, environmental risk. MCP-native, FastAPI, WhatsApp delivery, evals as CI merge gates.
MIT ★ 1 -
Local MCP server for custom AI agents, persistent jobs, reviewed workflows, protected project combos, and individual model testing across OpenAI-compatible backends.
MIT -
A LangGraph multi-agent system where 4 AI agents autonomously research any topic, extract insights, write a report, and self-review with a conditional revision loop — powered by Groq (LLaMA 3.3 70B), FastAPI, React, and Supabase.
★ 3 -
An intelligent multi-agent AI travel planning system that automates end-to-end trip creation. Powered by collaborative LLM agents, it synthesizes personalized itineraries, researches local attractions, estimates budgets, and optimizes schedules seamlessly. Designed to deliver efficient, tailormade travel plans via agentic workflows.
GPL-3.0 -
Multi agent report generator that generates comprehensive reports from arxiv papers and web search results using tools exposed through MCP server. Agents have their own identities for better security, observability and restricted access controll.
-
krishimitra-multi-agentgithub.com/HARIHARANS24/krishimitra-multi-agentupdated this year
🌾 Multi-Agent AI Farmer Advisory System built with Google ADK, MCP Servers, Streamlit, and Gemini for intelligent crop, weather, pest, fertilizer, market, and government scheme recommendations.
MIT -
Local SQLite memory for AI agents through MCP. Includes text search, bounded graph recall, and examples for hosted and local models.
MIT -
Multi-Agent-AI-Trip-Planner-using-MCPgithub.com/Sahil1909-hub/Multi-Agent-AI-Trip-Planner-using-MCPupdated this year
Developed a Dockerized **Multi-Agent AI Travel Planner** using **Python, FastAPI, and the Model Context Protocol (MCP)**. Integrated **AviationStack**, **OpenWeather**, and **Tavily APIs** to provide real-time flight information, weather forecasts, and AI-powered travel research through a collaborative multi-agent architecture.
-
Multi_Agent_Python_Code_Auditorgithub.com/spranavk-03/Multi_Agent_Python_Code_Auditorupdated this year
Multi-Agent AI Code Auditor is a Python-based code review system that uses AST parsing, Bandit, Radon, and LLM-based agents to analyze code for security, quality, and complexity. The findings are summarized into a final report, saved as JSON, and benchmarked across multiple Python programs.
★ 1 -
Voyagent is an AI travel planner powered by a LangGraph multi-agent pipeline — flight, hotel, itinerary, and report agents — that turns a plain-language trip request into a complete plan. It uses AviationStack for flights, Tavily for hotels, and Groq's Llama for itinerary generation, built on FastAPI with Postgres-backed conversation memory
★ 1 -
multi-agent-brokergithub.com/marsyanggo/multi-agent-brokerupdated this year
Make LLMs from different vendors collaborate as one team. Capability-based task routing across Claude / GPT / Gemini / Ollama. Lead dispatches → broker filter-broadcasts → workers (any LLM, any host) pick up matching tasks. Single-vendor stacks already have subagents — this is for when the right tool for the job lives in another vendor's stack.
NOASSERTION -
One MCP server for AI-written ladder logic in 9 PLC tools: Mitsubishi GX Works2, Siemens TIA Portal, Omron CX-Programmer and Sysmac Studio, CODESYS, Schneider Machine Expert - Basic, Delta WPLSoft, Outseal Studio and Haiwell Happy
Apache-2.0 ★ 16 -
secure-rag-multi-agentgithub.com/ssdeanx/secure-rag-multi-agentupdated this year
Secure Retrieval-Augmented Generation (RAG) with role-based access control using Mastra AI orchestration, with JWT Secure, also Deep Research built with Cedar & Next.js. Gemini, OpenAI, Openrouter, & Gemini CLI usable. Also exposes tools, agents as MCP Server Also A2A Agent Cards
NOASSERTION ★ 19 -
Cross-vendor multi-model review committee that gates AI/agent-generated content before it ships — consensus-based hallucination defense. Zero dependencies, local-first CLI, MCP server, CI gate exit codes.
GPL-3.0 ★ 1 -
Give your AI coding agent superpowers — parallel multi-model queries, smart routing, and image/video generation across OpenAI (GPT-6, GPT-5.6, GPT Image 2), Gemini (Nano Banana, Veo), DeepSeek, Kimi and any OpenAI-compatible endpoint. Works with Claude Co
npm MIT -
playwright-mcp-parallelgithub.com/martin-lzh/playwright-mcp-parallelupdated this year
Modded Playwright MCP server with parallel browser instance isolation for multi-agent workflows
Apache-2.0 -
Multi-agent AI system built with LangGraph, LangChain, Groq, and MCP for automated research, analysis, content generation, and iterative quality review.
-
TypeScript SDK and MCP server for private encrypted agent-to-agent messaging, multi-agent coordination, delegation, inbox workflows, rewards, and COTI onboarding.
npm Apache-2.0 -
@markusvankempen/slack-wxo-mcp-gatewaygithub.com/markusvankempen/slack-wxo-mcp-gatewayupdated this year
Lifts watsonx Orchestrate Slack limits: every-message wake-up (beyond byo_slack @mention/DM), multi-channel→multi-agent routing, clean gateway_thread replies, streamable-http /mcp for WxO + Cursor/VS Code/Bob/Antigravity/LangGraph. By Markus van Kempen —
npm Apache-2.0 -
agentrelay-protocolgithub.com/mnemox-ai/agentrelayupdated this year
Agent Relay — multi-agent coordination layer
pypi Apache-2.0 -
ai-agentic-erp-buildergithub.com/phong28zk/ai-agentic-erp-builderupdated this year
Multi-tenant AI Orchestrator platform for SMEs — domain agents (Finance, HR, Sales, Supply, Compliance), multi-channel I/O, RLS-isolated Postgres, pluggable ERP connectors. Architecture showcase.
NOASSERTION -
agent-session-readergithub.com/pro-target/ai-rupdated this year
Multi-agent session reader (Claude, Codex, OpenCode, Antigravity, Pi) with MCP server
pypi MIT -
huddlegithub.com/itsHabib/huddleupdated this year
Slack-backed coordination rooms for multi-agent sessions
MIT ★ 1 -
agents-task-assigningupdated this year
MCP Server for multi-agent task assignment and coordination
npm MIT -
agent-coordination-mcp-servergithub.com/aiagentkarl/agent-coordination-mcp-serverupdated this year
Slack for AI agents — rooms, messaging and context sharing for multi-agent coordination
pypi MIT -
Autonomous Multi-Agent Travel Planning System
-
Embedded MQTT broker + MCP server for multi-agent coordination
npm MIT -
Multi-agent coordination MCP server for CLI coding tools
MIT -
Lightweight read-only multi-agent council for coding CLIs
MIT -
Token-efficient multi-agent task dispatcher & self-scaling orchestrator for Antigravity (AGY)
MIT -
turing-tankgithub.com/praevalis/turing-tankupdated this year
Adversarial multi-agent investment simulator paying technical homage to Shark Tank.
-
Caura (formerly MemClaw) — governed shared memory for AI agent fleets. Multi-agent, multi-tenant, MCP-native. Trust tiers, keystone policies, audit trails, knowledge graph, self-improving retrieval. Apache 2.0.
Apache-2.0 ★ 559 -
MCP-compatible message bus for multi-agent systems — framework-agnostic inter-agent communication
MIT -
Claude Research-style MCP server implementing Anthropic's multi-agent research methodology
MIT ★ 2 -
The most complete open-source, self-hosted Agentic Trading OS—AI research, Python strategies, factor discovery, backtesting, optimization, paper/live multi-asset execution, risk controls, monitoring, MCP, and multi-tenant SaaS in one auditable stack.
Apache-2.0 ★ 13,771 -
rainforest-labgithub.com/KrakenP/rainforest-labupdated this year
Honest multi-agent research framework — skill, Python engine, MCP product.
MIT -
Universal Multi-Agent Mesh State Blackboard & Conflict Deconfliction Engine. Coordinates shared multi-agent state spaces, detects concurrent mutation race conditions, executes vector clock synchronization, and resolves conflicting decisions using consensus arbitration.
-
cerberusgithub.com/sreearunnishwar/cerberusupdated this year
Autonomous multi-agent security auditing platform with runtime exploit verification.
MIT -
agent-bridge-mcpgithub.com/j-newcom/agent-bridge-mcpupdated this year
MCP server enabling communication between Kiro and Amazon Quick — message passing, task handoffs, and multi-agent collaboration
MIT -
让 Claude Code / Codex 等主导智能体通过 MCP 调度 DeepSeek、GLM 等模型和命令行智能体的轻量中枢 | A lightweight MCP hub for multi-agent delegation
MIT -
ClarityOSgithub.com/RishiBuilds/ClarityOSupdated this year
an agentic tool that simplifies complex institutional texts to meet readability targets using a multi-agent feedback loop.
MIT ★ 1 -
agent-mesh-coregithub.com/jcbmrrs/agent-mesh-coreupdated this year
MCP coordination server for multi-agent (Claude Code, Codex, Ollama) task handoff, locking, and messaging over Tailscale
MIT -
agentwatchgithub.com/nicofains1/agentwatchupdated this year
Multi-agent observability: cascade failure detection, heartbeat monitoring, cross-agent tracing, and forensic replay
MIT ★ 1 -
Git-style version control for multi-agent shared memory — Provenance Firewall, confidence decay, and cascading rollback (MCP-compatible).
MIT ★ 1 -
irantigithub.com/nfemmanuel/irantiupdated this year
Memory infrastructure for multi-agent AI systems
npm AGPL-3.0-or-later -
KGFlowgithub.com/Dying-Ember/KGFlowupdated this year
Knowledge Graph Assisted Development Workflow — Neo4j-based code analysis toolkit with multi-agent orchestration
MIT -
forge-thinkgithub.com/halflifezyf2680/forge-thinkupdated this year
Structured multi-step orchestration for MCP agents: adversarial lenses, reusable SOP workflows, and persistent traces.
MIT ★ 3 -
fleet-memgithub.com/sam-ent/fleet-memupdated this year
Shared code intelligence for agent fleets — AST-aware semantic search + multi-agent memory with git-concurrent coordination
pypi AGPL-3.0 -
MCP server implementing Anthropic's multi-agent research architecture — parallel subagents, adaptive stopping, citations. On npm.
MIT