MCP servers · by job

Agent orchestration MCP servers

171 MCP servers that coordinate several agents, gateways and agent-to-agent protocols. 35 are SAFE, 35 CAUTION and 101 BLOCK. Ranked by trust score; each card opens the full audit.

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ModelsAtlas. “Agent orchestration MCP servers”. Retrieved 28 Oct 2026. https://modelsatlas.com/mcp/topic/agents

Verdicts · 171 servers

✓SAFE35!CAUTION35✕BLOCK101

Transports

A server can list more than one transport.

Tool risk

46

servers expose at least one destructive tool: delete, overwrite or run. The median server with a readable tool list exposes 12 tools.

Servers with no destructive tools →

171 agent orchestration servers

1–24 of 171 · ranked by trust score, then stars

Eino

cloudwego/eino

!CAUTION B

The ultimate LLM/AI application development framework in Go.

★ 13,1031 write

Minima

dmayboroda/minima

✓SAFE B

On-premises conversational RAG with configurable containers

★ 1,0491 readstdio

LangChain.js MCP Adapters

langchain-ai/langchainjs-mcp-adapters

✓SAFE B

** THIS REPO HAS MOVED TO https://github.com/langchain-ai/langchainjs/tree/main/libs/langchain-mcp-adapters ** Adapters for integrating Model Context Protocol (MCP) tools with LangChain.js applications, supporting both stdio and SSE transports.

★ 2481 writesse

Toolbox Langchain SDK

googleapis/mcp-toolbox-sdk-python

✓SAFE B

Python SDK for interacting with the MCP Toolbox for Databases.

★ 1921 read

Mcp-Use

mcp-use/mcp-use-ts

✓SAFE B

mcp-use is the framework for MCP with the best DX - Build AI agents, create MCP servers with UI widgets, and debug with built-in inspector. Includes client SDK, server SDK, React hooks, and powerful dev tools.

★ 1711 writestreamable-http

Claude IPC

jdez427/claude-ipc-mcp

✓SAFE B

AI-to-AI communication protocol for Claude, Gemini, and other AI assistants

★ 1333 writestdio

AWS Cost Explorer

aarora79/aws-cost-explorer-mcp-server

✓SAFE B

MCP server for understanding AWS spend

★ 1263 read

LangGraph AI

piyushagni5/langgraph-ai

!CAUTION B

A comprehensive collection of LangGraph implementations, tutorials, and advanced AI workflows covering Agentic RAG systems, MCP (Model Context Protocol) development, and practical AI application patterns.

★ 1134 writestdio

Github Project Manager

kunwarvivek/mcp-github-project-manager

!CAUTION B

MCP server for AI-powered GitHub project management — 20 tools, 169 actions, agent swarm orchestration, GitHub Actions/Releases/Branches, MCP Resources & Prompts, PRD-to-issues pipeline

★ 10117 destructive

AgentAnycast

agentanycast/agentanycast

✓SAFE B

Connect AI agents across any network — zero config, encrypted, skill-based routing

★ 782 read

MCP Toolbox SDKs for JS

googleapis/mcp-toolbox-sdk-js

✓SAFE B

Javascript SDK for interacting with the MCP Toolbox for Databases.

★ 772 write

claude-taskflow

heggria/taskflow

✓SAFE B

DAG runtime for coding-agent workflows with verification, resume, replay, and effect checks.

★ 761 destructive

Taskflow

heggria/taskflow

✓SAFE B

DAG runtime for coding-agent workflows with verification, resume, replay, and effect checks.

★ 761 destructive

Oh My Codex

staticpayload/oh-my-codex

✓SAFE B

oh-my-codex (omx) — Orchestration layer for OpenAI Codex CLI. Async Claude Code delegation (no timeouts), structured workflows (autopilot, TDD, code review, planning), persistent state & memory. Like oh-my-zsh but for Codex.

★ 741 destructivestdio

Nutrient DWS

pspdfkit/nutrient-dws-mcp-server

✓SAFE B

A Model Context Protocol (MCP) server implementation that integrates with the Nutrient Document Web Service (DWS) Processor API, providing powerful PDF processing capabilities for AI assistants.

★ 711 writestdio

Join Cloud

kushneryk/join.cloud

✓SAFE B

Join.cloud lets AI agents work together in real-time rooms. Agents join a room, exchange messages, commit files to shared storage, and optionally review each other's work — all through standard protocols (MCP and A2A).

★ 653 writestdio

Agentloop

luckeyfaraday/athena-loops

✓SAFE B

MIT-licensed, backend-agnostic AI agent orchestration loop in Python: orchestrator→worker→reviewer as a deterministic harness. Drive coding-agent backends through an MCP server + CLI.

★ 605 write

Local Memory

beledarian/mcp-local-memory

!CAUTION B

A lightweight, powerful local memory server for AI agents supporting text, entities, and relations. Enables persistent codebase understanding and user preference management.

★ 595 destructivesse

MCP Playground

elkhn/mcp-playground

✓SAFE B

A Streamlit-based chat app for LLMs with plug-and-play tool support via Model Context Protocol (MCP), powered by LangChain, LangGraph, and Docker.

★ 464 readsse

Crypto Claude Desk

hugoguerrap/crypto-claude-desk

✓SAFE B

Multi-agent cryptocurrency intelligence system built with Claude Code. 6 AI agents, 66 MCP tools, Agent Teams, zero orchestration code.

★ 344 write

Kestra Python Server

kestra-io/mcp-server-python

✓SAFE B

Python MCP Server for Kestra — you can use it as a tool in Kestra's AI Agents

★ 331 destructivestdio

Agent Board

quentintou/agent-board

✓SAFE B

Open-source multi-agent task board for OpenClaw. Kanban + DAG dependencies + MCP server + auto-retry + audit trail. Built for autonomous AI agent teams.

★ 292 destructivestdio

AutoGen SSE Stdio

sam-92/mcp_autogen_sse_stdio

✓SAFE B

This repository demonstrates how to use AutoGen to integrate local and remote MCP (Model Context Protocol) servers. It showcases a local math tool (math_server.py) using Stdio and a remote Apify tool (RAG Web Browser Actor) via SSE for tasks like arithmetic and web browsing.

★ 291 writestdio

Langchain Mcp Tools Ts

hideya/langchain-mcp-tools-ts

!CAUTION B

MCP to LangChain Tools Conversion Utility / TypeScript

★ 248 readsse

Other jobs

By risk

Questions

How do you decide which servers are agent orchestration servers?
By the categories each server's own repository declares, mapped onto this job by a hand-kept table. A server can belong to more than one job, and one whose repository declares no matching category is not listed here.
Which agent orchestration MCP servers rank highest on trust?
Eino (cloudwego/eino), Minima (dmayboroda/minima) and LangChain.js MCP Adapters (langchain-ai/langchainjs-mcp-adapters), by trust score and then stars. Ranking never uses popularity to change a verdict.
How many agent orchestration servers only read?
45 of the 171 declare tools that all only read; 46 expose at least one destructive tool.

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