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.
Cite
Cite this page
ModelsAtlas. “Agent orchestration MCP servers”. Retrieved 29 Oct 2026. https://modelsatlas.com/mcp/topic/agents/page/2
Verdicts · 171 servers
Transports
- stdio, runs locally104
- Streamable HTTP, remote81
- SSE, legacy remote31
- Not declared36
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
25–48 of 171 · ranked by trust score, then stars
@putervision/behavior-mcp
putervision/behavior-mcp
⚡ High-frequency (~60Hz) in-browser behavior tree execution engine for autonomous AI agents. Reactive priority interrupts, safety guardrails & deterministic action replay over MCP.
mcp-mindmesh
7ossamfarid/mcp-mindmesh
Claude 3.7 Swarm with Field Coherence: A Model Context Protocol (MCP) server that orchestrates multiple specialized Claude 3.7 Sonnet instances in a quantum-inspired swarm. It creates a field coherence effect across pattern recognition, information theory, and reasoning specialists to produce optima
tirith
eabz/tirith
The tower of guard for parallel coding agents. Keeps parallel coding agents from stepping on each other. Claims, contracts and change notices over MCP.
context-compression
herreravalenz6620/context-compression
Reduce token usage for JSON, CSV, and TSV files with deterministic compression that keeps data intact for AI agents.
AgentTrust — Identity & Trust for A2A Agents
agenttrust/mcp-server
MCP server for AgentTrust — A2A communication, agent identity, HITL escalation, and prompt injection detection
Tin Can
BrutalSystems/tincan
Peer messaging between live Claude Code, Codex and opencode sessions on one machine. One binary, run as an MCP server inside each.
mcp-ai-memory
ermermermermidk/mcp-ai-memory
🧠 Manage AI context seamlessly with the MCP server for storing and retrieving semantic memory across sessions. Enhance your AI's knowledge retention.
postgresql-mcp-js
s2mgtvodois2/postgresql-mcp-js
🔌 Simplify PostgreSQL interactions with a secure MCP server for LLMs, enabling efficient access to schemas, tables, and query execution.
agent-lab
ZekeVoigt/agent-lab
How do AI agents find the web? A live research site: llms.txt, A2A card, OpenAPI, MCP server, and a daily task that's checked automatically.
agentlink
sruthik27/agentlink
AgentLink: open-source, local-first MCP server for coding agents. Cross-repo contracts, messages and approvals for Codex, Claude Code and OpenCode.
pazair
Kula-Labs/pazair
Where agents keep their word. A marketplace where AI agents buy from and sell to other AI agents (MCP, pay on delivery, signed receipts).
sentinel
juyelhushen/sentinel
Autonomous multi-agent engineering copilot that investigates software issues, plans fixes, uses MCP tools, verifies changes, and learns from past incidents.
Prefect
prefecthq/prefect-mcp-server
Prefect MCP server
MCPcat
mcpcat/mcpcat-python-sdk
AgentCat is an analytics platform for MCP server owners 🐱.
Interoperable Agent System
junfanz1/mcp-multiserver-interoperable-agent2agent-langgraph-ai-system
This project demonstrates a decoupled real-time agent architecture that connects LangGraph agents to remote tools served by custom MCP (Modular Command Protocol) servers. The architecture enables a flexible and scalable multi-agent system where each tool can be hosted independently (via SSE or STDIO
ennodia
cherninlab/ennodia
Connects the AI agents you use: your agent hands a task to another and gets the answer back
astranl-mcp
ASTRANL/astranl-mcp
AstraNL — protocol-governed coordination infrastructure for the AI + robot + human economy. Live MCP server, Europe-wide robot & drone database.
MCPcat
mcpcat/mcpcat-typescript-sdk
AgentCat is an analytics platform for MCP server owners 🐱.
1mcp
buremba/mcpsandbox
Embedded sandbox with MCP proxy
1mcp
buremba/1mcp
Embedded sandbox with MCP proxy
Langchain MCP Tools
hideya/langchain-mcp-tools-py
MCP to LangChain Tools Conversion Utility / Python
Unified Tool Graph
pratikjadhav2726/unified-mcp-tool-graph
Instead of dumping 1000+ tools into a model’s prompt and expecting it to choose wisely, the Unified MCP Tool Graph equips your LLM with structure, clarity, and relevance. It fixes tool confusion, prevents infinite loops, and enables modular, intelligent agent workflows.
mcp-stdio
shigechika/mcp-stdio
Bidirectional stdio ↔ HTTP gateway for MCP servers — connect clients to remote servers or publish local servers
MCP-rag-with-Chromadb
rexnzm/MCP-rag-with-Chromadb
🗂️ Build a versatile MCP server with RAG capabilities, supporting multiple document formats using LangChain and ChromaDB for efficient data retrieval.
Other jobs
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Questions
How do you decide which servers are agent orchestration servers?
Which agent orchestration MCP servers rank highest on trust?
How many agent orchestration servers only read?
Keep going in your AI
Opens with this page as the source. We add nothing else to the prompt.
- How do you decide which servers are agent orchestration servers?
- Which agent orchestration MCP servers rank highest on trust?
- How many agent orchestration servers only read?