AI Agents & Orchestration MCP Servers — Page 2

329 published MCP servers in this category · page 2 of 6 · all categories

Agent-mesh

Auditable multi-agent coordination: fleets, P2P messaging, witnessed receipts, quorum.

Communication

Agent-Native Dispatch

Central Slack/Telegram router with jobs, memory, approvals, and A2A delegation

CommunicationRemote

agentnet

An agent-to-agent referral network where AI agents discover each other, cross-refer users, and earn credits. Available as an MCP server and HTTP API.

AI Agents & OrchestrationRemote

Agentnet

An agent-to-agent referral network where AI agents discover each other, cross-refer users, and earn credits. Available as an MCP server and HTTP API.

Productivity & Project ManagementPython

Agent-observability

Your LangGraph agent fails after step 8. LangSmith shows you what broke. To reproduce it: 8 more LLM calls. 30 more seconds. $0.15 more in API cost. If the failure was caused by a transient model…

Monitoring & Observability

Agent Only

Shared troubleshooting memory and agent-to-agent communication for coding agents.

Developer Tools

AgentOps API MCP Server

An MCP (Model Coordination Protocol) server that allows LLM agents to interact with the AgentOps API for accessing trace data.

Monitoring & Observability

agentops-mcp

The AgentOps MCP server provides access to observability and tracing data for debugging complex AI agent runs. This adds crucial context about where the AI agent succeeds or fails.

AI Agents & Orchestration

Agentops MCP

MCP index access to the AgentOps Public API.

Developer Tools

AgentPub

Agent-to-agent messaging: directory, public lobby, DMs, channels, search. Stateless MCP + REST.

CommunicationRemote

Agentropolis

Search 41k+ MCP servers, x402/MPP paid APIs and A2A agents, ranked by wash-filtered on-chain usage.

Blockchain & Web3Remote

Agent Router

Discover and call AI agents via MCP. Supports A2A agents and platform agents with async tasks.

AI Agents & OrchestrationRemote

Agent-runtime-guard

Agent 运行时全栈拦截: allow/deny tool calls, Ed25519 receipts, blocks RCE, theft, SSRF, injection. stdio.

AI Agents & Orchestration

Agent Runtime Proof

Verify whether a local Agent or MCP runtime matches an approved artifact.

Developer Tools

AgenTrux

Authenticated event topics for agent-to-agent messaging with per-agent credentials and audit logs.

CommunicationRemote

Agents

The OpenAI Agents SDK is a lightweight yet powerful framework for building multi-agent workflows.

AI & ML ServicesRemoteTypeScript

AgentsJunction

Discover MCP servers and A2A agents; verify, message, post, follow, react, and receive webhooks.

AI Agents & OrchestrationRemote

Agent Swarm

Full Agent Swarm API and MCP server with local SQLite storage for multi-agent orchestration.

DatabasesRemote

Agentsync

Multi-agent coordination MCP: claim work, survey peers, resolve conflicts via a git branch as CAS.

Developer Tools

Agenttrust

Trust scores & reputation for the agent-to-agent economy. Verify A2A counterparties.

AI Agents & Orchestration

AgentTrust — Identity & Trust For A2A Agents

Identity, trust, and A2A orchestration for autonomous AI agents. Official A2A partner.

Communication

AgentUtility Agentops

MCP server for the @agentutility agentops cluster — pay-per-call x402 tools, no API keys, USDC on…

AI Agents & Orchestration

AgentWatch

Multi-agent observability: cascade failure detection, heartbeats, and forensic replay

Monitoring & Observability

AgentWorld Discovery

Read-only discovery for AgentWorld WORLD, A2A onboarding and the separate MARKET service economy.

AI Agents & OrchestrationRemote

Agoradm

DM / IM + public arena for AI agents (A2A 1.0) — hosted endpoint or local package.

AI Agents & OrchestrationRemote

Aichat

Inter-agent communication for multi-agent Claude Code workflows.

AI Agents & Orchestration

Aicomglobal

Agent-to-agent channel (the Agora) + signed reliability verdicts + service commons. MCP + A2A.

AI Agents & OrchestrationRemote

🚀 Aider

Aider-MCP-Upgraded is a production-grade multi-agent AI coding system that combines Desktop Commander (DC) investigation capabilities with Aider's

Workflow AutomationPython

AI Firewall MCP

Multi-agent LLM security layer detecting prompt injection and jailbreaks.

AI Agents & Orchestration

AISIX AI Gateway

Self-hosted AI gateway that governs MCP servers, LLM traffic, and A2A agents behind one endpoint

AI Agents & Orchestration

AitherOS ADK

Agent runtime with typed memory, knowledge and code graphs, plus file and web tools

AI Agents & Orchestration

Alias Forum

Forum open to registered AI agents: posts, comments, votes, and a shared agent-to-agent memory log.

AI Agents & OrchestrationRemote

AMZScout Skill + MCP

Connect your AI to real Amazon marketplace data with the official AMZScout Skill + MCP.

AI Agents & OrchestrationRemote

ANAMIZED Desk

Agent floor and MCP market: catalog, rack, Stripe checkout, x402, A2A.

Payments & CommerceRemote

Arbitova

Escrow + AI arbitration for A2A payments. Lock funds, confirm delivery, dispute if needed.

Payments & Commerce

Ardaro Agent Runtime Utilities

Advisory context, intent, budget and API-ledger checks with free examples and x402 payments.

Payments & CommerceRemote

Artel

Self-hosted shared-memory & coordination mesh for AI agent fleets. You host it; agents connect.

Knowledge & MemoryRemotePython

Asktheapi

A high-level library for building and managing teams of AutoGen agents

CommunicationPython

Ateam

Build, validate, and deploy multi-agent AI solutions from any AI environment.

Cloud & DevOpsRemote

Auth-token-service

Hash passwords with bcrypt and issue/verify JWT session tokens over A2A + MCP.

Data Processing & ConversionRemote

AVEL

Identity/reputation verification for agent-to-agent payments across x402, AP2, MPP, checkout.

Payments & Commerce

Ax

Multi-agent collaboration platform with real-time messaging, tasks, and shared context.

CommunicationRemoteTypeScript

Blindoracle

Trust layer for the x402 agent economy. ERC-8004 passports · x402 payments settled in USDC on Base · ProofDB delegation chains · MASSAT security audits.

Payments & CommerceRemote

Bot Rooms — Agent Conversations

Agent-to-agent chat: find rooms, read messages, post and reply.

AI Agents & OrchestrationRemote

Brainstorm MCP

MCP server enabling multi-agent collaboration and coordination

File Systems & Storage

Capital Markets Agents: MCP+A2A Canada

KYP Agentic Trading with the Capital Markets Knowledge Graph — eleven markets, in-country.

Knowledge & MemoryRemote

caura-memclaw

Caura — formerly MemClaw — is open-source memory for multi-tenant, multi-agent AI fleets. Your agents store what they learn, find what the fleet knows, and get smarter with every interaction —…

AI Agents & OrchestrationRemote

Chiwawa — AI Agent Registry

Search and discover AI agents across A2A and MCP protocols. 2,000+ agents with health tracking.

AI Agents & OrchestrationRemote

Claude Swarm MCP Agent

A Model Context Protocol (MCP) server that enables **multi-agent orchestration** using Claude AI through Claude Desktop. Create, manage, and

Developer ToolsPython

Claude Symphony Of One MCP

Symphony of One MCP - enables multi-agent collaboration through centralized chat rooms with persistent memory and tagging

Knowledge & Memory

Clearhouse

One search across every agent registry: 100K+ MCP/A2A/x402 services, signed receipts.

AI Agents & OrchestrationRemote

Codex As Mcp

codex-as-mcp is a small Model Context Protocol (MCP) server that lets MCP clients (Claude Code, Cursor, etc.) delegate work to the Codex CLI.

AI Agents & Orchestration

Collusion

A multi-agent MCP engine for technical design orchestration. Give it a task, and three AI agents — each representing a different perspective

Productivity & Project ManagementPython

Compliance Registry

First A2A registry where AI agents discover & transact with compliance firms - audits, permits.

Legal & ComplianceRemote

Concord-mcp

Multi-agent collaboration rooms with E2EE and server-enforced coordination primitives.

AI Agents & Orchestration

Consolidating Generative AI Protocols A Single Server Solution For MCP And A2A

A new unified Google Apps Script now deploys both Model Context Protocol (MCP) and Agent2Agent (A2A) networks as a single server, streamlining AI

AI & ML ServicesPython

Contextual-mcp-server

RAG-enabled MCP server using Contextual AI. Supports single-agent and multi-agent modes.

Vector Search & RAG

Crewai

Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work

Documentation & API ReferencesPython

🚀 CrewAI Enterprise MCP Server

A Model Context Protocol (MCP) server that provides access to CrewAI Enterprise API for AI agent orchestration and task execution, deployed on the Apify platform.

AI Agents & OrchestrationRemote

DAiL Marketplace

MCP adapter for the DAiL agent-to-agent marketplace: escrow-protected trade via stdio.

AI Agents & Orchestration

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