Model Context Protocol · for AI engineering teams

One MCP gateway. Every tool, workflow, and server.

Unmeshed is MCP-native orchestration. Publish durable workflows as MCP tools your agents can call, and put every MCP server behind one authenticated, observable, production-grade gateway.

From the creators of Netflix Conductor.

refund_flow.py
# refund_flow.py — a durable Unmeshed workflow
client = UnmeshedClient(client_config)

client.register_worker(
    Worker(execution_method=process_refund, name="process-refund")
)
client.start()  # retries, state, and audit handled by the engine

# Published as an MCP tool behind the Unmeshed gateway
# TODO: confirm MCP registration API

# Any MCP client — Claude, or an agent you build — calls it:
# → tools/call
#     { "name": "process-refund",
#       "arguments": { "order_id": "ord_1042" } }
# ← { "status": "COMPLETED", "refund_id": "rf_2210" }
#     durable · retried · fully audited

What is MCP orchestration?

MCP server

A service that exposes tools to AI agents over the Model Context Protocol. Each server publishes what it can do; agents discover and call those tools at runtime.

MCP gateway

One governed front door for many MCP servers. Auth, rate limits, and audit live in one place instead of being re-implemented per server.

MCP orchestration

Durable workflows behind and across those tools. A tool call becomes a stateful process with retries, error handling, and a full execution history.

Workflows as tools. Servers under control.

Expose workflows as MCP tools

  • Any Unmeshed workflow becomes an MCP tool your agents can call
  • Retries, durable state, and error policies included, not bolted on
  • Every call leaves a full, auditable execution history

Gateway every MCP server

  • Put multiple MCP servers behind one production-grade gateway
  • Unified auth with enterprise RBAC instead of per-server credentials
  • Observability and durable execution for every tool call that passes through

Built on durable workflows and AI-agent orchestration · cloud or on-prem · SDKs for Java, Go, Python, and TypeScript.

Why agents need a gateway.

Credential sprawl per server

Agents authenticate once to a single gateway. Enterprise RBAC decides the rest.

No audit trail of agent tool calls

Every invocation is recorded, inspectable, searchable, and replayable.

Brittle, non-durable tool invocations

Tool calls run as durable workflows: retries and state handled by the engine.

Free tier · No credit card.

Built by the creators of Netflix Conductor, the engine behind millions of production workflows.

Trusted by engineering teams at

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Frequently asked questions

Make MCP production-grade.