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 — 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 auditedWhat 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
Frequently asked questions
Explore the platform behind the gateway.
Durable Workflows
The orchestration engine behind every MCP tool. Retries, state, and standard cron scheduling down to one-minute intervals, all built in.
AI Agent Orchestration
Run agents in production: coordinate LLM steps, tool calls, and human approvals with durable execution.
API Orchestration
Compose REST, GraphQL, and gRPC calls into observable, durable flows your agents can trigger.
Integrations
Connect MCP servers alongside APIs, queues, databases, and every major AI provider.
Security & RBAC
Enterprise role-based access control and centralized auth, on your infrastructure or ours.
Pricing
Predictable pricing with no per-action fees. Free tier to start, no credit card required.
New to Unmeshed? Read the getting-started docs or talk to our team.