Generate agent-ready APIs from API specs. In seconds.
Upload an OpenAPI or Postman spec and get a secure, production-ready MCP server. No backend code. No infrastructure to manage.
Works with existing auth, rate limits, and production APIs.
openapi: 3.0.0
info:
title: Orders API
version: 1.0.0
paths:
/orders/{orderId}/fulfill:
post:
summary: Fulfill order
description: Mark an order as fulfilled and trigger downstream workflows.
parameters:
- name: orderId
in: path
required: true
schema:
type: stringOne MCP server that works across chat, IDEs, internal tools, and production systems.
The MCP layer for your APIs
Built for developers shipping AI features fast
From API spec to hosted MCP server.
Generate, do not hand code
Velo turns your OpenAPI or Postman spec into a complete MCP server. Actions, schemas, handlers, and routing are generated automatically.
Agent ready by default
Agents interact with a stable MCP endpoint while Velo handles protocol details, schema mapping, and execution safety.
No new infra to manage
Velo runs MCP servers in isolated environments with health checks and logging so your team ships features, not infrastructure.
Spec-driven iteration
Update your spec, regenerate, and redeploy with one click. Agents stay in sync with your API as it evolves.
Built for product and platform teams
Ship agent capabilities without rebuilding your backend.
Ship agent features without backend rework
Eliminate MCP-specific backend work. Go from API spec to a live, agent-accessible endpoint in minutes instead of weeks.
Reduce custom integration overhead
Avoid maintaining separate agent backends and glue code. A single API spec powers chat agents, IDE tools, and internal workflows.
Enforce consistency through spec-first execution
Agents interact through generated MCP servers derived directly from your API spec, reducing drift between documentation, behavior, and production access.
Stay compatible as agent standards evolve
As MCP and agent ecosystems change, regenerate and redeploy without rewriting your API or agent integrations.
From API spec to agent-ready in four steps
Simple, fast, and fully automated.
Upload your API spec
Start with OpenAPI or a Postman collection. Velo validates and normalizes your spec.
Generate your MCP server
Velo creates MCP actions, schemas, and handlers mapped to your API.
Deploy to Velo hosting
We build and run your MCP server in an isolated environment with logging and health checks.
Connect your agents
Use your MCP endpoint in your AI products and workflows. No extra backend glue code.
Everything you need for agent ready APIs
Production-grade infrastructure without the operational overhead.
Secured, MCP runtime for your APIs
Velo operates MCP servers in hardened environments with health checks, lifecycle management, and safe connectivity to your production APIs.
Every call is logged with rich metadata so you can replay agent behavior and debug MCP traffic.
Regenerate MCP servers from updated specs and roll out safely without breaking existing agents.
Validate, authenticate, and sandbox every agent request before it can touch your API surface.
MCP actions, schemas, and handlers are generated directly from your API spec, keeping docs, behavior, and access in sync.
Inspect every agent call, including MCP action, latency, and downstream API impact.
Velo works wherever agents meet APIs
From internal tools to public APIs, make everything agent ready.
AI product teams
Expose your internal features to agents without building a new backend layer.
SaaS APIs
Make your public API easy to consume by agents and integration partners.
Platform teams
Standardize how internal APIs are exposed to AI tools and automations.
Frequently asked questions
Everything you need to know about Velo, MCP servers, and how we bridge agents to your existing APIs.
MCP (Model Context Protocol) servers let AI agents interact with your APIs in a standardized way. Instead of building custom integrations for each agent, MCP provides a common interface. Velo generates and hosts these servers from your existing API specs, so you don't need to build them yourself.
No. Velo works with your existing API as-is. We read your OpenAPI or Postman spec and generate an MCP server that acts as a bridge between agents and your API. Your API stays unchanged.
Each MCP server runs in a secure, production-grade environment. You configure API keys and authentication that Velo uses when calling your API. We also validate all agent inputs before forwarding requests to prevent malformed calls.
Yes. You can generate and test MCP servers with staging API endpoints before deploying to production. Each server is contained, so you can have separate staging and production instances.
When you update your spec, Velo can regenerate the MCP server with the new changes. You can preview the changes before deploying, then redeploy with one click to update your live endpoint.
Velo supports OpenAPI 3.0+ (YAML or JSON) and Postman collections. We validate and normalize your spec to ensure compatibility with MCP generation.