Tools and microframeworks that instantly convert OpenAPI specs, Swagger docs, or raw APIs into production-ready Model Context Protocol (MCP) servers and CLI binaries.
Instant MCP & CLI generator from OpenAPI, Swagger & APIs
PrintingPress converts OpenAPI and Swagger specifications into fully-typed Model Context Protocol (MCP) servers and CLI tools in seconds.
High-level Python & TypeScript framework for building MCP servers
FastMCP provides clean decorators and microframework patterns to write production-ready MCP tools in under 10 lines of code.
Convert browser network captures (HAR) and API traffic into MCP tools
Har2MCP inspects recorded browser network activity (.har files) and automatically reverse-engineers clean Model Context Protocol tools.
Official Model Context Protocol terminal runner, inspector & tester
The standard developer CLI and interactive web inspector to test, debug, and execute MCP servers locally and remotely.
Proxy stdio MCP servers over SSE & WebSockets for remote AI agents
Supergateway bridges local stdio-based Model Context Protocol servers to Server-Sent Events (SSE) and WebSockets for remote cloud agents.
Convert any REST OpenAPI or Swagger spec into instant MCP tools
Dynamically translates OpenAPI 3.0/3.1 specifications into Model Context Protocol tools with automated parameter validation.
Automated agent-readiness scanner auditing web services for MCP, A2A, WebMCP, and Auth.md
Cloudflare's automated scanner evaluating web services across Discoverability, Content Accessibility, Bot Access Control, Protocol Discovery, and Commerce.