A free/open source MCP tool that generates MCP tools, A2A cards and OpenAPI specifications for a wide range of APIs and protocols. Interrogates: REST, graphQL, XML, csv, EDI, ODATA, gRPC and ISO 8353 endpoints. Requires a local LLM (e.g ollama minimum) and can have a gaiia.dev account for a cloud registry.

Framer — Launch websites with enterprise needs at startup speeds.

Launch websites with enterprise needs at startup speeds.

I built this because I have done a lot of work in integration from traditional middleware, Enterprise Services Buses, Mulesoft, microservices, you name it. Organisations have a large number of bespoke, saas and proprietary APIs and with AI and agentic workflows are going to build another suite of connectors and tools. Point the Interrogator at an API and it will turn that API into an MCP tool. It will produce an A2A card allowing it to be used in agentic workflows. Great for undocumented endpoints and a time saver for everything else. Run it, put the artefacts in your registry (or use GAIIA's) and wire your agents. Security, governance and compliance of agentic workflows are not covered by the tool. This is strictly to quickly allow agent integration into the existing systems you have.

Framer — Launch websites with enterprise needs at startup speeds.

Launch websites with enterprise needs at startup speeds.

Agentic Integration Tool

API Interrogator to produce MCP, A2A and OpenAPI specs

API Interrogator to produce MCP, A2A and OpenAPI specs