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Convert OpenAPI specs to a RAG dataset

Flatten API specs into per-endpoint rows with parameters and response codes — ready to chunk and embed for RAG.

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OpenAPI Spec Scraper — APIs to LLM Agent Tools (MCP-Ready)
OpenAPI Spec Scraper — APIs to LLM Agent Tools (MCP-Ready)scrapersdelight/openapi-spec-scraper
API
Method
Path
Summary
+2 fields
Text
Number
Boolean
List
Object

Input

Include response codes:true
Include parameters:true

Output fields

API
Method
Path
Summary
Operation
Server

How it works

Sign up on Apify or log in

The OpenAPI Spec Scraper — APIs to LLM Agent Tools (MCP-Ready) Actor is ready to run with the inputs already set for "Convert OpenAPI specs to a RAG dataset". Sign up or log in and you'll land in Apify Console with a copy of this exact task.

Start the "Convert OpenAPI specs to a RAG dataset" task

The OpenAPI Spec Scraper — APIs to LLM Agent Tools (MCP-Ready) Actor will start running based on the input automatically. You can also change all the input fields, like include response codes and include parameters, to match your specific use case.

Receive the "Convert OpenAPI specs to a RAG dataset" output

Monitor the progress in real time. You will be notified as soon as your dataset is complete and ready for review. Each result includes data such as API, method, path, and more.

Integrate into your workflow

The final output is delivered in JSON, CSV, or Excel format, ready to be plugged into your workflow. You can also run the "Convert OpenAPI specs to a RAG dataset" task via API.

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Integrate "Convert OpenAPI specs to a RAG dataset" into your workflow

Connect "Convert OpenAPI specs to a RAG dataset" with 100+ integrations, or run it via API or MCP.

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