Pricing

from $4.00 / 1,000 per record returneds

OpenAPI Spec Scraper — APIs to LLM Agent Tools (MCP-Ready)

Bulk-scrape machine-readable API specs from the apis.guru directory (2,500+ APIs) or any spec URL, normalized into LLM-agent-ready rows — one per endpoint: method, path, summary, parameters, auth, tags. Build agent-tool / RAG datasets in one run. $4 per 1,000 endpoints.

Pricing

from $4.00 / 1,000 per record returneds

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Scrapers Delight

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Developer tools

Automation

You can access the OpenAPI Spec Scraper — APIs to LLM Agent Tools (MCP-Ready) programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in Integrations settings in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1from apify_client import ApifyClient
2
3# Initialize the ApifyClient with your Apify API token
4# Replace '<YOUR_API_TOKEN>' with your token.
5client = ApifyClient("<YOUR_API_TOKEN>")
6
7# Prepare the Actor input
8run_input = {}
9
10# Run the Actor and wait for it to finish
11run = client.actor("scrapersdelight/openapi-spec-scraper").call(run_input=run_input)
12
13# Fetch and print Actor results from the run's dataset (if there are any)
14print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
15for item in client.dataset(run["defaultDatasetId"]).iterate_items():
16    print(item)
17
18# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

apis.guru Scraper — OpenAPI Specs to Agent Tool Datasets API in Python

The Apify API client for Python is the official library that allows you to use OpenAPI Spec Scraper — APIs to LLM Agent Tools (MCP-Ready) API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

OpenAPI Spec Scraper — APIs to LLM Agent Tools (MCP-Ready) API in JavaScript

OpenAPI Spec Scraper — APIs to LLM Agent Tools (MCP-Ready) API through CLI

OpenAPI Spec Scraper — APIs to LLM Agent Tools (MCP-Ready) OpenAPI definition

OpenAPI Spec Scraper — APIs to LLM Agent Tools (MCP-Ready) API

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