You can access the Agent Tool Specification Auditor 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 API & Integrations 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("bmiller1009/agent-tool-specification-auditor").call(run_input=run_input)
12
13# Fetch and print Actor results from the run's dataset (if there are any)
14print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
15for item in client.dataset(run.default_dataset_id).iterate_items():
16    print(item)
17
18# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

Agent Tool Specification Auditor API in Python

The Apify API client for Python is the official library that allows you to use Agent Tool Specification Auditor API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

Agent Tool Specification Auditor API in JavaScript

Agent Tool Specification Auditor API through CLI

Agent Tool Specification Auditor OpenAPI definition

Agent Tool Specification Auditor API

OpenAPI Agent Tool Catalog

q_services/openapi-agent-tool-catalog

Turn OpenAPI 3.x or Swagger operations into agent-ready tool names, input schemas, response schemas, auth and risk metadata.

Q Services

OpenAPI Spec Drift Detector

stellar_ballet_0bu/openapi-spec-drift-detector

Compare two OpenAPI 3.0/3.1 specs (JSON or YAML) and emit per-endpoint / per-operation / per-schema change rows with a `breaking` flag. Pairs with the api-response-delta-monitor.

Nikita S

OpenAPI Spec Quality Auditor

merlin-hermes/openapi-spec-quality-auditor

Audits a public OpenAPI or Swagger document and returns endpoint inventory, documentation gaps, security-scheme coverage, and mutating-operation flags without calling any API operation.

Sean Burke

OpenAPI Quality Auditor API

merlin-hermes/openapi-quality-auditor-api

Deterministically audits supplied OpenAPI or Swagger text for endpoint inventory, documentation gaps, security-declaration coverage, and mutating-operation flags without calling any described API operation.

Sean Burke