You can access the Apify Dataset QA Gate 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

$echo '{
<  "startUrls": [
<    {
<      "url": "https://docs.apify.com/platform/storage/dataset",
<      "sourceId": "APIFY-DATASETS",
<      "userData": {
<        "sourceId": "APIFY-DATASETS"
<      }
<    }
<  ]
<}' |
<apify call zentrafoundry/apify-dataset-quality-auditor --silent --output-dataset

Validate and Audit Apify Datasets API through CLI

The Apify CLI is the official tool that allows you to use Apify Dataset QA Gate locally, providing convenience functions and automatic retries on errors.

Install Apify CLI

Using installation script (macOS/Linux):

$curl -fsSL https://apify.com/install-cli.sh | bash

Using installation script (Windows):

$irm https://apify.com/install-cli.ps1 | iex

Using Homebrew:

$brew install apify-cli

Using npm:

$npm install -g apify-cli

Other API clients include:

Apify Dataset QA Gate API in Python

Apify Dataset QA Gate API in JavaScript

Apify Dataset QA Gate OpenAPI definition

Apify Dataset QA Gate API

Apify Dataset QA Gate

leadops_lab/dataset-quality-auditor

Pass, warn, or stop Apify datasets before CRM import, enrichment, client delivery, or webhook automation.

jiaxun mao

Apify Dataset Release QA Gate

rotvuvo/apify-dataset-release-qa-gate

Audit pasted Apify-style dataset rows for release-readiness quality signals before publishing or trusting output.

Wit Nomad

Dataset Quality Gate - Schema & Data QA

jy-labs/dataset-quality-gate

Apify Dataset data validation and schema validation for JSON rows. Check Dataset ID, Run ID, or pasted items before delivery, automation, or AI/RAG ingestion.

Juyeop Park

Apify

doshikevin361/apify

Kevin Doshi

Dataset Result Gate

vittuhy/dataset-result-gate

Conditional pipeline gate. Fails if the previous actor's dataset is empty, succeeds if it has results — stopping unnecessary downstream runs before they start.

Vít Tuhý

Actor Quality Audit

ryanclinton/actor-quality-audit

Score each actor's quality: README, pricing, output schema, reliability, and popularity. Get actionable issues and recommendations to improve your Apify Store rankings.

Ryan Clinton

Site QA Content Report Scraper

taroyamada/site-qa-content-report-scraper

Audit public web pages for content quality issues and generate source-linked QA report rows.

naoki anzai

Dataset QA Auditor

junipr/dataset-qa-auditor

Validate Apify dataset rows for schema drift, null spikes, duplicate keys, type mismatches, and delivery-readiness issues. Outputs row-level QA results plus a summary report.

junipr

BioMedQA REST API � Verified Biomedical Q&A Dataset

resilient_meteor/biomedqa-api

Persistent REST API serving verified biomedical Q&A pairs from PubMed Central. Use endpoints /qa/random, /qa/search, /qa/gold for LLM fine-tuning datasets. 100% GOLD tier quality. Free to use via Apify Actor Standby.