Data Quality Gate

Dataset Quality Scorer

fiery_dream/dataset-quality-scorer

Score ML datasets for quality (completeness, consistency, duplicates, balance). Detect data drift, outliers, and recommend improvements.

Turn messy scraper output into clean, deduplicated, calculated reports for AI agents. 90-99% fewer tokens, exact figures, zero hallucination. Detects price anomalies, fake discounts and duplicates. Works with Amazon, AliExpress, eBay, Temu — any dataset. 100% deterministic Python.

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.

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.

Dataset Deduplicator & Cleaner

eszetael_lab/dataset-deduplicator-cleaner

Returns your records with duplicates removed and values normalized — same fields as the input, nothing added or renamed. Exact, normalized or fuzzy matching on keys you choose. A data quality report lands under QUALITY_REPORT. Takes a dataset ID or inline JSON, so it chains after any scraper.

Profile missing fields, nulls, empty strings, JSON types, distinct counts, and duplicate keys in an Apify dataset.

LLM Dataset Processor

dusan.vystrcil/llm-dataset-processor

Allows you to process output of other actors or stored dataset with single LLM prompt. It's useful if you need to enrich data, summarize content, extract specific information, or manipulate data in a structured way using AI.

Dataset(s) To Schema

zuzka/dataset-to-schema

Takes a Dataset ID(s) and outputs a JSON schema of the contents of the dataset into key value store.

Parse SQL and enforce a deterministic single-statement read-only policy before agent execution.

Apify Dataset QA Gate

zentrafoundry/apify-dataset-quality-auditor

Score Apify datasets and emit actionable quality issues before downstream use.