Dataset Sharder — Split into Batch Datasets

Compare two Apify datasets or track one dataset between runs. Emit only added, removed, and changed records with exact changed fields.

Dataset MCP Uploader

lukaskrivka/dataset-mcp-uploader

Dataset MCP Uploader allows you to process datasets on the Apify platform and then publish the results on other platforms that support the MCP protocol

Dataset Aggregate, Group By & Pivot

nerolabs/dataset-aggregate-pivot

Returns GROUP BY and pivot tables for any Apify dataset, file or Google Sheet by URL, or JSON array: count, sum, average, min, max, median per group, date buckets, pivot columns. Exports CSV/Excel, appends to a named dataset, posts to a webhook. Agent-ready: pay per event (x402, MCP), per input row.

Dataset Schema Guard — Validate & Quarantine Records

orangepinlabs/dataset-schema-guard

Validate any Apify dataset with required fields, types, ranges, regex, allowed values, lengths, uniqueness, and unexpected-field checks. Separate valid records from rejected records with exact failure reasons.

The easiest way to upload datasets to Azure blob storage.

No-code filter, dedupe and transform for Apify datasets, CSV, XLSX and JSON files: rules (equals, contains, regex, ranges, dates, AND/OR), dedupe by fields, only-new-since-last-run, rename/select/drop, flatten, cast, sort, limit. Output to dataset plus CSV/XLSX/JSON export. Pay per row.

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

Join and enrich two Apify datasets by URL, ID, or another stable key with bounded, collision-safe output.

Dataset Quality Scorer

fiery_dream/dataset-quality-scorer

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

RAG Dataset Linter

sebastian-actors/rag-dataset-linter

Audit RAG chunks for duplicates, broken ordering, excessive overlap, missing provenance, and malformed content before vector database ingestion.