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@vaicli/vai-workflow-collection-overlap-audit

v1.0.0

Published

9 days ago

Compare two collections to find semantic duplicates. Samples documents from the source collection and searches for near-matches in the target.

Downloads

45

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vai-workflow analysis dedup overlap audit multi-collection

vai-workflow-collection-overlap-audit

Organizations often ingest data from multiple sources into separate collections. Over time, the same content ends up in multiple collections, bloating storage costs and producing duplicate search results.

Install

vai workflow install vai-workflow-collection-overlap-audit

How It Works

Sample source — Retrieve a representative sample from the source collection
Cross-search — For each sampled document, search the target collection for near-matches
Filter matches — Filter results above a similarity threshold to identify likely duplicates
Report — Generate a structured overlap report with recommendations

Execution Plan

Layer 1:  sample_source
Layer 2:  cross_search → filter_duplicates
Layer 3:  overlap_report

Example Usage

vai workflow run vai-workflow-collection-overlap-audit \
  --input source_collection="engineering_docs_v1" \
  --input target_collection="engineering_docs_v2" \
  --input similarity_threshold=0.90

What This Teaches

The filter tool enables threshold-based decision making within a workflow
Cross-collection search is achieved by sampling from one and searching the other
The similarity_threshold input makes the workflow configurable without editing JSON
LLM-generated reports transform raw search results into actionable recommendations

License

MIT © 2026 Michael Lynn