Pact Recall (Grade A) logo

Pact Recall (Grade A)Security-tested data-ai skill for Claude AI. Grade A. Search PACT's vector memory for relevant bugs, solutions, research, and feedback

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Daniel NikulshynReviewed by Daniel Nikulshyn·Updated July 2026

Overview

Pact Recall (Grade A) is a security-tested data-ai skill for Claude AI. It enables users to search PACT's vector memory for relevant bugs, solutions, research, and feedback. When a user provides a description of what they're looking for, the skill uses semantic similarity to find matching results across all indexed projects. This can be achieved by running a query with the pact-memory.py command and presenting the results to the user. The results are ranked based on their similarity score, with scores above 40% indicating likely relevant results and scores below 30% indicating weak mentions. If no results are found, the user can be suggested to index their knowledge files or to wait for the vector index to be built. The skill is designed to be used by providing a query and displaying the results as a list with score, type, id, text preview, and file path.

Key features

  • Semantic search
  • Relevance scoring
  • JSON output
  • Search across indexed projects

Pricing

Model
Free
Category
Skills
Rating
No reviews yet

Use cases

Bug searching

Search for relevant bugs and solutions in PACT's vector memory

Research synthesis

Find related research and feedback across all indexed projects

Pros & Cons

Pros

  • Security-tested
  • Semantic search capability
  • Relevant results with scoring

Cons

  • Requires PACT vector memory indexing
  • Limited by the quality of indexed data

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Q&A

What format are the search results in?

The search results are provided in JSON format.

Asked by Celia Ramirez · Dec 20, 2025

What are the limitations of Pact Recall?

Pact Recall is limited by the quality of indexed data and requires PACT vector memory indexing to function effectively.

Asked by Paulo Cardoso · Dec 17, 2025

How is search relevance determined?

The skill uses semantic similarity to find matching results, with scores above 40% indicating likely relevant results and scores below 30% indicating weak mentions.

Asked by Stella Papadopoulos · Nov 30, 2025

What is Pact Recall used for?

Pact Recall is a security-tested data-ai skill for Claude AI, used to search PACT's vector memory for relevant bugs, solutions, research, and feedback.

Asked by Amara Chukwu · Oct 13, 2025

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