synapsys-replay

Analyze Claude Code transcripts for false-positive memory matches against a synapsys store.

Updated Feb 25, 2026

Search Tags:#Claude Code #transcript analysis #memory matching #false-positive rate #memory trigger tuning

Ready to run

npx skills add https://github.com/thomfilg/ai-plugin-work --skill synapsys-replay

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: synapsys-replay
Source: https://github.com/thomfilg/ai-plugin-work/tree/main/plugins/synapsys/skills/replay
Command: npx skills add https://github.com/thomfilg/ai-plugin-work --skill synapsys-replay

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This Skill helps analyze Claude Code transcripts against the synapsys store to identify false-positive rates in memory matches, enabling precise tuning of memory trigger patterns.

Core Features & Use Cases

Historical Replay: Replay Claude Code transcripts against the current synapsys store to measure false-positive rates.
Manual or Automated Runs: Run manually or automatically after editing trigger patterns or consolidating data.
Memory Analysis: Provides a report ranked by false-positive rate, with options to include a subagent judgment for relevance.
Use Case: After consolidating memories, use this Skill to analyze the effectiveness of memory trigger patterns and identify areas for improvement.

Quick Start

Run the synapsys-replay skill to analyze the last 7 days of Claude Code transcripts for false-positive rates.

Frequently Asked Questions about synapsys-replay

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I measure false-positive rates in Claude Code memory matches?▼

To measure memory false-positive rates in Claude Code transcripts, you replay historical sessions against your synapsys store. The generated report ranks matches by false-positive rate to identify ineffective memory trigger patterns for precise tuning.

What is the best way to analyze Claude Code transcripts for memory trigger tuning?▼

Analyzing Claude Code transcripts for memory trigger tuning involves running historical replays against the synapsys store. You can configure an optional subagent to judge relevance, producing a ranked false-positive report to guide pattern improvements.

Can I run synapsys transcript analysis automatically after consolidating memories?▼

Yes, you can run transcript analysis automatically after consolidating memories or editing trigger patterns. The skill supports automated execution to continuously measure false-positive rates against the synapsys store without manual intervention.

Does Claude Code transcript replay require a subagent for relevance judgment?▼

No, Claude Code transcript replay does not require a subagent. Relevance judgment by a subagent is optional, allowing you to measure false-positive rates against the synapsys store with or without automated relevance scoring.

What do I need to replay Claude Code transcripts against a synapsys store?▼

To replay Claude Code transcripts against a synapsys store, you need access to the synapsys store and your Claude Code transcript files. The skill processes these inputs to calculate memory false-positive rates over a specified historical period.