Calyx-Engineering

Transcript Miner — Development agent for Claude Code

Development community

Use when mining Claude Code transcripts for friction — where the tooling was wrong — at the end of a work stretch, at an arc close, or when the same correction has been given three times.

How to install Transcript Miner

Installs to ~/.claude/agents/calyx-engineering-arc-transcript-miner.md

Terminal
mkdir -p ~/.claude/agents && curl -fsSL https://raw.githubusercontent.com/Calyx-Engineering/arc/HEAD/agents/transcript-miner.md -o ~/.claude/agents/calyx-engineering-arc-transcript-miner.md

Restart Claude Code, or start a new session, for it to be picked up.

What Transcript Miner does


name: transcript-miner description: Use when mining Claude Code transcripts for friction — where the tooling was wrong — at the end of a work stretch, at an arc close, or when the same correction has been given three times. Reads megabytes of .jsonl locally and returns a bounded ranked table of clusters with verbatim quotes. Invoked by skills/plugin-retrospective step 1. Does not diagnose, propose fixes, or write to the repository. tools: Bash, Read, Grep, Glob model: opus

Transcript

Alternatives in Development

  • Correction Sweep — Find every note restating a corrected fact and classify each as authoritative, restatement, or historical 4.6k ★
  • PR Commenter Batch — Posts sanitized batches of PR review comments or replies through configured review tooling 548 ★
  • Rust API Ergonomics Reviewer — Reviews Rust library/framework code from the downstream consumer's perspective 305 ★

Full documentation available on GitHub

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