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Local Claude Code session scorer that contributes metrics to sentiments.cc

Project description

cc-sentiment

A macOS CLI that scores your Claude Code conversations on-device and contributes the numbers to an open dashboard at sentiments.cc.

Your conversations stay on your Mac. Only anonymous numeric scores are uploaded.

Run it

uvx --from https://sentiments.cc/run cc-sentiment

Also installable from PyPI as cc-sentiment. The command above installs faster.

Needs macOS on Apple Silicon, Python 3.13+, and uv. The first run links your GitHub account, scores transcripts in ~/.claude/projects/, and uploads the numbers.

What gets uploaded

Only numbers and timestamps. For each 5-minute bucket of a conversation:

  • Sentiment score (1–5, scored locally by Gemma 4)
  • Read:edit ratio, edits-without-prior-read %, write:edit ratio, tool calls per turn, subagent spawn rate
  • Turn count, thinking present/chars
  • Claude model and Claude Code version
  • Your GitHub handle (so uploads are attributable)

Your conversation text, file contents, file paths, and tool inputs/outputs never leave your machine.

Commands

Command Description
cc-sentiment Run the whole flow — set up if needed, then scan and upload
cc-sentiment setup Link your GitHub account for attributable uploads
cc-sentiment scan --upload Score new transcripts and upload
cc-sentiment scan Score transcripts without uploading
cc-sentiment upload Upload previously scored results
cc-sentiment rescan Clear state and re-score everything

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