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

Project description

cc-sentiment

A CLI that scores your Claude Code conversations and contributes aggregate numbers to an open dashboard at sentiments.cc.

Your conversations stay on your device. Only signed aggregate numeric scores are uploaded to sentiments.cc; the server verifies signatures using a public key you control.

Run it

uvx cc-sentiment

Needs uv. Local scoring uses MLX on Apple Silicon when available; on other platforms the CLI still runs setup, upload, and dashboard sharing, and asks before using the configured fallback engine. The first run sets up a verification key (GitHub or GPG), scores transcripts in ~/.claude/projects/, and uploads the numbers.

What gets uploaded

The client uploads only numbers and timestamps for each 5-minute bucket of a conversation.

  • Sentiment score on a 1–5 scale
  • 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
  • A public verification handle (GitHub username or GPG fingerprint) used only to find a public key and verify signatures

Your conversation text, file contents, file paths, prompts, tool inputs, and tool outputs are not uploaded to sentiments.cc.

Commands

Command Description
cc-sentiment Run the whole flow. Sets up if needed, then scans and uploads.
cc-sentiment setup Set up a verification key (GitHub or GPG) so uploads can be signed
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
cc-sentiment debug Print hardware, engine, Claude CLI, server, and Sentry probes for diagnostics

Links

Dashboard at sentiments.cc. Source and issues live on GitHub.

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