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token-dashboard-claude-analytics — Claude Code skill: install & setup

Inspects session logs on your computer to map token consumption per prompt. Useful for spotting heavy prompts and managing API expenses.

Install into Claude Code · Skills CLI (Vercel) All methods and platforms ↓ 
npx skills add reason-machines/trending-skills --skill token-dashboard-claude-analytics -a claude-code
Open on GitHub

What token-dashboard-claude-analytics does

This skill guides the assistant to inspect project logs written to ~/.claude/projects/. It scans raw JSONL records, measures prompt expenditure, and indexes details into a local SQLite database at ~/.claude/token-dashboard.db. Network access is unnecessary because every query runs strictly on the host.

The tool spins up a browser UI on port 8080 and provides CLI commands for quick terminal summaries. It highlights repetitive file reads, cache performance, and project comparisons based on rates defined in pricing.json. Running the dashboard requires Python 3.8+; without the runtime, the server fails to launch.

What it helps with

  • track token expenses for individual prompts
  • identify heavy tool invocations across sessions
  • check prompt cache hit percentages
  • aggregate spend comparisons across multiple codebases

Example prompts for the agent

  • show me my Claude Code token usage
  • find expensive prompts in Claude Code
  • set up the local cost interface for my sessions

How to install token-dashboard-claude-analytics

1Skills CLI (Vercel)

npx skills add reason-machines/trending-skills --skill token-dashboard-claude-analytics -a claude-code

2Manually: put the files in place

~/.claude/skills/token-dashboard-claude-analytics/SKILL.md

Copy the whole skill folder; for one project use .claude/skills/token-dashboard-claude-analytics/

Step by step, with commands for each platform: How to install skills in Claude Code: five ways

Questions about token-dashboard-claude-analytics

How to install token-dashboard-claude-analytics in Claude Code?

Run npx skills add reason-machines/trending-skills --skill token-dashboard-claude-analytics -a claude-code. The skill file installs to ~/.claude/skills/token-dashboard-claude-analytics/SKILL.md.

What does token-dashboard-claude-analytics do?

It teaches the agent how to launch and query an offline analytics UI that reads session transcripts directly from disk.

Does the dashboard require pip packages or Node.js?

No, it relies solely on Python 3.8+ and standard library modules without extra dependencies or build steps.

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