Reports and Visuals

TokenPilot provides built-in reporting and a visual inspector so you can see exactly what it's doing.

Host Entry Points

Host	Report or status	Visual Inspector
OpenClaw	lightrsi openclaw report	lightrsi openclaw visual
Codex	lightrsi codex report	lightrsi codex visual
Claude Code	lightrsi claude-code report	lightrsi claude-code visual
DeepSeek Harness	/tokenpilot-status inside a Harness session	Shared Visual interface does not apply
pi	lightrsi pi report	lightrsi pi visual
OpenCode	lightrsi opencode report	lightrsi opencode visual

DeepSeek Harness reports estimator activity, scheduling, application, and deferrals through its native read-only status command. See status fields. The shared report metrics and Visual walkthrough below apply to OpenClaw, Codex, Claude Code, pi, and OpenCode.

The Report Command

The report command shows a summary of token usage, cache efficiency, and cost savings for the current session:

# Standalone CLI
lightrsi report

# Per-host
lightrsi openclaw report
lightrsi codex report
lightrsi claude-code report
lightrsi pi report
lightrsi opencode report

# Inside OpenClaw
/lightrsi report

What Each Metric Means

Metric	Description
Input tokens	Total tokens sent to the model (lower is better)
Cache read	Tokens served from the model API cache (higher is better)
Cache miss	Tokens that had to be recomputed (lower is better)
Output tokens	Tokens generated by the model
Cost	Estimated API cost in USD
Cache hit rate	Percentage of input tokens served from cache

Visual Inspector

The visual inspector is a browser-based dashboard showing real-time TokenPilot behavior:

lightrsi visual

This opens your default browser with three views: stabilizer, reduction, and eviction.

Context Cleaner Results

User-approved Cleaner results are tracked by plan receipt, separately from the general session report:

lightrsi <host> clean --status <plan-id>

Use openclaw, codex, or claude-code for <host>. Distinguish estimated and scheduled savings from applied savings; character-based counts are not token counts or provider billing savings. See Context Cleaner. For DeepSeek Harness, query the native /tokenpilot-clean --status <plan-id> command instead; the shared CLI command above is not available.

Next

• Benchmarks — evaluation results
• Troubleshooting — common problems
• CLI Reference — all commands