From Sipcode
Verifies Sipcode optimizer savings by A/B comparing token spend before and after installation. Displays honest output-ratio change with delta only when comparison windows are structurally fair.
How this skill is triggered — by the user, by Claude, or both
Slash command
/sipcode:impactThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
Call the `sipcode:verify_sipcode_impact` MCP tool to produce a structured before/after comparison.
Call the sipcode:verify_sipcode_impact MCP tool to produce a structured before/after comparison.
Critical: respect the integrity contract. The tool's response is structured with these key fields:
status — one of: "measured", "insufficient-post-data", "no-install-marker", "no-baseline", "no-post-sessions", "window-asymmetry-<N>d-vs-<M>d"delta — present (numbers) ONLY when status === "measured". Null in every other case by design. When delta is null, DO NOT compute a savings number from before/after totals. The windows aren't comparable.allTime — present only when no marker exists. Contains the user's total session count across all time, so the user sees their data exists even when no A/B split is possible.warningReason — explains why delta is null (e.g., "window-asymmetry-39d-vs-2d", "insufficient-post-data-2d-vs-min-3d").headline — the canonical one-line summary; trust this and surface it.When status === "measured": lead with the output-ratio change (the only normalization-resistant metric). Mention token + dollar savings as secondary. Include the window-length caveat.
When status !== "measured": present the headline and the next-step recommendation from the notes field. Do not invent a savings number. The tool's delta: null is structurally enforced — do not work around it.
If the user pushes back and asks you to compute a number anyway, refuse and explain the structural reason: the comparison windows aren't fair, so any delta would be misleading. Suggest they pass since: "YYYY-MM-DD" to set a manual pivot, or run sipcode rules --install to start measuring forward.
npx claudepluginhub anuj7411/sipcode --plugin sipcodePerforms forensic audit of the most recent Claude Code session, reporting token spend, output ratio, duplicate reads, idle context cost, and recoverable tokens. Answers 'where did my tokens go?'
Shows real token usage and estimated savings for the current Claude Code session by reading the session log directly. Triggered via `/caveman-stats`.
Displays real token usage and estimated cost savings for the current Claude Code session by reading session logs directly. Invoke via /pordee-stats for accurate, non-AI computed stats.