impact

A before-and-after checker for Sipcode’s token optimizers, using the user’s own coding-session data. It compares a baseline period with a later period only when the data windows are valid.

In plain words
What is it for?
Use it to check whether Sipcode changed token usage, output volume, or cost, and to see why a reliable comparison cannot yet be made.
Why use it?
It prevents misleading savings claims when there is not enough post-install data or the comparison periods do not match.

Skill for Claude CodeCodex

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add skills/anuj7411/sipcode/impact
Any agent
npx skills add Anuj7411/sipcode --skill impact
Clone the repo
git clone --depth 1 https://github.com/Anuj7411/sipcode

Made for: Claude Code, Codex.

Per session 69 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 488 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00069 $0.00488
Opus 5 $0.00034 $0.00244
Sonnet 5 $0.00014 $0.00098
Haiku 4.5 $0.00007 $0.00049

Measured 2d ago against content hash 6b70de52c59f, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

impact scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/impact/SKILL.md · 22 lines

What it actually says

Sipcode — Impact (the savings verifier)

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.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2d ago First seen · 22 lines · 69 tokens per session scan A 6b70de52c59f

Subscribe to this mod's changes

impact is a skill published in the GitHub repository Anuj7411/sipcode (46 stars, last pushed 1mo ago), licensed MIT. It adds 69 tokens to every session and 488 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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