superpowers-ml GEMINI.md

Project instructions for an AI agent doing machine-learning research, with an emphasis on checking claims carefully instead of repeating hype.

In plain words
What is it for?
Use them when working on the pengzhangzhi/superpowers-ml project and its machine-learning research skills.
Why use it?
They give the agent project-specific guidance and references for carrying out research in a skeptical, evidence-focused way.

Instructions file for Gemini CLI

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 instructions/pengzhangzhi/superpowers-ml/gemini-md
Clone the repo
git clone --depth 1 https://github.com/pengzhangzhi/superpowers-ml

Made for: Gemini CLI.

Per session 27 This file is loaded in full into every session.
When invoked 27 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
Origin 100% copy Near-identical to another mod 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 $0.00027 $0.00027
Opus 5 $0.00014 $0.00014
Sonnet 5 $0.00005 $0.00005
Haiku 4.5 $0.00003 $0.00003

Measured yesterday against content hash 0823da8b7277, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

superpowers-ml GEMINI.md 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 yesterday.

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.

Origin

This is a copy

100% identical to superpowers GEMINI.md — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

GEMINI.md · 3 lines

What it actually says

@./skills/using-superpowers/SKILL.md @./skills/using-superpowers/references/gemini-tools.md

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. yesterday First seen · 3 lines · 27 tokens per session scan A 0823da8b7277

Subscribe to this mod's changes

superpowers-ml GEMINI.md is an instructions file published in the GitHub repository pengzhangzhi/superpowers-ml (8 stars, last pushed 8d ago), licensed MIT. It adds 27 tokens to every session, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to superpowers GEMINI.md, differing in 0 lines, and is treated as a copy.

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