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.
npx skills add espennilsen/pi --skill readme-reviewergit clone --depth 1 https://github.com/espennilsen/piWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/espennilsen/pi/readme-reviewer)<a href="https://agentmods.dev/skills/espennilsen/pi/readme-reviewer"><img src="https://agentmods.dev/badge/skills/espennilsen/pi/readme-reviewer/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/espennilsen/pi/readme-reviewer"><img src="https://agentmods.dev/badge/skills/espennilsen/pi/readme-reviewer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00189 | $0.03161 |
| Opus 5 | $0.00095 | $0.01580 |
| Sonnet 5 | $0.00038 | $0.00632 |
| Haiku 4.5 | $0.00019 | $0.00316 |
Grade A, and why
readme-reviewer 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 10d 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.
How it starts
The opening of the file, as written. The whole thing — 369 lines — stays where its author put it; the contents beside it link to each section on GitHub.
README Reviewer & Generator
Analyze a codebase and produce a high-quality README.md that follows industry best practices.
Philosophy
A README is the front door to a project. It should answer five questions in under 60 seconds:
- What does this project do?
- Why does it exist (and why should I care)?
- How do I get it running?
- How do I use it?
- How can I contribute or get help?
Everything else is secondary. The skill prioritizes accuracy over boilerplate — every claim in the README must be verifiable from the codebase.
Workflow
Phase 1 — Deep Scan
Before writing a single line of the README, gather facts. Do NOT hallucinate features or commands. Every statement must come from the codebase.
# 1. Project structure overview
find . -maxdepth 3 -type f | head -80
ls -la
# 2. Package manifest & dependencies
cat package.json 2>/dev/null # Node.js
cat Cargo.toml 2>/dev/null # Rust
cat pyproject.toml setup.py setup.cfg requirements.txt 2>/dev/null # Python
cat go.mod 2>/dev/null # Go
cat Gemfile 2>/dev/null # Ruby
cat composer.json 2>/dev/null # PHP
cat pom.xml build.gradle 2>/dev/null # Java/Kotlin
# 3. Available scripts & entry points
# Node: extract "scripts" from package.json
# Python: look for __main__.py, cli.py, manage.py, app.py
# Rust/Go: look for main.rs / main.go
# 4. Config files that reveal tooling
ls .github/workflows/ 2>/dev/null # CI/CD
cat Dockerfile docker-compose.yml 2>/dev/null # Docker
cat .env.example .env.sample 2>/dev/null # Environment vars
cat Makefile 2>/dev/null # Make targets
cat tsconfig.json 2>/dev/null # TypeScript config
cat .eslintrc* .prettierrc* 2>/dev/null # Linting
# 5. Existing documentation
cat README.md 2>/dev/null
cat CONTRIBUTING.md 2>/dev/null
cat LICENSE* 2>/dev/null
cat CHANGELOG.md 2>/dev/null
ls docs/ 2>/dev/null
# 6. Tests
ls tests/ test/ __tests__/ spec/ 2>/dev/null
grep -r "test" package.json 2>/dev/null | head -5
# 7. Git info (if available)
git remote -v 2>/dev/null
git log --oneline -5 2>/dev/null
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.
- 10d ago First seen · 369 lines · 189 tokens per session scan A d5e075dc2882
readme-reviewer is a skill published in the GitHub repository espennilsen/pi (116 stars, last pushed 17d ago), licensed MIT. It adds 189 tokens to every session and 3,161 once invoked, about $0.0009 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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