readme-reviewer

readme-reviewer is a skill for Claude Code, Codex from espennilsen/pi. It costs 189 tokens per session (3,161 once invoked), scanned A, original, MIT.

A reviewer and writer for a project’s README.md, the main guide that explains what the project does and how to use it. It examines the code, dependencies, commands, project structure, and existing documentation before writing.

In plain words
What is it for?
Use it to review an existing README, generate one for a project, document setup and usage, and identify the project’s scripts, dependencies, and structure.
Why use it?
It helps replace missing, outdated, or inaccurate project documentation with information grounded in the codebase. The result is intended to answer what the project is, why it exists, how to run it, and how to contribute.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to review an existing README, generate one for a project, document setup and usage, and identify the project’s scripts, dependencies, and structure.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/espennilsen/pi/readme-reviewer
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.

Any agent
npx skills add espennilsen/pi --skill readme-reviewer
Clone the repo
git clone --depth 1 https://github.com/espennilsen/pi

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for readme-reviewer

README.md
[![agentmods](https://agentmods.dev/badge/skills/espennilsen/pi/readme-reviewer/github.svg)](https://agentmods.dev/skills/espennilsen/pi/readme-reviewer)
Your own site
<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.

agentmods 80×15 button for readme-reviewer

Your own site · 80×15
<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>
Per session 189 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,161 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 5.1 $0.00189 $0.03161
Opus 5 $0.00095 $0.01580
Sonnet 5 $0.00038 $0.00632
Haiku 4.5 $0.00019 $0.00316

Measured 10d ago against content hash d5e075dc2882, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

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.

skills/readme-reviewer/SKILL.md · 369 lines

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:

  1. What does this project do?
  2. Why does it exist (and why should I care)?
  3. How do I get it running?
  4. How do I use it?
  5. 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

Read the full file on GitHub · 369 lines

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. 10d ago First seen · 369 lines · 189 tokens per session scan A d5e075dc2882

Subscribe to this mod's changes

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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