IonWarp logoIonWarp
Get started
IonWarp Docs
Skills

review-study

Daily quality grading for IonWarp's PR reviews. The head-to-head half (§0) is the point of the skill: pick ONE real PR where at least two review bots commented, read what each bot ACTUALLY WROTE, and grade them head-to-head against our own rubric — judging false positives and MISSED bugs, which no counter can see. §1-§5 add the fleet reliability strip (n, err%, latency, cost) from reviewers_telemetry. Never uses IonWarp's own self-grade as a quality verdict — that number counts findings, and volume is not quality. Read-only — never launches reviews, never writes pins, never posts to GitHub.

Download review-study

⬇ review-study-ab0999492611.zip — 5 file(s), 80.6 KB — or the raw SKILL.md. Content-addressed: the hash in the filename is the SKILL.md sha256, so an unchanged skill always downloads byte-identical bytes from the same URL.

  • Id: skill.review-study
  • Name: review-study
  • Category: analytics
  • Version: 1.0.0
  • Content hash: ab09994926110824922e02c9841363d3731ee936f481299e095361bbc8ad4e93 (sha256 of SKILL.md — the SAME hash the platform records as this skill's executed_hash, so what you download is what the platform executes)

Install

mkdir -p .claude/skills
curl -sSL https://ionwarp.com/docs/skills/review-study-ab0999492611.zip -o /tmp/review-study.zip
unzip -o /tmp/review-study.zip -d .claude/skills

Project-local. Use ~/.claude/skills instead to install it for every project. Or add the whole plugin at once — see the Plugin tab.

mkdir -p .codex/skills
curl -sSL https://ionwarp.com/docs/skills/review-study-ab0999492611.zip -o /tmp/review-study.zip
unzip -o /tmp/review-study.zip -d .codex/skills

Codex reads its instructions from AGENTS.md, so point that file at the skill once: See .codex/skills/review-study/SKILL.md for the review-study procedure.

mkdir -p .cursor/skills
curl -sSL https://ionwarp.com/docs/skills/review-study-ab0999492611.zip -o /tmp/review-study.zip
unzip -o /tmp/review-study.zip -d .cursor/skills

Cursor reads AGENTS.md too, so the same one-line pointer wires it up: See .cursor/skills/review-study/SKILL.md for the review-study procedure.

Install IonWarp Plugin — every published IonWarp agent skill at once, and /plugin update to refresh them:

/plugin marketplace add https://ionwarp.com/docs/skills/marketplace.json
/plugin install ionwarp-plugin

Installing from the marketplace clones the source repository, so it needs repository access. The zip above and the raw URLs are the anonymous path — same bytes, same hash.

# one file
curl -sSL https://ionwarp.com/docs/raw/skills/ionwarp/review-study/SKILL.md -o SKILL.md

# every published skill, with the version hash to cache on
curl -sS https://ionwarp.com/docs/skills/index.json

version is the sha256 of SKILL.md and equals the hash the platform records as this skill's executed_hash — identical version, identical bytes, no refetch.

What's in the download

SKILL.md
grading-rubric.md
judge_call.py
render_digest.py
validate_snapshot.py

Every file is individually fetchable — the raw URLs are in /docs/skills/index.json.

Triggers

  • Grade the reviews on {repo}#{pr}

Inputs

NameTypeRequiredDescription
project_idstringnoDash project id (pr_...) to scope the fleet strip. Defaults to every project in the workspace.

On this page

IonWarp logoIonWarp

Ready to build? Connect an agent and go — no credit card needed to start.

Get startedSee our plans