benchmark-fp-fn-audit
Audit React Doctor against ReactBench or similar diagnostic benchmark corpora for confirmed false positives, false negatives, taxonomy gaps, and verifier artifacts. Use when analyzing rd.log, rd-before.json, rd-after.json, model.patch, result.json, reward/test logs, rule distributions, or when asked to perform a second adversarial pass over React Doctor benchmark findings.
Profile →npx skills add millionco/react-doctor --skill benchmark-fp-fn-audit --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# React Doctor benchmark FP/FN audit Perform an evidence-backed audit of React Doctor diagnostics across a benchmark corpus. Read the complete rule documentation, quantify the distribution of failures, inspect every relevant trial artifact, and independently perform a second pass for additional false positives and false negatives. ## Corpus and required resources For this benchmark, use: ```text /home/aidenybai/Developer/react-bench-internal/jobs/ReactBench-v1.1-beta-rd-0.9.3-consolidated-final-20260801 ``` Read the complete React Doctor rule documentation from: ```text https://www.react.doctor/docs/rules ``` Read these repository review materials when they exist: ```text /home/aidenybai/Developer/react-bench-internal/docs/aiden-review ``` Do not treat prior reviews or reports as ground truth. Use them as leads and reverify every claim against the current benchmark revision. For every inspected trial, locate and read: - `verifier/model.patch` - `verifier/rd-before.json` - `verifier/rd-after.json` - `verifier/rd.log` - `result.json` - reward and test logs, discovered with `rg --files` - the task README, prompt, or review material - the base and patched source files referenced by the
- Corpus and required resources
- Evidence rules
- Workflow
- 1. Inventory the corpus
- 2. Build diagnostic distributions
- 3. Inspect high-impact clusters
- 4. Perform the independent second pass
- 5. Produce audit artifacts
What does the benchmark-fp-fn-audit skill do?
Audit React Doctor against ReactBench or similar diagnostic benchmark corpora for confirmed false positives, false negatives, taxonomy gaps, and verifier artifacts. Use when analyzing rd.log, rd-before.json, rd-after.json, model.patch, result.json, reward/test logs, rule distributions, or when asked to perform a second adversarial pass over React Doctor benchmark findings.
How do I install it?
Run `npx skills add millionco/react-doctor --skill benchmark-fp-fn-audit --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From millionco/react-doctor, a repository with 14,264 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.