Vercel Composition Patterns
supabase/supabase
React composition patterns that scale. An agent skill from supabase/supabase.
Audit React Doctor against ReactBench or similar diagnostic benchmark corpora for confirmed false positives, false negatives, taxonomy gaps, and verifier artifacts.
Install Benchmark Fp Fn Audit
$ npx skills add millionco/react-doctor --skill benchmark-fp-fn-audit -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install millionco/react-doctor benchmark-fp-fn-audit --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/millionco/react-doctor.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/benchmark-fp-fn-audit .claude/skills/benchmark-fp-fn-audit && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "benchmark-fp-fn-audit" agent skill from https://github.com/millionco/react-doctor/tree/main/.agents/skills/benchmark-fp-fn-audit into .claude/skills/benchmark-fp-fn-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "benchmark-fp-fn-audit", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/millionco/react-doctor/tree/main/.agents/skills/benchmark-fp-fn-auditType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add millionco/react-doctor --skill benchmark-fp-fn-audit -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install millionco/react-doctor benchmark-fp-fn-audit --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/millionco/react-doctor.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/benchmark-fp-fn-audit .agents/skills/benchmark-fp-fn-audit && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "benchmark-fp-fn-audit" agent skill from https://github.com/millionco/react-doctor/tree/main/.agents/skills/benchmark-fp-fn-audit into .agents/skills/benchmark-fp-fn-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "benchmark-fp-fn-audit", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add millionco/react-doctor --skill benchmark-fp-fn-audit -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install millionco/react-doctor benchmark-fp-fn-audit --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/millionco/react-doctor.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/benchmark-fp-fn-audit .cursor/skills/benchmark-fp-fn-audit && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "benchmark-fp-fn-audit" agent skill from https://github.com/millionco/react-doctor/tree/main/.agents/skills/benchmark-fp-fn-audit into .cursor/skills/benchmark-fp-fn-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "benchmark-fp-fn-audit", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/millionco/react-doctor.git --path .agents/skills/benchmark-fp-fn-audit--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add millionco/react-doctor --skill benchmark-fp-fn-audit -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install millionco/react-doctor benchmark-fp-fn-audit --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/millionco/react-doctor.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/benchmark-fp-fn-audit .gemini/skills/benchmark-fp-fn-audit && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "benchmark-fp-fn-audit" agent skill from https://github.com/millionco/react-doctor/tree/main/.agents/skills/benchmark-fp-fn-audit into .gemini/skills/benchmark-fp-fn-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "benchmark-fp-fn-audit", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install millionco/react-doctor benchmark-fp-fn-auditInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add millionco/react-doctor --skill benchmark-fp-fn-audit -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/millionco/react-doctor.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/benchmark-fp-fn-audit .github/skills/benchmark-fp-fn-audit && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "benchmark-fp-fn-audit" agent skill from https://github.com/millionco/react-doctor/tree/main/.agents/skills/benchmark-fp-fn-audit into .github/skills/benchmark-fp-fn-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "benchmark-fp-fn-audit", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add millionco/react-doctor --skill benchmark-fp-fn-audit -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install millionco/react-doctor benchmark-fp-fn-audit --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/millionco/react-doctor.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/benchmark-fp-fn-audit .opencode/skills/benchmark-fp-fn-audit && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "benchmark-fp-fn-audit" agent skill from https://github.com/millionco/react-doctor/tree/main/.agents/skills/benchmark-fp-fn-audit into .opencode/skills/benchmark-fp-fn-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "benchmark-fp-fn-audit", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
benchmark-fp-fn-audit- GitHub stars
- 15k
- Token cost
- ~2k tokens
- SKILL.md length
- 748 words
- Files
- 3 (incl. references)
- Skills in repo
- 13
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Audit React Doctor against ReactBench or similar diagnostic benchmark corpora for confirmed false positives, false negatives, taxonomy gaps, and verifier artifacts.
- Works in 5 steps: Inventory the corpus → Build diagnostic distributions → Inspect high-impact clusters → …
- Analyzing rd.log
- SKILL.md covers Corpus and required resources, Evidence rules and Workflow
- Calls rg; reaches react.doctor
What it does
Benchmark Fp Fn Audit is an agent skill from millionco/react-doctor. 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.
Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `agents/openai.yaml` and `references/benchmark-artifacts.md`).
It sits in Development. It works with React. The repository describes itself as: Your agent writes bad React. This catches it.
When your agent uses it
- Analyzing rd.log
- Reward/test logs
- Rule distributions
- Asked to perform a second adversarial pass over React Doctor benchmark findings
Example prompts
- “/benchmark-fp-fn-audit”
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Inventory the corpus
- Build diagnostic distributions
- Inspect high-impact clusters
- Perform the independent second pass
- Produce audit artifacts
What it can do on your machine
Read from SKILL.md and the folder at commit 5b301c9. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
rg
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
react.doctor
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Benchmark Fp Fn Audit loads about 2k tokens when it runs, and up to ~2.6k if it reads all its reference files. Until then it costs about 99 tokens; SKILL.md has 748 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 748 words (~1,974 tokens).
“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.”
- name
- benchmark-fp-fn-audit
Files
SKILL.md and 2 other files (references) in .agents/skills/benchmark-fp-fn-audit of millionco/react-doctor.
- SKILL.md
- agents/openai.yaml
- references/benchmark-artifacts.md
Open the folder on GitHubat commit 5b301c9
Compare with similar skills
Benchmark Fp Fn Audit next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Benchmark Fp Fn Audit this skillmillionco/react-doctor | 15k | — | ~2k | Automated safety check: Pass | Custom licence | |
| Vercel Composition Patternssupabase/supabase | 111k | 58 repos | ~726 | Automated safety check: Pass | MIT | |
| Electron Multi-Process ArchitectureiOfficeAI/AionUi | 33k | 1 repos | ~1.8k | Automated safety check: Pass | Apache-2.0 | |
| Nx Generatenomcopter/react-mosaic | 4.8k | 7 repos | ~1.9k | Automated safety check: Pass | Custom licence | |
| @pierre/diffs Code Renderingpierrecomputer/pierre | 6.3k | 2 repos | ~803 | Automated safety check: Pass | Apache-2.0 | |
| OpenTUI Terminal Interfacescline/cline | 70k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 |
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Works with
Categories
Questions about Benchmark Fp Fn Audit
What does Benchmark Fp Fn Audit do?
Audit React Doctor against ReactBench or similar diagnostic benchmark corpora for confirmed false positives, false negatives, taxonomy gaps, and verifier artifacts. Benchmark Fp Fn Audit is an agent skill from millionco/react-doctor. Audit React Doctor against ReactBench or similar diagnostic benchmark corpora for confirmed false positives, false negatives, taxonomy gaps, and verifier artifacts.
When should I use Benchmark Fp Fn Audit?
Benchmark Fp Fn Audit fits situations like: analyzing rd.log; reward/test logs; rule distributions; asked to perform a second adversarial pass over React Doctor benchmark findings.
How do I install Benchmark Fp Fn Audit in Claude Code?
Run `npx skills add millionco/react-doctor --skill benchmark-fp-fn-audit -a claude-code`. Or copy the skill folder (.agents/skills/benchmark-fp-fn-audit in millionco/react-doctor) into .claude/skills/benchmark-fp-fn-audit in your project. Claude Code loads it when a task matches its description.
How do I install Benchmark Fp Fn Audit in Codex?
Run `npx skills add millionco/react-doctor --skill benchmark-fp-fn-audit -a codex`. Or copy the skill folder (.agents/skills/benchmark-fp-fn-audit in millionco/react-doctor) into .agents/skills/benchmark-fp-fn-audit in your project. Codex loads it when a task matches its description.
Can I use Benchmark Fp Fn Audit in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add millionco/react-doctor --skill benchmark-fp-fn-audit -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/benchmark-fp-fn-audit, .gemini/skills/benchmark-fp-fn-audit, .github/skills/benchmark-fp-fn-audit and .opencode/skills/benchmark-fp-fn-audit in your project.
What does Benchmark Fp Fn Audit need to run?
Going by SKILL.md and its folder, Benchmark Fp Fn Audit needs the command-line tools its instructions call (rg).
Does Benchmark Fp Fn Audit access the network?
SKILL.md names 1 domain. In commands or code: react.doctor; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Is Benchmark Fp Fn Audit safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Benchmark Fp Fn Audit use?
Benchmark Fp Fn Audit has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Benchmark Fp Fn Audit use?
About 2k tokens (SKILL.md is roughly 7.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 621 tokens, read only when the agent opens those files.
What are the alternatives to Benchmark Fp Fn Audit?
Skills that share tags, products or a category with Benchmark Fp Fn Audit: Vercel Composition Patterns (supabase/supabase, 111k stars), Electron Multi-Process Architecture (iOfficeAI/AionUi, 33k stars), Nx Generate (nomcopter/react-mosaic, 4.8k stars) and @pierre/diffs Code Rendering (pierrecomputer/pierre, 6.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Benchmark Fp Fn Audit?
millionco (a GitHub organization) maintains it in millionco/react-doctor, which has 14,992 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on October 10, 2026.
Source: millionco/react-doctor on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.