Score Pyrefly Change
facebook/pyrefly
Produces a scorecard evaluating a pyrefly change on correctness and quality.
A skill your agent uses when changing or evaluating judge prompts, scoring thresholds, usage floors, or judgment eval corpora.
MITAuto-check passed
Install Judge Evaluation
$ npx skills add kunchenguid/compact-adviser --skill judge-evaluation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install kunchenguid/compact-adviser judge-evaluation --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/kunchenguid/compact-adviser.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/judge-evaluation .claude/skills/judge-evaluation && 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 "judge-evaluation" agent skill from https://github.com/kunchenguid/compact-adviser/tree/main/.agents/skills/judge-evaluation into .claude/skills/judge-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "judge-evaluation", 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/kunchenguid/compact-adviser/tree/main/.agents/skills/judge-evaluationType 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 kunchenguid/compact-adviser --skill judge-evaluation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install kunchenguid/compact-adviser judge-evaluation --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kunchenguid/compact-adviser.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/judge-evaluation .agents/skills/judge-evaluation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "judge-evaluation" agent skill from https://github.com/kunchenguid/compact-adviser/tree/main/.agents/skills/judge-evaluation into .agents/skills/judge-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "judge-evaluation", 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 kunchenguid/compact-adviser --skill judge-evaluation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install kunchenguid/compact-adviser judge-evaluation --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kunchenguid/compact-adviser.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/judge-evaluation .cursor/skills/judge-evaluation && 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 "judge-evaluation" agent skill from https://github.com/kunchenguid/compact-adviser/tree/main/.agents/skills/judge-evaluation into .cursor/skills/judge-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "judge-evaluation", 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/kunchenguid/compact-adviser.git --path .agents/skills/judge-evaluation--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 kunchenguid/compact-adviser --skill judge-evaluation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install kunchenguid/compact-adviser judge-evaluation --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kunchenguid/compact-adviser.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/judge-evaluation .gemini/skills/judge-evaluation && 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 "judge-evaluation" agent skill from https://github.com/kunchenguid/compact-adviser/tree/main/.agents/skills/judge-evaluation into .gemini/skills/judge-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "judge-evaluation", 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 kunchenguid/compact-adviser judge-evaluationInstalls 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 kunchenguid/compact-adviser --skill judge-evaluation -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/kunchenguid/compact-adviser.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/judge-evaluation .github/skills/judge-evaluation && 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 "judge-evaluation" agent skill from https://github.com/kunchenguid/compact-adviser/tree/main/.agents/skills/judge-evaluation into .github/skills/judge-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "judge-evaluation", 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 kunchenguid/compact-adviser --skill judge-evaluation -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install kunchenguid/compact-adviser judge-evaluation --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kunchenguid/compact-adviser.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/judge-evaluation .opencode/skills/judge-evaluation && 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 "judge-evaluation" agent skill from https://github.com/kunchenguid/compact-adviser/tree/main/.agents/skills/judge-evaluation into .opencode/skills/judge-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "judge-evaluation", 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
judge-evaluation- GitHub stars
- 211
- Token cost
- ~187 tokens
- SKILL.md length
- 70 words
- Files
- 1
- Skills in repo
- 3
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when changing or evaluating judge prompts, scoring thresholds, usage floors, or judgment eval corpora.
- Evaluating judge prompts
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Scoring thresholds
- Judgment eval corpora
What it does
Judge Evaluation is an agent skill from kunchenguid/compact-adviser. Use when changing or evaluating judge prompts, scoring thresholds, usage floors, or judgment eval corpora.
Its SKILL.md is about 190 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: "Work appears completed or recorded. Run /compact to save tokens.". The licence is MIT.
When your agent uses it
- Evaluating judge prompts
- Scoring thresholds
- Judgment eval corpora
Example prompts
- “/judge-evaluation”
What it can do on your machine
Read from SKILL.md and the folder at commit 28be11c. 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
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
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
Judge Evaluation loads about 187 tokens when it runs. Until then it costs about 31 tokens; SKILL.md has 70 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
The full file from kunchenguid/compact-adviser at commit 28be11c, republished under its MIT licence (© kunchenguid). 70 words, ~187 tokens.
Download SKILL.mdSave it as
.claude/skills/judge-evaluation/SKILL.md (or your agent's skills folder).- name
- judge-evaluation
- description
- Use when changing or evaluating judge prompts, scoring thresholds, usage floors, or judgment eval corpora.
- user-invocable
- false
- metadata.internal
- true
- Judge design rule, measured: two one-sentence atomic questions composed in code beat any single question that folds two judgments together (TypeSafe's own guidance). Hill-climb prompt changes with
eval/tools/earn.py(paired bootstrap) and read the usage-floor ladder witheval/tools/schedule.py; a clause stays only if it earns its place. - Judgment eval harness:
packages/pi-extension/eval/. Session transcripts, labels, worksheets, and results stay in gitignoredeval/local/. See that README for the corpus contract and label rubric.
© kunchenguid, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in .agents/skills/judge-evaluation of kunchenguid/compact-adviser.
Open the folder on GitHubat commit 28be11c
Compare with similar skills
Judge Evaluation 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 |
|---|---|---|---|---|---|---|
| Judge Evaluation this skillkunchenguid/compact-adviser | 211 | — | ~187 | Automated safety check: Pass | MIT | |
| Score Pyrefly Changefacebook/pyrefly | 7.1k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Arize Evaluatorgithub/awesome-copilot | 40k | 1 repos | ~8.1k | Automated safety check: Notes | MIT | |
| EvaluatorsArize-ai/phoenix | 12k | — | ~1.7k | Automated safety check: Pass | Custom licence | |
| LLM Evaluationdavila7/claude-code-templates | 32k | 12 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Agent Evaluationsickn33/agentic-awesome-skills | 47k | 1 repos | ~2k | Automated safety check: Pass | MIT |
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More from kunchenguid/compact-adviser
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Questions about Judge Evaluation
What does Judge Evaluation do?
A skill your agent uses when changing or evaluating judge prompts, scoring thresholds, usage floors, or judgment eval corpora. Judge Evaluation is an agent skill from kunchenguid/compact-adviser. Use when changing or evaluating judge prompts, scoring thresholds, usage floors, or judgment eval corpora.
When should I use Judge Evaluation?
Judge Evaluation fits situations like: evaluating judge prompts; scoring thresholds; judgment eval corpora.
How do I install Judge Evaluation in Claude Code?
Run `npx skills add kunchenguid/compact-adviser --skill judge-evaluation -a claude-code`. Or copy the skill folder (.agents/skills/judge-evaluation in kunchenguid/compact-adviser) into .claude/skills/judge-evaluation in your project. Claude Code loads it when a task matches its description.
How do I install Judge Evaluation in Codex?
Run `npx skills add kunchenguid/compact-adviser --skill judge-evaluation -a codex`. Or copy the skill folder (.agents/skills/judge-evaluation in kunchenguid/compact-adviser) into .agents/skills/judge-evaluation in your project. Codex loads it when a task matches its description.
Can I use Judge Evaluation 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 kunchenguid/compact-adviser --skill judge-evaluation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/judge-evaluation, .gemini/skills/judge-evaluation, .github/skills/judge-evaluation and .opencode/skills/judge-evaluation in your project.
What does Judge Evaluation need to run?
SKILL.md names no scripts, command-line tools or credentials: Judge Evaluation is instructions for the agent only.
Does Judge Evaluation access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Judge Evaluation 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 Judge Evaluation use?
Judge Evaluation is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Judge Evaluation use?
About 187 tokens (SKILL.md is roughly 748 characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Judge Evaluation?
Skills that share tags, products or a category with Judge Evaluation: Score Pyrefly Change (facebook/pyrefly, 7.1k stars), Arize Evaluator (github/awesome-copilot, 40k stars), Evaluators (Arize-ai/phoenix, 12k stars) and LLM Evaluation (davila7/claude-code-templates, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Judge Evaluation?
kunchenguid (a GitHub user) maintains it in kunchenguid/compact-adviser, which has 211 GitHub stars. The repository holds 3 skills in this directory. The repository was last updated on October 9, 2026.
Source: kunchenguid/compact-adviser on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.