用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt;运行前请先检查来源。
npx skills add https://github.com/NeoLabHQ/context-engineering-kit --skill judge命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地?可下载 SkillsMP 当前能够提供的文件。
Reconcile the project's FPF state with recent repository changes
creates draft task file in .specs/tasks/draft/ with original user intent
Evaluate and improve Claude Code commands, skills, and agents. Use when testing prompt effectiveness, validating context engineering choices, or measuring improvement quality.
基于 SOC 职业分类
正在显示 SKILL.md
| name | judge |
| description | Launch a meta-judge then a judge sub-agent to evaluate results produced in the current conversation |
| argument-hint | [evaluation-focus] |
Before launching the evaluation pipeline, identify what needs evaluation:
Identify the work to evaluate:
Extract evaluation context:
Provide scope for user:
Evaluation Scope:
- Original request: [summary]
- Work produced: [description]
- Files involved: [list]
- Artifact type: [code | documentation | configuration | etc.]
- Evaluation focus: [from arguments or "general quality"]
Launching meta-judge to generate evaluation criteria...
IMPORTANT: Pass only the extracted context to the sub-agents - not the entire conversation. This prevents context pollution and enables focused assessment.
Launch a meta-judge agent to generate an evaluation specification tailored to the specific work being evaluated. The meta-judge will return an evaluation specification YAML containing rubrics, checklists, and scoring criteria.
Meta-Judge Prompt:
## Task
Generate an evaluation specification yaml for the following evaluation task. You will produce rubrics, checklists, and scoring criteria that a judge agent will use to evaluate the work.
CLAUDE_PLUGIN_ROOT=`${CLAUDE_PLUGIN_ROOT}`
## User Prompt
{Original task or request that prompted the work}
## Context
{Any relevant context about the work being evaluated}
{Evaluation focus from arguments, or "General quality assessment"}
## Artifact Type
{code | documentation | configuration | etc.}
## Instructions
Return only the final evaluation specification YAML in your response.
Dispatch:
Use Task tool:
- description: "Meta-judge: Generate evaluation criteria for {brief work summary}"
- prompt: {meta-judge prompt}
- model: opus
- subagent_type: "sadd:meta-judge"
Wait for the meta-judge to complete before proceeding to Phase 3.
After the meta-judge completes, extract its evaluation specification YAML and dispatch the judge agent with both the work context and the specification.
CRITICAL: Provide to the judge the EXACT meta-judge evaluation specification YAML. Do not skip, add, modify, shorten, or summarize any text in it!
Judge Agent Prompt:
You are an Expert Judge evaluating the quality of work against an evaluation specification produced by the meta judge.
CLAUDE_PLUGIN_ROOT=`${CLAUDE_PLUGIN_ROOT}`
## Work Under Evaluation
[ORIGINAL TASK]
{paste the original request/task}
[/ORIGINAL TASK]
[WORK OUTPUT]
{summary of what was created/modified}
[/WORK OUTPUT]
[FILES INVOLVED]
{list of files with brief descriptions}
[/FILES INVOLVED]
## Evaluation Specification
```yaml
{meta-judge's evaluation specification YAML}
Follow your full judge process as defined in your agent instructions!
CRITICAL: You must reply with this exact structured evaluation report format in YAML at the START of your response!
CRITICAL: NEVER provide score threshold to judges in any format. Judge MUST not know what threshold for score is, in order to not be biased!!!
**Dispatch:**
Use Task tool:
### Phase 4: Process and Present Results
After receiving the judge's evaluation:
1. **Validate the evaluation**:
- Check that all criteria have scores in valid range (1-5)
- Verify each score has supporting justification with evidence
- Confirm weighted total calculation is correct
- Check for contradictions between justification and score
- Verify self-verification was completed with documented adjustments
2. **If validation fails**:
- Note the specific issue
- Request clarification or re-evaluation if needed
3. **Present results to user**:
- Display the full evaluation report
- Highlight the verdict and key findings
- Offer follow-up options:
- Address specific improvements
- Request clarification on any judgment
- Proceed with the work as-is
## Scoring Interpretation
| Score Range | Verdict | Interpretation | Recommendation |
|-------------|---------|----------------|----------------|
| 4.50 - 5.00 | EXCELLENT | Exceptional quality, exceeds expectations | Ready as-is |
| 4.00 - 4.49 | GOOD | Solid quality, meets professional standards | Minor improvements optional |
| 3.50 - 3.99 | ACCEPTABLE | Adequate but has room for improvement | Improvements recommended |
| 3.00 - 3.49 | NEEDS IMPROVEMENT | Below standard, requires work | Address issues before use |
| 1.00 - 2.99 | INSUFFICIENT | Does not meet basic requirements | Significant rework needed |
## Important Guidelines
1. **Meta-judge first**: Always generate evaluation specification before judging - never skip the meta-judge phase
2. **Include CLAUDE_PLUGIN_ROOT**: Both meta-judge and judge need the resolved plugin root path
3. **Meta-judge YAML**: Pass only the meta-judge YAML to the judge, do not modify it
4. **Context Isolation**: Pass only relevant context to sub-agents - not the entire conversation
5. **Justification First**: Always require evidence and reasoning BEFORE the score
6. **Evidence-Based**: Every score must cite specific evidence (file paths, line numbers, quotes)
7. **Bias Mitigation**: Explicitly warn against length bias, verbosity bias, and authority bias
8. **Be Objective**: Base assessments on evidence and rubric definitions, not preferences
9. **Be Specific**: Cite exact locations, not vague observations
10. **Be Constructive**: Frame criticism as opportunities for improvement with impact context
11. **Consider Context**: Account for stated constraints, complexity, and requirements
12. **Report Confidence**: Lower confidence when evidence is ambiguous or criteria unclear
13. **Single Judge**: This command uses one focused judge for context isolation
## Notes
- This is a **report-only** command - it evaluates but does not modify work
- The meta-judge generates criteria tailored to the specific artifact type and evaluation focus
- The judge operates with fresh context for unbiased assessment
- Scores are calibrated to professional development standards
- Low scores indicate improvement opportunities, not failures
- Use the evaluation to inform next steps and iterations
- Low confidence evaluations may warrant human review