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SKILL.md

bootstrap

Agent skill fromagentscope-ai/OpenJudge

Use when the user has nothing — no traces, no labels, no eval set — and needs to build a v0 evaluation from scratch. Also use when the user says "I need to start evaluating my app but don't know where to begin," "I want to set up eval for a new product," or has just identified failure modes and needs to turn them into principles. Outputs a v0 grader in 30 minutes using OpenJudge SimpleRubricsGenerator, plus a roadmap to reach calibrated evaluation.

How to install bootstrap

install bootstrap
# install the OpenJudge pack with the skills CLI
npx skills add agentscope-ai/OpenJudge

# or add only this skill to Claude Code: copy the folder

skills/eval_pipeline/08-bootstrap/

# into

~/.claude/skills/08-bootstrap/ (all projects)

.claude/skills/08-bootstrap/ (one project)

skills/eval_pipeline/08-bootstrap/SKILL.md

Apache-2.0Full file
1<HARD-GATE>
2NO v0 grader deployed WITHOUT explicitly marking it as uncalibrated.
3NO synthetic labels — LLM can generate eval inputs, but labels MUST come from real system output + human judgment.
4NO principle without a source label documenting where it came from.
5</HARD-GATE>
6
7# Bootstrap
8
9Cold-start an evaluation system when you have nothing. In 30 minutes you get a working
10v0 grader and a clear path to a calibrated, trustworthy evaluation.
11
12> **Requires OpenJudge** (`pip install py-openjudge`) for the grader generators
13> (`SimpleRubricsGenerator` / `IterativeRubricsGenerator`). The interview, stratification,
14> and calibration-roadmap methodology is SDK-independent.
15
16## Checklist
17
18You MUST create a task for each item and complete them in order:
19
201. **Understand the product** — one-shot interview, not question-by-question
212. **Generate v0 grader** — use OpenJudge SimpleRubricsGenerator
223. **Synthesize eval inputs** — 30 inputs with 60/30/10 stratification
234. **Run v0 evaluation** — GradingRunner with the generated grader
245. **Output roadmap** — exactly how to reach 50 labels → calibrate
25
26## Step 1: Product Interview (One Shot)
27
28Ask the user to describe their system in one go:
29
30```
31To bootstrap your evaluation, I need to understand what you're building.
32Please describe (all at once):
33
34- What does your system do? Who uses it?
35- What are 3 examples of perfect outputs?
36- What are 3 things the system must never do?
37- What failures worry you most?
38```
39…

Excerpt shown under the repository's Apache-2.0 license.

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