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AI EngineeringPython

Bootstrap

by agentscope-ai

Bootstrap is an AI Engineering skill for Claude Code, published by agentscope-ai in OpenJudge.

797 stars64 forkson agentscope-ai/OpenJudgeAdded 2026/08/23+1% in starsRepository updated 2026/08/03
agentagent-skillsai-agentalignmentevaluationgraderllmrewardreward-modelrlhfskill-mdskills
Install in seconds
Install Bootstrap
Copy Bootstrap into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.
terminal
npx degit https://github.com/agentscope-ai/OpenJudge/tree/main/skills/eval_pipeline/08-bootstrap ~/.claude/skills/08-bootstrap

Requires Node.js. Downloads this skill only โ€” not the rest of the repository โ€” into your Claude Code skills folder.

Without Node.js

git clone https://github.com/agentscope-ai/OpenJudge.git

Clones the whole repository, then copy the skillโ€™s own directory into your skills folder yourself.

In this catalog

Source file
skills/eval_pipeline/08-bootstrap/SKILL.md in agentscope-ai/OpenJudge
Installs to
~/.claude/skills/08-bootstrap
Collection
One of 18 skills cataloged from this repository
Category
AI Engineering โ€” 2451 skills

What Bootstrap does

Bootstrap helps you create a first evaluation when you have no labels, no traces, and no criteria yet. It generates a v0 grader, synthetic test inputs, and a roadmap for collecting human labels and calibrating the evaluator.

Bootstrap is cataloged under AI Engineering on DirSkills. Bootstrap comes from a repository tagged agent, agent-skills, ai-agent, alignment and evaluation.

Documentation

README

Bootstrap

Cold-start an evaluation system when you have nothing. In 30 minutes you get a working v0 grader and a clear path to a calibrated, trustworthy evaluation.

Requires OpenJudge (pip install py-openjudge) for the grader generators (SimpleRubricsGenerator / IterativeRubricsGenerator). The interview, stratification, and calibration-roadmap methodology is SDK-independent.

Checklist

You MUST create a task for each item and complete them in order:

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Bootstrap

  • What else does agentscope-ai publish alongside Bootstrap?

    Bootstrap is one of 18 skills that DirSkills catalogs from agentscope-ai/OpenJudge, the repository it ships in. Its siblings there include Align Human, Auto Arena and BibTeX Verification. Each one is a separate skill with its own page in this directory, installs the same way Bootstrap does, and is maintained by agentscope-ai in that same repository. The rest of the collection is listed on the agentscope-ai/OpenJudge page.

  • How does Bootstrap compare to other AI Engineering skills?

    Bootstrap ranks #1620 by stars among the 2451 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Bootstrap against them. Open each page to compare what they document and how they install.

More from agentscope-ai/OpenJudge

Bootstrap is one of 18 skills cataloged on DirSkills from agentscope-ai/OpenJudge.

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Auto Arena

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BibTeX Verification

BibTeX Verification checks each .bib entry against CrossRef, arXiv, and DBLP to find fake or mis-cited references. Use it to audit bibliography files and report entries as verified, suspect, or not found.
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Eval Design

Eval Design helps create stratified evaluation datasets, adversarial test cases, and labeling guides from traces, specs, or interviews. It outputs OpenJudge-compatible datasets for GradingRunner.
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Eval Report

Eval Report synthesizes evaluation runs into a maturity assessment, cross-skill signals, weaknesses, and prioritized actions. Use it for ship-readiness reviews, evaluation audits, and health checks of the eval system itself.
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