Automate creation, testing, and optimization of Claude Code skills.
npx skills add https://github.com/jin-bo/agentao --skill skill-creator-jin-bo
Please help me install this Agent Skill. Skill: skill-creator Source: https://github.com/jin-bo/agentao/tree/main/skills/skill-creator Command: npx skills add https://github.com/jin-bo/agentao --skill skill-creator-jin-bo
Creating effective AI agent skills requires more than just writing instructions — it demands systematic testing, quantitative evaluation, and iterative refinement to ensure reliable triggering and consistent performance. Without a structured workflow, skills often undertrigger, behave inconsistently, or fail to handle edge cases.
Use the skill-creator skill to design a new skill for your specific task, run evaluation prompts against it, and automatically refine its description until it triggers reliably.
High-intent search queries and answers about installing and using this skill.
You can benchmark AI agent skills by running parallel test cases with baseline comparisons, automatically grading assertions, and aggregating benchmark statistics with variance analysis to ensure reliable triggering and consistent performance.
Optimizing skill descriptions uses machine learning to iteratively improve trigger accuracy, applying train/test splits to prevent overfitting and refining the text until the agent consistently activates the skill.
Structured skill creation guides you through capturing intent, drafting SKILL.md files using progressive disclosure, and organizing bundled resources like scripts and references into a reproducible package.
Yes, blind comparison provides rigorous A/B testing of skill versions by using independent agents to judge output quality without bias, ensuring objective evaluation of description changes.
Yes, the skill creation and evaluation workflow requires Python with the anthropic and pyyaml dependencies installed to automate benchmarking, description optimization, and packaging tasks.
AI skills undertrigger or behave inconsistently without systematic testing, quantitative evaluation, and iterative refinement to handle edge cases and ensure reliable agent performance.
lubancafeValidate sandboxed skill loading and script execution in Node.js environments.
JansenAnalyticsPlan, design, and package self-contained AgentSkills with optional scripts, references, and assets.
FrekiManagarmGenerate spec-compliant SKILL.md files with YAML frontmatter for Claude Code skills.
zhbonerDraft SKILL.md files and refine them through prompt-based test evaluations.
