axiomhq avatar

Writing Evals

Scaffolds evaluation suites for the Axiom AI SDK by generating eval files, scorers, flag schemas, and config from natural language descriptions. It reads your AI code first, traces inputs and outputs, then creates colocated .eval.ts files with at least two scorers per capability (correctness plus quality checks). The philosophy is solid: evals are tests for AI, scorers are assertions, flags are variables. It knows the difference between reference-based and reference-free scorers and will pick the right pattern based on whether you're returning categories, free text, structured objects, or tool calls. Use this when you need to prove your AI features still work after every change.

skills.sh installs
2.2K
GitHub stars
17
last updated
Aug 21, 2026

Install

$ npx -y skills add axiomhq/skills --skill writing-evals --agent claude-code

Installs into .claude/skills of the current project.

Files

Scaffolds evaluation suites for the Axiom AI SDK by generating eval files, scorers, flag schemas, and config from natural language descriptions. It reads your AI code first, traces inputs and outputs, then creates colocated .eval.ts files with at least two scorers per capability (correctness plus quality checks). The philosophy is solid: evals are tests for AI, scorers are assertions, flags are variables. It knows the difference between reference-based and reference-free scorers and will pick the right pattern based on whether you're returning categories, free text, structured objects, or tool calls. Use this when you need to prove your AI features still work after every change.

Browse the repository on GitHub

Sponsors

Details

Repository
github.com/axiomhq/skills
Category
Documentation
First seen
Jun 3, 2026

More from axiomhq/skills

All 6
1ar9av avatarwiki-switchar9av/obsidian-wikiSwitch between multiple Obsidian wiki vault profiles. Use this skill when the user says "/wiki-switch NAME", "switch to my work wiki", "switch vault", "change w2.1Kskills.sh installs
2vinvcn avatarwriting-great-skillsvinvcn/mattpocock-skills-zh-cn编写和编辑优秀 skills 的参考:让技能可预测的词汇和原则。2.1Kskills.sh installs
3nashsu avatarllm-wikinashsu/llm_wiki_skillQuery the user's LLM Wiki knowledge base (the LLM Wiki desktop app at 127.0.0.1:19828 — NOT Obsidian, Notion, Apple Notes, Logseq, or any other PKM tool). Trigg1.9Kskills.sh installs
4lingzhi227 avatarpaper-writing-sectionlingzhi227/agent-research-skillsWrite a specific section of an academic paper (Abstract, Introduction, Background, Related Work, Methods, Experiments, Results, Discussion/Conclusion) with sect1.8Kskills.sh installs
5master-cai avatarresearch-paper-writingmaster-cai/research-paper-writing-skillsImprove academic paper writing quality for ML/CV/NLP-style papers with clear section structure, paragraph flow, and reviewer-facing presentation. Use when draft1.8Kskills.sh installs
6everyinc avatarce-demo-reeleveryinc/compound-engineering-plugince demo reel1.8Kskills.sh installs