{"id":47206306,"url":"https://github.com/hamelsmu/evals-skills","last_synced_at":"2026-05-04T13:40:50.082Z","repository":{"id":341468282,"uuid":"1170210179","full_name":"hamelsmu/evals-skills","owner":"hamelsmu","description":"Skills for AI Evals to compliment the course: AI Evals For Engineers \u0026 PMs","archived":false,"fork":false,"pushed_at":"2026-03-03T23:15:08.000Z","size":58,"stargazers_count":999,"open_issues_count":2,"forks_count":104,"subscribers_count":9,"default_branch":"main","last_synced_at":"2026-03-28T01:16:05.733Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"https://maven.com/parlance-labs/evals?promoCode=evals-info-url","language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/hamelsmu.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-03-01T21:20:09.000Z","updated_at":"2026-03-27T23:13:30.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/hamelsmu/evals-skills","commit_stats":null,"previous_names":["hamelsmu/evals-skills"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/hamelsmu/evals-skills","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hamelsmu%2Fevals-skills","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hamelsmu%2Fevals-skills/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hamelsmu%2Fevals-skills/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hamelsmu%2Fevals-skills/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/hamelsmu","download_url":"https://codeload.github.com/hamelsmu/evals-skills/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hamelsmu%2Fevals-skills/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32610261,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-04T10:08:07.713Z","status":"ssl_error","status_checked_at":"2026-05-04T10:08:02.005Z","response_time":58,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2026-03-13T14:00:25.033Z","updated_at":"2026-05-04T13:40:50.041Z","avatar_url":"https://github.com/hamelsmu.png","language":null,"funding_links":[],"categories":["Others","Testing and QA Skills","🧠 Agent Skills"],"sub_categories":[],"readme":"# Eval Skills for AI Coding Agents\n\nSkills that guide AI coding agents to help you build LLM evaluations.\n\nThese skills guard against common mistakes I've seen helping 50+ companies and teaching students in our [AI Evals course](https://maven.com/parlance-labs/evals?promoCode=evals-info-url). If you're new to evals, see [questions.md](questions.md) for free resources on the fundamentals.\n\n## New to Evals? Start Here\n\nIf you are new to evals, start with the `eval-audit` skill. Give your coding agent these instructions:\n\n\u003e Install the eval skills plugin from https://github.com/hamelsmu/evals-skills, then run /evals-skills:eval-audit on my eval pipeline. Investigate each diagnostic area using a separate subagent in parallel, then synthesize the findings into a single report. Use other skills in the plugin as recommended by the audit.\n\nThe audit isn't a complete solution, but it will catch common problems we've seen in evals. It will also recommend other skills to use to fix the problems.\n\n## Installation\n\nIn Claude Code, run these two commands:\n\n```bash\n# Step 1: Register the plugin repository\n/plugin marketplace add hamelsmu/evals-skills\n\n# Step 2: Install the plugin\n/plugin install evals-skills@hamelsmu-evals-skills\n```\n\nTo upgrade:\n\n```bash\n/plugin update evals-skills@hamelsmu-evals-skills\n```\n\nAfter installation, restart Claude Code. The skills will appear as `/evals-skills:\u003cskill-name\u003e`.\n\n## Installation (npx skills)\n\nIf you use the open Skills CLI, install from this repo with:\n\n```bash\nnpx skills add https://github.com/hamelsmu/evals-skills\n```\n\nInstall one skill only:\n\n```bash\nnpx skills add https://github.com/hamelsmu/evals-skills --skill eval-audit\n```\n\nCheck for updates:\n\n```bash\nnpx skills check\nnpx skills update\n```\n\n## Available Skills\n\n| Skill | What it does |\n|-------|-------------|\n| eval-audit | Audit an eval pipeline and surface problems with prioritized severity |\n| error-analysis | Guide the user through reading traces and categorizing failures |\n| generate-synthetic-data | Create diverse synthetic test inputs using dimension-based tuple generation |\n| write-judge-prompt | Design LLM-as-Judge evaluators for subjective quality criteria |\n| validate-evaluator | Calibrate LLM judges against human labels using data splits, TPR/TNR, and bias correction |\n| evaluate-rag | Evaluate retrieval and generation quality in RAG pipelines |\n| build-review-interface | Build custom annotation interfaces for human trace review |\n\nInvoke a skill with `/evals-skills:skill-name`, e.g., `/evals-skills:error-analysis`.\n\n## Write Your Own Skills\n\nThese skills are a starting point and only encode common mistakes that generalize across projects. Skills grounded in your stack, your domain, and your data will outperform them. Start here, then write your own.\n\nThe [meta-skill](meta-skill.md) can help you ground custom skills. \n\n## Beyond These Skills\n\nThese skills handle the parts of eval work that generalize across projects. Much of the process doesn't: production monitoring, CI/CD integration, data analysis, and much more. The [course](https://maven.com/parlance-labs/evals?promoCode=evals-info-url) covers all of it.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhamelsmu%2Fevals-skills","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhamelsmu%2Fevals-skills","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhamelsmu%2Fevals-skills/lists"}