devlab-eval-driven-agent

devlab-eval-driven-agent is an LLM evaluation & observability skill for AI agents, published by seed-forge in the harness-ai-kit repository on GitHub. Skillspace rates devlab-eval-driven-agent D (60/100) and it passed the safety scan; the rating is based on static analysis only.

eval 自评测体系驱动的 AI Agent 生产体系方法论。以评测集为核心资产，建立"评测集组织 + Mock 隔离 + 标准化比对 + 自动评测脚本 + 回归门禁"闭环；L0-L4 分层评测（确定性单测/轨迹评测/输出评测/生产回归/安全成本护栏），L1 golden session 轨迹断言，L2/L3 数据后端接 Langfuse（dataset/scores/LLM-as-judge），配套 evalctl CLI（0.3.x）。Triggers on "评测集", "eval", "回归测试", "准确率怎么保证", "测试数据集", "AI 质量护栏", "eval-driven", "LLM-as-judge", "langfuse 评测", "scores", "质量评分", "轨迹评测", "golden session", "agent 测试", "工具调用序列".

Grade
D
Quality
60 / 100
Safety
Passed
GitHub stars
22

Unproven: rated by static analysis only, not yet compared head-to-head.

Our two independent classifiers differ on this skill's category, so treat the placement as provisional.

This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.

View source on GitHubseed-forge/harness-ai-kit

Our review

Architecture
93 / 100
Maturity
Basic: a single SKILL.md
Security scan
Low-risk patterns
License
Not declared. Check the repository before reusing it.

What the scanner flagged

  • mentions secrets in text

Not checked yet

  • Category is a classifier prediction; no model has read this skill yet
  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

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