hamelsmu/evals-skills

• hightopics#1

  Add relevant topics to improve categorization

  原因：

  复制粘贴的修复

  复制

  llm-evaluation, ai-agents, claude-code, llm-skills, evaluation-audits, prompt-engineering, generative-ai, llm-ops

  待办完成忽略
• highreadme#2

  Reposition README H1 and opening paragraph to clarify its role as an AI agent skillset

  原因：

  当前

  # Eval Skills for AI Coding Agents
  
  Skills that guide AI coding agents to help you build LLM evaluations.

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  # Eval Skills: A Plugin for AI Coding Agents
  
  This repository provides a collection of specialized skills designed as a plugin for AI coding agents (like Claude Code) to systematically build, audit, and improve your LLM evaluation pipelines.

  待办完成忽略
• mediumreadme#3

  Add a 'Why Evals Skills?' section to differentiate from general LLM eval frameworks

  原因：

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  ## Why Evals Skills? (vs. LangChain, DeepEval, Ragas, etc.)
  
  Evals Skills is not a standalone LLM evaluation framework like LangChain, DeepEval, or Ragas. Instead, it's a specialized plugin that equips AI coding agents with actionable "skills" to *assist* you in auditing, improving, and generating evaluations. It acts as an intelligent co-pilot for your agent, guiding it through common pitfalls and best practices in LLM evaluation, rather than providing the core infrastructure for defining and running tests.

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  How can I improve the reliability and robustness of my LLM evaluation pipelines?

  你：未被推荐
  AI 推荐顺序：

  1. LangChain
  2. Arize AI Phoenix
  3. Weights & Biases W&B Prompts
  4. DeepEval
  5. Ragas
  6. Humanloop
  7. MLflow

  AI 推荐了 7 个替代方案，却始终没点名 hamelsmu/evals-skills。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  What tools help AI agents build and audit effective large language model evaluations?

  你：未被推荐
  AI 推荐顺序：

  1. LangChain
  2. Ragas
  3. DeepEval
  4. Phoenix
  5. W&B Prompts
  6. Humanloop
  7. OpenAI Evals

  AI 推荐了 7 个替代方案，却始终没点名 hamelsmu/evals-skills。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  warn

  建议：

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of hamelsmu/evals-skills?

  pass
  ⚠AI 未点名 hamelsmu/evals-skills —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts hamelsmu/evals-skills in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 hamelsmu/evals-skills

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo hamelsmu/evals-skills solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 hamelsmu/evals-skills

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？