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MicrosoftDocs/Agent-Skills
默认分支 main · commit aab6d788 · 扫描时间 2026/6/6 19:06:48
星标 588 · Fork 61
行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 MicrosoftDocs/Agent-Skills 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。
行动计划 — 可复制粘贴的修复
3 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。
- highreadme#1Reposition the README H1 and opening paragraph to differentiate from SDKs/CLIs
原因:
当前# ☁️ Azure Agent Skills > 🚀 **Agentic Skills for Azure Development** > > Supercharge your AI coding assistant with curated, production-ready skills for Microsoft Azure. Works seamlessly with:
复制粘贴的修复# ☁️ Azure Agent Skills: Pre-built Expertise for AI Coding Assistants > 🚀 **Agentic Skills for Azure Development** > > Supercharge your AI coding assistant with curated, production-ready skills for Microsoft Azure. Unlike generic SDKs or CLIs, this repository provides ready-to-use agentic capabilities that enable AI assistants to understand and interact with Azure services intelligently. Works seamlessly with:
- mediumtopics#2Add more specific topics to emphasize 'pre-built skills' and 'agent capabilities'
原因:
当前agent, agent-skills, agentic-skills, agentskill, ai, ai-agents, ai-coding, azure, azure-functions, azure-kubernetes-service, azure-openai, azure-sql-database, azure-storage, azure-virtual-machine, claude-code, github-copilot, microsoft-learn, openai-codex, skills
复制粘贴的修复agent, agent-skills, agentic-skills, agentskill, ai, ai-agents, ai-coding, azure, azure-functions, azure-kubernetes-service, azure-openai, azure-sql-database, azure-storage, azure-virtual-machine, claude-code, github-copilot, microsoft-learn, openai-codex, skills, ai-agent-skills, pre-built-skills, agent-tools, ai-expertise, cloud-agent-skills
- lowreadme#3Add a prominent warning about production use to the README intro
原因:
复制粘贴的修复**⚠️ Important Note:** This solution is not intended for production use as-is. It serves as a starting point for developers to build their own skill-based routing solutions for AI agents.
本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash
品类可见性 — 真正的 GEO 测试
向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?
各模型使用同一组问题 — 切换标签对比回答与排名。
- AWS Boto3 · 被推荐 1 次
- Azure SDK for Python · 被推荐 1 次
- Google Cloud Client Libraries for Python · 被推荐 1 次
- Terraform CLI · 被推荐 1 次
- AWS Documentation · 被推荐 1 次
- 品类问题How can I improve my AI coding assistant's knowledge of cloud services?你:未被推荐AI 推荐顺序:
- AWS Boto3
- Azure SDK for Python
- Google Cloud Client Libraries for Python
- Terraform CLI
- AWS Documentation
- Azure Documentation
- Google Cloud Documentation
- AWS Samples
- Azure Samples
- Google Cloud Samples
- Serverless Framework Examples
- A Cloud Guru
- Pluralsight
- AWS News Blog
- Azure Blog
- Google Cloud Blog
- The New Stack
AI 推荐了 17 个替代方案,却始终没点名 MicrosoftDocs/Agent-Skills。这就是要补上的差距。
查看 AI 完整回答
- 品类问题Where can I find pre-built expertise for AI agents working with cloud infrastructure?你:未被推荐AI 推荐顺序:
- AWS Bedrock Agents
- Azure AI Studio
- Google Cloud Vertex AI Agent Builder
- LangChain (langchain-ai/langchain)
- LlamaIndex (run-llama/llama_index)
- Hugging Face Agents (huggingface/transformers)
- OpenAI Assistants API
AI 推荐了 7 个替代方案,却始终没点名 MicrosoftDocs/Agent-Skills。这就是要补上的差距。
查看 AI 完整回答
客观检查
针对 AI 引擎最看重的元数据信号的规则审计。
- Metadata completenesspass
- README presencepass
自指检查
当被直接问到你时,AI 是否还知道你的仓库存在?
- Compared to common alternatives in this category, what is the core differentiator of MicrosoftDocs/Agent-Skills?passAI 未点名 MicrosoftDocs/Agent-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 MicrosoftDocs/Agent-Skills in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 MicrosoftDocs/Agent-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 MicrosoftDocs/Agent-Skills solve, and who is the primary audience?passAI 未点名 MicrosoftDocs/Agent-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?
嵌入你的 GEO 徽章
把这个徽章贴进 MicrosoftDocs/Agent-Skills 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。
[](https://repogeo.com/zh/r/MicrosoftDocs/Agent-Skills)<a href="https://repogeo.com/zh/r/MicrosoftDocs/Agent-Skills"><img src="https://repogeo.com/badge/MicrosoftDocs/Agent-Skills.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
MicrosoftDocs/Agent-Skills — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。
- 深度报告每月 10 次
- 无品牌品类查询5,轻量 2
- 优先行动项8,轻量 3