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wong2/awesome-mcp-servers
默认分支 main · commit d589dba2 · 扫描时间 2026/5/12 01:58:00
星标 4,053 · Fork 1,269
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 wong2/awesome-mcp-servers 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
2 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#1Add a clear definition of 'Model Context Protocol (MCP) servers' to the README
原因:
当前> [!NOTE] > We do not accept PRs. Please submit your MCP on the website: https://mcpservers.org/submit
复制粘贴的修复A curated list of servers implementing the Model Context Protocol (MCP), designed to provide structured, real-time data and services for AI agents and applications. This repository helps developers discover and integrate various MCP servers for tasks like web content fetching, file operations, and financial data access. > [!NOTE] > We do not accept PRs. Please submit your MCP on the website: https://mcpservers.org/submit
- mediumreadme#2Add a section explaining 'What is Model Context Protocol (MCP)?'
原因:
复制粘贴的修复## What is Model Context Protocol (MCP)? The Model Context Protocol (MCP) is a standardized way for AI agents and applications to access external, real-time context and services. MCP servers provide structured data streams, tools, and APIs that allow AI models to interact with the real world, fetch information, perform actions, and enhance their decision-making capabilities beyond their training data. This protocol enables AI to be more dynamic, informed, and integrated into various ecosystems, from financial analysis to web automation.
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。
- Gong.io · 被推荐 1 次
- Chorus.ai · 被推荐 1 次
- Twilio Segment · 被推荐 1 次
- Amplitude · 被推荐 1 次
- Mixpanel · 被推荐 1 次
- 品类问题Looking for services that offer contextual data streams for AI model integration.你:未被推荐AI 推荐顺序:
- Gong.io
- Chorus.ai
- Twilio Segment
- Amplitude
- Mixpanel
- Salesforce
- Zendesk
AI 推荐了 7 个替代方案,却始终没点名 wong2/awesome-mcp-servers。这就是要补上的差距。
查看 AI 完整回答
- 品类问题What are the options for getting external context into my AI agent's decision-making?你:未被推荐AI 推荐顺序:
- LangChain
- LlamaIndex
- Pinecone
- Weaviate
- Chroma
- Elasticsearch
- OpenSearch
- requests
- fetch
AI 推荐了 9 个替代方案,却始终没点名 wong2/awesome-mcp-servers。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 completenesswarn
建议:
- 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 wong2/awesome-mcp-servers?passAI 未点名 wong2/awesome-mcp-servers —— 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 wong2/awesome-mcp-servers in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 wong2/awesome-mcp-servers
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 wong2/awesome-mcp-servers solve, and who is the primary audience?passAI 未点名 wong2/awesome-mcp-servers —— 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 wong2/awesome-mcp-servers 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/wong2/awesome-mcp-servers)<a href="https://repogeo.com/zh/r/wong2/awesome-mcp-servers"><img src="https://repogeo.com/badge/wong2/awesome-mcp-servers.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
wong2/awesome-mcp-servers — 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