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agentic-community/mcp-gateway-registry

默认分支 main · commit b0fcb2db · 扫描时间 2026/6/6 20:21:15

星标 679 · Fork 183

AI 可见性总分
33 /100
亟需修复
品类召回
0 / 2
在所有问题中均未被推荐
规则结果
通过 2 · 警告 0 · 失败 0
客观元数据检查
AI 认识你的名字
2 / 3
直接询问时,AI 是否点名你的仓库
如何阅读这份报告

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 agentic-community/mcp-gateway-registry 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。

整体方向
  • highreadme#1
    Reposition the README's opening paragraph to clarify its specialized role for AI agent tool management

    原因:

    当前
    What is MCP Gateway & Registry? The MCP Gateway & Registry is a unified platform designed for centralizing access to both MCP Servers and AI Agents using the Model Context Protocol (MCP). It serves three core functions: 1. Unified MCP Server Gateway – Centralized access point for multiple MCP servers 2. MCP Servers Registry – Register, discover, and manage access to MCP servers with unified governance 3. Agent Registry & A2A Communica
    复制粘贴的修复
    The **MCP Gateway & Registry** is an enterprise-ready platform specifically designed to centralize and govern access to AI development tools for autonomous AI agents and AI coding assistants. It transforms scattered AI tool server chaos into a unified, secure, and auditable environment, offering dynamic tool discovery and OAuth authentication (Keycloak/Entra). Unlike general cloud platforms or orchestration tools, it provides a dedicated registry and gateway for the Model Context Protocol (MCP), enabling seamless management and discovery of AI agent skills and tools.
  • mediumtopics#2
    Add more specific AI agent and tool management topics

    原因:

    当前
    a2a, agentic-ai, agents, ans, documentdb, ecs, ecs-fargate, entra-id, fgac, mcp, mcp-gateway, mcp-registry, mcp-servers, mongodb, oauth2, okta, registry, skills, terraform
    复制粘贴的修复
    a2a, agentic-ai, agents, ans, documentdb, ecs, ecs-fargate, entra-id, fgac, mcp, mcp-gateway, mcp-registry, mcp-servers, mongodb, oauth2, okta, registry, skills, terraform, ai-agent-orchestration, ai-tool-management, agent-skill-discovery, ai-governance, api-gateway-for-ai
  • lowcomparison#3
    Add a comparison section to the README or documentation

    原因:

    复制粘贴的修复
    Add a new section to the README or link to a dedicated `COMPARISON.md` that outlines 'Why MCP Gateway & Registry?' or 'How it Compares' to generic API gateways, cloud ML platforms (like SageMaker/Vertex AI), or general orchestration tools (like Kubernetes) in the context of AI agent tool management.

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。

召回
0 / 2
0% 的问题里出现了 agentic-community/mcp-gateway-registry
平均排名
越小越好。#1 表示首位推荐。
声量占比
0%
在所有被点名的工具中,你占了多少?
头号对手
Kubernetes
在 2 个问题中被推荐 2 次
竞品排行
  1. Kubernetes · 被推荐 2 次
  2. Azure Machine Learning · 被推荐 1 次
  3. Google Cloud Vertex AI · 被推荐 1 次
  4. AWS SageMaker · 被推荐 1 次
  5. Hugging Face Spaces · 被推荐 1 次
  • 品类问题
    How can I centralize access to various AI development tools for agents securely?
    你:未被推荐
    AI 推荐顺序:
    1. Azure Machine Learning
    2. Google Cloud Vertex AI
    3. AWS SageMaker
    4. Hugging Face Spaces
    5. Hugging Face Inference Endpoints
    6. MLflow
    7. Databricks
    8. Kubernetes
    9. NGINX Ingress Controller
    10. Kong
    11. Domino Data Lab
    12. Pachyderm

    AI 推荐了 12 个替代方案,却始终没点名 agentic-community/mcp-gateway-registry。这就是要补上的差距。

    查看 AI 完整回答
  • 品类问题
    What's the best way to manage and discover AI agent skills across many servers?
    你:未被推荐
    AI 推荐顺序:
    1. Kubernetes
    2. Istio
    3. Linkerd
    4. Apache Kafka
    5. PostgreSQL
    6. MongoDB
    7. Consul
    8. Apache ZooKeeper
    9. Apache Curator
    10. Eureka
    11. Ribbon
    12. Spring Cloud

    AI 推荐了 12 个替代方案,却始终没点名 agentic-community/mcp-gateway-registry。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 completeness
    pass

  • README presence
    pass

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 agentic-community/mcp-gateway-registry?
    pass
    AI 未点名 agentic-community/mcp-gateway-registry —— 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 agentic-community/mcp-gateway-registry in production, what risks or prerequisites should they evaluate first?
    pass
    AI 明确点名了 agentic-community/mcp-gateway-registry

    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 agentic-community/mcp-gateway-registry solve, and who is the primary audience?
    pass
    AI 明确点名了 agentic-community/mcp-gateway-registry

    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 agentic-community/mcp-gateway-registry 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。

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Pro

订阅 Pro,解锁深度诊断

agentic-community/mcp-gateway-registry — 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