RRepoGEO

REPOGEO REPORT · LITE

cloudflare/workers-mcp

Default branch main · commit e22d7c46 · scanned 6/6/2026, 7:37:38 AM

GitHub: 639 stars · 62 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface cloudflare/workers-mcp, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README H1 to explicitly state core function for AI assistants

    Why:

    CURRENT
    # `workers-mcp`

> **Talk to a Cloudflare Worker from Claude Desktop!**

> [!WARNING]  
> You should start here instead — and build a **remote** MCP server
    COPY-PASTE FIX
    # `workers-mcp`

**Connect your Cloudflare Workers directly to AI assistants like Claude Desktop, Cursor, and other MCP clients, exposing your Worker's functions as custom commands and tools.** This package provides the CLI and in-Worker logic to turn your serverless functions into powerful extensions for local AI coding agents.

> [!WARNING]  
> You should start here instead — and build a **remote** MCP server
  • mediumreadme#2
    Emphasize the unique proxy architecture for Cloudflare Workers in README

    Why:

    COPY-PASTE FIX
    Add this sentence to the 'What is `workers-mcp`?' section, perhaps after the first paragraph: 'Unlike generic API integrations, `workers-mcp` provides a dedicated proxy layer that translates your Worker's TypeScript methods into local MCP tools, specifically designed for Cloudflare's serverless environment.'

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface cloudflare/workers-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
VS Code Extension API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. VS Code Extension API · recommended 1×
  2. GitHub Copilot Chat API · recommended 1×
  3. Codeium API/Extension Points · recommended 1×
  4. Tabnine Custom Models/APIs · recommended 1×
  5. Language Server Protocol (LSP) Specification · recommended 1×
  • CATEGORY QUERY
    How to integrate custom backend services with local AI code assistants?
    you: not recommended
    AI recommended (in order):
    1. VS Code Extension API
    2. GitHub Copilot Chat API
    3. Codeium API/Extension Points
    4. Tabnine Custom Models/APIs
    5. Language Server Protocol (LSP) Specification
    6. vscode-languageserver-node
    7. Neovim LSP Client
    8. Emacs `lsp-mode`
    9. OpenAI API
    10. Hugging Face Transformers
    11. LocalAI

    AI recommended 11 alternatives but never named cloudflare/workers-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tooling for exposing serverless function APIs as custom commands for AI assistants?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Assistants API
    2. LangChain
    3. LlamaIndex
    4. AWS Lambda
    5. API Gateway
    6. Amazon Alexa
    7. Google Assistant
    8. Azure Functions
    9. Azure API Management
    10. Microsoft Copilot Studio
    11. Power Virtual Agents
    12. Zapier
    13. Make
    14. Integromat

    AI recommended 14 alternatives but never named cloudflare/workers-mcp. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of cloudflare/workers-mcp?
    pass
    AI named cloudflare/workers-mcp explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts cloudflare/workers-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cloudflare/workers-mcp explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo cloudflare/workers-mcp solve, and who is the primary audience?
    pass
    AI named cloudflare/workers-mcp explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite