RRepoGEO

REPOGEO REPORT · LITE

cloudflare/mcp-server-cloudflare

Default branch main · commit 10a47554 · scanned 5/17/2026, 2:57:14 AM

GitHub: 3,746 stars · 394 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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/mcp-server-cloudflare, 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
  • highabout#1
    Add a concise 'About' description to clarify purpose

    Why:

    COPY-PASTE FIX
    Cloudflare MCP Server provides implementations of the Model Context Protocol (MCP) for connecting large language models (LLMs) to Cloudflare services, enabling natural language automation of cloud infrastructure tasks.
  • lowhomepage#2
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://docs.mcp.cloudflare.com/mcp

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/mcp-server-cloudflare
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Microsoft Azure OpenAI Service
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Microsoft Azure OpenAI Service · recommended 2×
  2. Terraform · recommended 1×
  3. OpenAI · recommended 1×
  4. Anthropic · recommended 1×
  5. Google Gemini · recommended 1×
  • CATEGORY QUERY
    How to use large language models to automate cloud infrastructure tasks?
    you: not recommended
    AI recommended (in order):
    1. Terraform
    2. OpenAI
    3. Anthropic
    4. Google Gemini
    5. Pulumi
    6. AWS CloudFormation
    7. LangChain
    8. LlamaIndex
    9. Hugging Face Transformers
    10. PyTorch
    11. TensorFlow
    12. AWS CodeWhisperer
    13. Google Cloud Duet AI
    14. Microsoft Azure OpenAI Service
    15. GitHub Copilot

    AI recommended 15 alternatives but never named cloudflare/mcp-server-cloudflare. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for natural language interaction with application security and performance settings?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4 / GPT-3.5 Turbo
    2. Microsoft Azure OpenAI Service
    3. Google Cloud Vertex AI
    4. Hugging Face Transformers (huggingface/transformers)
    5. Rasa (RasaHQ/rasa)
    6. Dialogflow
    7. Amazon Lex

    AI recommended 7 alternatives but never named cloudflare/mcp-server-cloudflare. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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/mcp-server-cloudflare?
    pass
    AI named cloudflare/mcp-server-cloudflare 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/mcp-server-cloudflare in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cloudflare/mcp-server-cloudflare 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/mcp-server-cloudflare solve, and who is the primary audience?
    pass
    AI named cloudflare/mcp-server-cloudflare explicitly

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

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cloudflare/mcp-server-cloudflare — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite