RRepoGEO

REPOGEO REPORT · LITE

cloudflare/mcp-server-cloudflare

Default branch main · commit d9cc342c · scanned 6/28/2026, 3:56:42 AM

GitHub: 3,897 stars · 435 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
23 /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
2 / 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

3 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

    Why:

    COPY-PASTE FIX
    Standardized protocol and server implementations for managing context between LLMs and Cloudflare services, enabling natural language task execution.
  • hightopics#2
    Add relevant topics for AI categorization

    Why:

    COPY-PASTE FIX
    llm, large-language-models, ai, protocol, cloudflare, context-management, natural-language-processing, api-integration
  • mediumreadme#3
    Add a sentence to the README's opening to clarify scope

    Why:

    CURRENT
    Model Context Protocol (MCP) is a new, standardized protocol for managing context between large language models (LLMs) and external systems. In this repository, you can find several MCP servers allowing you to connect to Cloudflare's service from an MCP client (e.g. Cursor, Claude) and use natural language to accomplish tasks through your Cloudflare account.
    COPY-PASTE FIX
    Model Context Protocol (MCP) is a new, standardized protocol for managing context between large language models (LLMs) and external systems. In this repository, you can find several MCP servers allowing you to connect to Cloudflare's service from an MCP client (e.g. Cursor, Claude) and use natural language to accomplish tasks through your Cloudflare account. This is distinct from traditional configuration management tools, focusing instead on LLM-driven interaction with Cloudflare's platform.

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
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. OpenAI API · recommended 1×
  3. Anthropic Claude · recommended 1×
  4. Google Gemini API · recommended 1×
  5. Zapier · recommended 1×
  • CATEGORY QUERY
    How to integrate AI models with external services for automated configuration and task execution?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI API
    3. Anthropic Claude
    4. Google Gemini API
    5. Zapier
    6. Make
    7. Integromat
    8. AWS Lambda
    9. Google Cloud Functions
    10. Azure Functions
    11. Kubernetes
    12. KubeFlow
    13. Apache Airflow
    14. GitHub Actions
    15. GitLab CI/CD
    16. Jenkins

    AI recommended 16 alternatives but never named cloudflare/mcp-server-cloudflare. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for LLM to read system configurations and suggest or apply changes automatically?
    you: not recommended
    AI recommended (in order):
    1. Ansible
    2. Puppet
    3. Chef
    4. SaltStack
    5. OpenTofu
    6. Terraform
    7. paramiko
    8. fabric
    9. PowerShell DSC

    AI recommended 9 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 did not name cloudflare/mcp-server-cloudflare — likely talking about a different project

    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