RRepoGEO

REPOGEO REPORT · LITE

dmmulroy/cloudflare-skill

Default branch main · commit 97a85fdd · scanned 6/11/2026, 11:33:08 PM

GitHub: 724 stars · 71 forks

AI VISIBILITY SCORE
17 /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
1 / 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 dmmulroy/cloudflare-skill, 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

    Why:

    COPY-PASTE FIX
    AI-optimized reference documentation for Cloudflare's platform, designed for consumption by AI assistants and LLMs within OpenCode, covering Workers, Pages, storage, AI services, networking, security, and IaC.
  • mediumreadme#2
    Reposition the README H1 to clarify purpose

    Why:

    CURRENT
    # Cloudflare Skill for OpenCode
    COPY-PASTE FIX
    # Cloudflare Reference Documentation for AI Assistants (OpenCode)

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 dmmulroy/cloudflare-skill
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 1×
  2. Amazon CodeWhisperer · recommended 1×
  3. ChatGPT · recommended 1×
  4. Claude · recommended 1×
  5. Gemini · recommended 1×
  • CATEGORY QUERY
    How can an AI assistant provide contextual guidance for developing on serverless edge platforms?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Amazon CodeWhisperer
    3. ChatGPT
    4. Claude
    5. Gemini
    6. Stack Overflow for Teams
    7. CloudZero
    8. Datadog
    9. Snyk Code
    10. Checkmarx SAST

    AI recommended 10 alternatives but never named dmmulroy/cloudflare-skill. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools offer AI-optimized reference documentation for building global-scale web services?
    you: not recommended
    AI recommended (in order):
    1. SwaggerHub
    2. Postman
    3. Stoplight Studio
    4. Redocly
    5. ReadMe.com
    6. GitHub Pages
    7. Jekyll
    8. Hugo
    9. widdershins
    10. openapi-generator
    11. Docusaurus

    AI recommended 11 alternatives but never named dmmulroy/cloudflare-skill. 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 dmmulroy/cloudflare-skill?
    pass
    AI did not name dmmulroy/cloudflare-skill — 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?

  • If a team adopts dmmulroy/cloudflare-skill in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dmmulroy/cloudflare-skill 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 dmmulroy/cloudflare-skill solve, and who is the primary audience?
    pass
    AI did not name dmmulroy/cloudflare-skill — 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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  • Brand-free category queries5 vs 2 in Lite
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