RRepoGEO

REPOGEO REPORT · LITE

sums001/Windows-Copilot-API

Default branch master · commit 87baede9 · scanned 6/25/2026, 1:18:17 AM

GitHub: 662 stars · 236 forks

AI VISIBILITY SCORE
22 /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
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 sums001/Windows-Copilot-API, 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
  • highreadme#1
    Reposition README opening to highlight free, OpenAI-compatible value

    Why:

    CURRENT
    **Using your own Microsoft Copilot account.** No API key, no credits, no paid plan: it turns the free chat at copilot.microsoft.com into an API you can call from code.
    COPY-PASTE FIX
    **Unlock free access to advanced LLMs via an OpenAI-compatible API.** This project turns your personal Microsoft Copilot account into a powerful, no-cost API, letting you access GPT-4 and GPT-5 models without API keys, credits, or paid plans.
  • mediumtopics#2
    Add more specific topics to improve category visibility

    Why:

    CURRENT
    ai, ai-agents, api, copilot, llm, microsoft-copilot, openai
    COPY-PASTE FIX
    ai, ai-agents, api, copilot, llm, microsoft-copilot, openai, free-llm, openai-compatible, unofficial-api
  • mediumhomepage#3
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/sums001/Windows-Copilot-API

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 sums001/Windows-Copilot-API
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenRouter.ai
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenRouter.ai · recommended 1×
  2. Perplexity AI · recommended 1×
  3. Hugging Face Inference API · recommended 1×
  4. Google AI Studio · recommended 1×
  5. Together AI · recommended 1×
  • CATEGORY QUERY
    How to get free access to advanced large language models via an OpenAI-compatible API?
    you: not recommended
    AI recommended (in order):
    1. OpenRouter.ai
    2. Perplexity AI
    3. Hugging Face Inference API
    4. Google AI Studio
    5. Together AI
    6. Groq API
    7. Mistral AI

    AI recommended 7 alternatives but never named sums001/Windows-Copilot-API. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python library to integrate free web-based AI chat services into my applications.
    you: not recommended
    AI recommended (in order):
    1. revChatGPT
    2. PyChatGPT
    3. EdgeGPT
    4. bardapi
    5. free-chatgpt-api

    AI recommended 5 alternatives but never named sums001/Windows-Copilot-API. 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 sums001/Windows-Copilot-API?
    pass
    AI did not name sums001/Windows-Copilot-API — 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 sums001/Windows-Copilot-API in production, what risks or prerequisites should they evaluate first?
    pass
    AI named sums001/Windows-Copilot-API 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 sums001/Windows-Copilot-API solve, and who is the primary audience?
    pass
    AI did not name sums001/Windows-Copilot-API — 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?

Embed your GEO score

Drop this badge into the README of sums001/Windows-Copilot-API. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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