RRepoGEO

REPOGEO REPORT · LITE

kittors/CliRelay

Default branch main · commit 9170e9ae · scanned 5/7/2026, 10:22:17 PM

GitHub: 659 stars · 51 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 kittors/CliRelay, 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
    Strengthen the README's opening statement for AI categorization

    Why:

    CURRENT
    <p align="center">
  <strong>A unified proxy server for AI CLI tools — use your <em>existing</em> subscriptions with any OpenAI / Gemini / Claude / Codex compatible client.</strong>
</p>
    COPY-PASTE FIX
    CliRelay is a unified API proxy server that transforms your existing AI CLI subscriptions (Gemini, Claude, OpenAI Codex, Qwen, iFlow) into a single, OpenAI/Gemini/Claude/Codex compatible API endpoint. This allows you to use free or paid CLI access with any standard AI client, complete with routing, failover, and management features.
  • mediumhomepage#2
    Add the project's documentation URL as the homepage

    Why:

    COPY-PASTE FIX
    https://help.router-for.me/

Category GEO backends resolved for this scan: google/gemini-2.0-flash-001, deepseek/deepseek-chat

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.0-flash-001. 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 kittors/CliRelay
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. Hugging Face Inference API · recommended 1×
  3. vLLM · recommended 1×
  4. Anyscale Endpoints · recommended 1×
  5. Together AI · recommended 1×
  • CATEGORY QUERY
    How can I access multiple large language models through a single compatible API endpoint?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Hugging Face Inference API
    3. vLLM
    4. Anyscale Endpoints
    5. Together AI
    6. Predibase
    7. Baseten

    AI recommended 7 alternatives but never named kittors/CliRelay. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to expose my existing AI CLI subscriptions as a standard API service?
    you: not recommended
    AI recommended (in order):
    1. FastAPI
    2. Flask
    3. Node.js
    4. Express
    5. gRPC
    6. AWS API Gateway
    7. AWS Lambda
    8. Azure API Management
    9. Azure Functions
    10. Google Cloud Endpoints
    11. Google Cloud Functions

    AI recommended 11 alternatives but never named kittors/CliRelay. 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 kittors/CliRelay?
    pass
    AI named kittors/CliRelay explicitly

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

  • If a team adopts kittors/CliRelay in production, what risks or prerequisites should they evaluate first?
    pass
    AI named kittors/CliRelay 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 kittors/CliRelay solve, and who is the primary audience?
    pass
    AI named kittors/CliRelay explicitly

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

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kittors/CliRelay — 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