RRepoGEO

REPOGEO REPORT · LITE

Quorinex/Kiro-Go

Default branch main · commit a2e3971c · scanned 6/1/2026, 6:02:35 AM

GitHub: 794 stars · 208 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 Quorinex/Kiro-Go, 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 H1 to explicitly state API gateway function

    Why:

    CURRENT
    # Kiro-Go
    
    Convert Kiro accounts to OpenAI / Anthropic compatible API service.
    COPY-PASTE FIX
    # Kiro-Go: OpenAI/Anthropic API Gateway & Account Pooler
    
    Convert Kiro accounts into a unified, load-balanced API service compatible with OpenAI and Anthropic standards.
  • hightopics#2
    Add descriptive topics for AI API gateway functionality

    Why:

    CURRENT
    kiro, kiro2api
    COPY-PASTE FIX
    kiro, kiro2api, openai-api, anthropic-api, api-gateway, api-proxy, load-balancing, ai-tools, llm-proxy, multi-account
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/Quorinex/Kiro-Go

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 Quorinex/Kiro-Go
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LiteLLM
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LiteLLM · recommended 1×
  2. OpenAI Python Library · recommended 1×
  3. FastAPI · recommended 1×
  4. Pydantic · recommended 1×
  5. Node.js · recommended 1×
  • CATEGORY QUERY
    How to make a proprietary AI service compatible with OpenAI or Anthropic API standards?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. OpenAI Python Library
    3. FastAPI
    4. Pydantic
    5. Node.js
    6. Express.js
    7. Zod
    8. Joi
    9. Go
    10. Gin
    11. Echo
    12. LangChain

    AI recommended 12 alternatives but never named Quorinex/Kiro-Go. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a tool to pool multiple AI service accounts into a single load-balanced API gateway.
    you: not recommended
    AI recommended (in order):
    1. Azure API Management
    2. AWS API Gateway
    3. Kong Gateway (Kong/kong)
    4. Apigee
    5. Envoy Proxy (envoyproxy/envoy)
    6. Nginx Plus
    7. Nginx

    AI recommended 7 alternatives but never named Quorinex/Kiro-Go. 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 Quorinex/Kiro-Go?
    pass
    AI named Quorinex/Kiro-Go explicitly

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

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

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

Embed your GEO score

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