RRepoGEO

REPOGEO REPORT · LITE

caidaoli/kiro2api

Default branch main · commit ebf5ad74 · scanned 6/15/2026, 11:36:27 PM

GitHub: 615 stars · 190 forks

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 caidaoli/kiro2api, 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 English description to the 'About' section

    Why:

    COPY-PASTE FIX
    A high-performance AI API proxy server unifying Anthropic Claude, OpenAI, and AWS CodeWhisperer into a single intelligent gateway, featuring multi-account management and dual authentication.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-proxy, llm-gateway, claude-api, openai-api, code-whisperer, api-gateway, multi-account, authentication, golang
  • mediumlicense#3
    Add a LICENSE file to clarify usage rights

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the repository root.

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 caidaoli/kiro2api
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. OpenRouter.ai · recommended 1×
  3. Anyscale Endpoints · recommended 1×
  4. FastAPI · recommended 1×
  5. Express.js · recommended 1×
  • CATEGORY QUERY
    How to create a unified gateway for various large language model APIs?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. OpenRouter.ai
    3. Anyscale Endpoints
    4. FastAPI
    5. Express.js
    6. Kong Gateway
    7. Apigee
    8. AWS API Gateway
    9. Azure API Management
    10. Nginx
    11. OpenResty

    AI recommended 11 alternatives but never named caidaoli/kiro2api. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a proxy to manage multiple AI service accounts with failover and different authentication methods.
    you: not recommended
    AI recommended (in order):
    1. OpenResty (openresty/openresty)
    2. NGINX Plus
    3. Envoy Proxy (envoyproxy/envoy)
    4. HAProxy (haproxy/haproxy)
    5. Kong Gateway (Kong/kong)
    6. Apache APISIX (apache/apisix)

    AI recommended 6 alternatives but never named caidaoli/kiro2api. 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 caidaoli/kiro2api?
    pass
    AI did not name caidaoli/kiro2api — 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 caidaoli/kiro2api in production, what risks or prerequisites should they evaluate first?
    pass
    AI named caidaoli/kiro2api 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 caidaoli/kiro2api solve, and who is the primary audience?
    pass
    AI named caidaoli/kiro2api explicitly

    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 caidaoli/kiro2api. 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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MARKDOWN (README)
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HTML
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caidaoli/kiro2api — 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