RRepoGEO

REPOGEO REPORT · LITE

su-kaka/gcli2api

Default branch master · commit ecc207f4 · scanned 5/14/2026, 11:39:11 AM

GitHub: 4,756 stars · 1,298 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 su-kaka/gcli2api, 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 the README H1 and opening sentence to emphasize 'CLI to LLM API proxy'

    Why:

    CURRENT
    # GeminiCLI to API

**将 GeminiCLI 和 Antigravity 转换为 OpenAI 、GEMINI 和 Claude API 兼容接口**
    COPY-PASTE FIX
    # gcli2api: CLI to LLM API Proxy

**将 GeminiCLI 和 Antigravity 等命令行工具转换为兼容 OpenAI、GEMINI 和 Claude API 的统一接口服务。**
  • hightopics#2
    Add specific topics to clarify the repo's function as an API proxy/adapter

    Why:

    CURRENT
    antigravity-ide, antigravity2api, claude, claude-api, claude-code, gemini, gemini-ai, gemini-api, gemini-pro
    COPY-PASTE FIX
    antigravity-ide, antigravity2api, claude, claude-api, claude-code, gemini, gemini-ai, gemini-api, gemini-pro, cli-to-api, llm-proxy, api-adapter, unified-api, cli-wrapper
  • mediumhomepage#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    https://github.com/su-kaka/gcli2api

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 su-kaka/gcli2api
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
openai/openai-python
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. openai/openai-python · recommended 1×
  2. anthropics/anthropic-sdk-python · recommended 1×
  3. google/generative-ai-python · recommended 1×
  4. psf/requests · recommended 1×
  5. curl/curl · recommended 1×
  • CATEGORY QUERY
    How to make command-line AI tools compatible with common large language model APIs?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Python Library (openai/openai-python)
    2. Anthropic Python SDK (anthropics/anthropic-sdk-python)
    3. Google Cloud Generative AI SDK for Python (google/generative-ai-python)
    4. requests (psf/requests)
    5. curl (curl/curl)
    6. axios (axios/axios)
    7. Typer (tiangolo/typer)
    8. Click (pallets/click)
    9. commander.js (tj/commander.js)

    AI recommended 9 alternatives but never named su-kaka/gcli2api. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a proxy to integrate various AI models using a unified API endpoint.
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. OpenRouter
    3. Portkey.ai
    4. Helicone
    5. LangChain
    6. BlindAI
    7. NGINX

    AI recommended 7 alternatives but never named su-kaka/gcli2api. 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 su-kaka/gcli2api?
    pass
    AI named su-kaka/gcli2api explicitly

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

  • If a team adopts su-kaka/gcli2api in production, what risks or prerequisites should they evaluate first?
    pass
    AI named su-kaka/gcli2api 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 su-kaka/gcli2api solve, and who is the primary audience?
    pass
    AI named su-kaka/gcli2api explicitly

    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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