RRepoGEO

REPOGEO REPORT · LITE

HanaokaYuzu/Gemini-API

Default branch master · commit fbe07905 · scanned 5/24/2026, 5:37:05 PM

GitHub: 3,057 stars · 466 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 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 HanaokaYuzu/Gemini-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
    Strengthen README's opening statement to clarify unofficial nature and benefits

    Why:

    CURRENT
    A reverse-engineered asynchronous Python wrapper for the Google Gemini web app (formerly Bard).
    COPY-PASTE FIX
    Gemini-API: An unofficial, reverse-engineered asynchronous Python wrapper for the Google Gemini *web app* (formerly Bard). It unlocks advanced features like persistent sessions, image/video generation, deep research, and extensions directly from Python, often bypassing limitations of official APIs.
  • mediumreadme#2
    Add a 'Why Choose Gemini-API?' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled 'Why Choose Gemini-API?' or 'Key Differentiators' with content like: 'Unlike official Google Gemini APIs, Gemini-API provides direct access to the full suite of features available in the Gemini web app, including persistent sessions, advanced image and video generation, deep research workflows, and support for Gemini extensions (YouTube, Gmail). It also offers a built-in CLI and a Streamlit-based Web UI for immediate use.'
  • lowabout#3
    Refine GitHub 'About' description to highlight unique benefits

    Why:

    CURRENT
    ✨ Reverse-engineered Python API for Google Gemini web app
    COPY-PASTE FIX
    ✨ Unofficial Python API for Google Gemini web app, enabling advanced features like image/video generation, deep research, and extensions not available via official APIs.

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 HanaokaYuzu/Gemini-API
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 2 of 2 queries
COMPETITOR LEADERBOARD
  1. openai/openai-python · recommended 2×
  2. google/generative-ai-python · recommended 2×
  3. langchain-ai/langchain · recommended 2×
  4. OpenAI API · recommended 1×
  5. asyncio · recommended 1×
  • CATEGORY QUERY
    How can I integrate an advanced generative AI chatbot into my Python application asynchronously?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. asyncio
    3. httpx (encode/httpx)
    4. openai (openai/openai-python)
    5. Anthropic Claude API
    6. anthropic (anthropics/anthropic-python)
    7. Google Gemini API
    8. google-generativeai (google/generative-ai-python)
    9. Hugging Face Inference API
    10. LangChain (langchain-ai/langchain)
    11. langchain-openai (langchain-ai/langchain-openai)
    12. langchain-anthropic (langchain-ai/langchain-anthropic)
    13. langchain-google-genai (langchain-ai/langchain-google-genai)
    14. tenacity (jd/tenacity)

    AI recommended 14 alternatives but never named HanaokaYuzu/Gemini-API. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Python libraries allow generating images and text using an AI model with persistent sessions?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers (huggingface/transformers)
    2. Diffusers (huggingface/diffusers)
    3. OpenAI API (openai/openai-python)
    4. Google AI Studio / Gemini API (google/generative-ai-python)
    5. PyTorch (pytorch/pytorch)
    6. TensorFlow (tensorflow/tensorflow)
    7. Keras (keras-team/keras)
    8. LangChain (langchain-ai/langchain)

    AI recommended 8 alternatives but never named HanaokaYuzu/Gemini-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
    pass

  • 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 HanaokaYuzu/Gemini-API?
    pass
    AI named HanaokaYuzu/Gemini-API explicitly

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

  • If a team adopts HanaokaYuzu/Gemini-API in production, what risks or prerequisites should they evaluate first?
    pass
    AI named HanaokaYuzu/Gemini-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 HanaokaYuzu/Gemini-API solve, and who is the primary audience?
    pass
    AI did not name HanaokaYuzu/Gemini-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

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HanaokaYuzu/Gemini-API — 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