RRepoGEO

REPOGEO REPORT · LITE

anfederico/gemini

Default branch master · commit ac777642 · scanned 6/16/2026, 5:22:50 AM

GitHub: 719 stars · 151 forks

AI VISIBILITY SCORE
18 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
0 pass · 1 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 anfederico/gemini, 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
    Expand README to state original purpose and language

    Why:

    CURRENT
    ## Deprecated

This project is no longer maintained.
    COPY-PASTE FIX
    ## Deprecated

This project was originally a lightweight, opinionated, and async-first Python client for the Google Gemini API. It is no longer maintained.
  • mediumabout#2
    Add a concise description and relevant topics

    Why:

    COPY-PASTE FIX
    Set the repository description to: 'A deprecated lightweight, opinionated, and async-first Python client for the Google Gemini API.' Add the following topics: `python`, `gemini`, `llm`, `ai`, `api-client`, `deprecated`, `unmaintained`.
  • mediumlicense#3
    Add a LICENSE file to clarify usage terms

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root containing the full text of the intended open-source license (e.g., MIT, Apache-2.0, GPL-3.0).

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 anfederico/gemini
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Python Library
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Python Library · recommended 1×
  2. LangChain · recommended 1×
  3. LlamaIndex · recommended 1×
  4. google-cloud-aiplatform · recommended 1×
  5. Hugging Face `transformers` · recommended 1×
  • CATEGORY QUERY
    What are the best Python libraries for interacting with a large language model API?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Python Library
    2. LangChain
    3. LlamaIndex
    4. google-cloud-aiplatform
    5. Hugging Face `transformers`
    6. Anthropic Python SDK
    7. Requests

    AI recommended 7 alternatives but never named anfederico/gemini. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking open-source client libraries for multimodal AI model inference in Python.
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers
    2. OpenVINO
    3. ONNX Runtime
    4. PyTorch
    5. TensorFlow
    6. Pytorch-Lightning

    AI recommended 6 alternatives but never named anfederico/gemini. 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
    warn

    Suggestion:

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 anfederico/gemini?
    pass
    AI named anfederico/gemini explicitly

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

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