RRepoGEO

REPOGEO REPORT · LITE

dsdanielpark/Bard-API

Default branch main · commit d5398b93 · scanned 5/24/2026, 2:36:56 PM

GitHub: 5,202 stars · 498 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 dsdanielpark/Bard-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
    Clarify project status and purpose in README's opening

    Why:

    CURRENT
    The current README starts with 'Development Status :: 7 - Inactive' followed by a large notice directing users to Gemini API.
    COPY-PASTE FIX
    This repository, `dsdanielpark/Bard-API`, provides an unofficial Python wrapper for Google Bard, accessing its services via cookie values through reverse-engineering. Please note that this project is currently inactive (Development Status :: 7 - Inactive). For active development and access to Google's latest conversational AI, please refer to `dsdanielpark/Gemini-API` (https://github.com/dsdanielpark/Gemini-API).
  • mediumtopics#2
    Refine topics to emphasize unique access method

    Why:

    CURRENT
    ai-api, api, bard, bard-api, chatbot, google, google-bard, google-bard-api, google-bard-python, google-maps-api, googlebard, llm, nlp
    COPY-PASTE FIX
    ai-api, api, bard, bard-api, chatbot, google, google-bard, google-bard-api, google-bard-python, googlebard, llm, nlp, reverse-engineering, cookie-based-api, unofficial-api
  • lowabout#3
    Enhance repository description for clarity

    Why:

    CURRENT
    The unofficial python package that returns response of Google Bard through cookie value.
    COPY-PASTE FIX
    An unofficial Python package that reverse-engineers Google Bard's interface to return responses via cookie values.

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 dsdanielpark/Bard-API
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
requests
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. requests · recommended 1×
  2. httpx · recommended 1×
  3. selenium · recommended 1×
  4. BeautifulSoup4 · recommended 1×
  5. lxml · recommended 1×
  • CATEGORY QUERY
    How can I programmatically interact with a conversational AI using Python and session cookies?
    you: not recommended
    AI recommended (in order):
    1. requests
    2. httpx
    3. selenium
    4. BeautifulSoup4
    5. lxml

    AI recommended 5 alternatives but never named dsdanielpark/Bard-API. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python package to access large language model services without standard API authentication.
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. LangChain
    3. Hugging Face Transformers
    4. OpenAI Python Client
    5. Anthropic Python Client
    6. Google Generative AI Python Client

    AI recommended 6 alternatives but never named dsdanielpark/Bard-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 dsdanielpark/Bard-API?
    pass
    AI did not name dsdanielpark/Bard-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?

  • If a team adopts dsdanielpark/Bard-API in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dsdanielpark/Bard-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 dsdanielpark/Bard-API solve, and who is the primary audience?
    pass
    AI named dsdanielpark/Bard-API 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 dsdanielpark/Bard-API. 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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dsdanielpark/Bard-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