RRepoGEO

REPOGEO REPORT · LITE

acheong08/Bard

Default branch main · commit cd896079 · scanned 5/20/2026, 7:02:10 AM

GitHub: 1,403 stars · 171 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 acheong08/Bard, 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 README's opening statement to emphasize "Python SDK for unofficial Google Bard API"

    Why:

    CURRENT
    # Bard 
Reverse engineering of Google's Bard chatbot API
    COPY-PASTE FIX
    # Bard: Unofficial Python SDK for Google Bard (now Gemini) API 
Programmatic access to Google Bard (now Gemini) through a reverse-engineered Python API client.
  • mediumtopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    chatbot, google, google-bard, gpt, reverse-engineering
    COPY-PASTE FIX
    python-sdk, api-client, unofficial-api, google-bard, gemini, reverse-engineering, chatbot
  • mediumhomepage#3
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/acheong08/Bard

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 acheong08/Bard
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. Google Cloud Client Library for Python · recommended 1×
  3. Anthropic Python SDK · recommended 1×
  4. Hugging Face Transformers Library · recommended 1×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    Seeking a Python SDK for programmatic access to a popular web-based AI assistant.
    you: not recommended
    AI recommended (in order):
    1. OpenAI Python Library
    2. Google Cloud Client Library for Python
    3. Anthropic Python SDK
    4. Hugging Face Transformers Library
    5. LangChain

    AI recommended 5 alternatives but never named acheong08/Bard. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build custom applications leveraging a leading conversational AI through an unofficial API?
    you: not recommended
    AI recommended (in order):
    1. Google Chrome Developer Tools
    2. Mozilla Firefox Developer Tools
    3. Postman
    4. Insomnia
    5. revChatGPT
    6. PyChatGPT
    7. bardapi
    8. Burp Suite Community Edition
    9. OWASP ZAP
    10. Fiddler Classic
    11. Selenium
    12. Playwright
    13. Puppeteer

    AI recommended 13 alternatives but never named acheong08/Bard. 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 acheong08/Bard?
    pass
    AI named acheong08/Bard explicitly

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

  • If a team adopts acheong08/Bard in production, what risks or prerequisites should they evaluate first?
    pass
    AI named acheong08/Bard 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 acheong08/Bard solve, and who is the primary audience?
    pass
    AI named acheong08/Bard explicitly

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

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acheong08/Bard — 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