RRepoGEO

REPOGEO REPORT · LITE

danielgross/whatsapp-gpt

Default branch main · commit 89e8d7a3 · scanned 5/17/2026, 4:27:58 PM

GitHub: 3,066 stars · 581 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
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 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 danielgross/whatsapp-gpt, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a concise description to the About section

    Why:

    COPY-PASTE FIX
    A proof-of-concept project to integrate OpenAI's GPT directly into WhatsApp for personal use, automating browser interaction to connect a phone number with a dedicated ChatGPT instance.
  • highreadme#2
    Add a clear introductory sentence to the README

    Why:

    CURRENT
    # whatsapp-gpt
* You'll need to run WhatsApp from a phone number using the golang library I'm using.
    COPY-PASTE FIX
    # whatsapp-gpt
A proof-of-concept project demonstrating how to integrate OpenAI's GPT directly into WhatsApp for personal use, by automating browser interaction. This project connects a WhatsApp phone number with a dedicated ChatGPT instance.

* You'll need to run WhatsApp from a phone number using the golang library I'm using.

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 danielgross/whatsapp-gpt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Dialogflow ES/CX
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Dialogflow ES/CX · recommended 1×
  2. Microsoft Bot Framework Composer · recommended 1×
  3. Azure Bot Service · recommended 1×
  4. Twilio Autopilot · recommended 1×
  5. Rasa · recommended 1×
  • CATEGORY QUERY
    How to integrate an AI conversational agent with a popular chat service?
    you: not recommended
    AI recommended (in order):
    1. Google Dialogflow ES/CX
    2. Microsoft Bot Framework Composer
    3. Azure Bot Service
    4. Twilio Autopilot
    5. Rasa
    6. Amazon Lex
    7. ManyChat
    8. MobileMonkey

    AI recommended 8 alternatives but never named danielgross/whatsapp-gpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a library to automate browser interaction with large language models.
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Puppeteer
    3. Selenium
    4. Cypress
    5. Beautiful Soup
    6. Requests-HTML

    AI recommended 6 alternatives but never named danielgross/whatsapp-gpt. 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
    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 danielgross/whatsapp-gpt?
    pass
    AI did not name danielgross/whatsapp-gpt — 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 danielgross/whatsapp-gpt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named danielgross/whatsapp-gpt 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 danielgross/whatsapp-gpt solve, and who is the primary audience?
    pass
    AI named danielgross/whatsapp-gpt explicitly

    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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danielgross/whatsapp-gpt — 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