RRepoGEO

REPOGEO REPORT · LITE

shridarpatil/whatomate

Default branch main · commit dc6d97b2 · scanned 5/12/2026, 1:07:53 AM

GitHub: 1,154 stars · 255 forks

AI VISIBILITY SCORE
40 /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
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 shridarpatil/whatomate, 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 official API usage and differentiate from unofficial tools in README's opening

    Why:

    CURRENT
    Modern, open-source WhatsApp Business Platform. Single binary app.
    COPY-PASTE FIX
    Whatomate is a modern, open-source WhatsApp Business Platform built on the **Official WhatsApp Cloud API**. It is a single binary application, designed for robust, multi-tenant WhatsApp integration, and is not an unofficial WhatsApp Web scraper.
  • highabout#2
    Update repository description to be more precise

    Why:

    CURRENT
    Whatomate is an open-source WhatsApp integration
    COPY-PASTE FIX
    Whatomate is a modern, open-source multi-tenant WhatsApp Business Platform built on the Official WhatsApp Cloud API, offering chat, automation, and voice calling.
  • mediumtopics#3
    Add more specific topics for platform architecture and advanced features

    Why:

    CURRENT
    whatsapp, whatsapp-api, whatsapp-automation, whatsapp-bot, whatsapp-calling, whatsapp-chat, whatsapp-voice-call, whatsapp-voip
    COPY-PASTE FIX
    whatsapp, whatsapp-api, whatsapp-automation, whatsapp-bot, whatsapp-calling, whatsapp-chat, whatsapp-voice-call, whatsapp-voip, multi-tenant, business-platform, ai-chatbot, ivr

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 shridarpatil/whatomate
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Meta's Official WhatsApp Business API Client
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Meta's Official WhatsApp Business API Client · recommended 1×
  2. Baileys · recommended 1×
  3. Laravel · recommended 1×
  4. Django · recommended 1×
  5. NestJS · recommended 1×
  • CATEGORY QUERY
    How to build an open-source multi-tenant WhatsApp business platform with chat and automation?
    you: not recommended
    AI recommended (in order):
    1. Meta's Official WhatsApp Business API Client
    2. Baileys
    3. Laravel
    4. Django
    5. NestJS
    6. PostgreSQL
    7. MySQL
    8. RabbitMQ
    9. Apache Kafka
    10. Redis
    11. Celery
    12. Laravel Queues
    13. Vue.js
    14. React
    15. Svelte
    16. Chatwoot
    17. React Chat UI
    18. Vue Chat Scroll
    19. n8n
    20. Apache Airflow

    AI recommended 20 alternatives but never named shridarpatil/whatomate. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best open-source tools for WhatsApp chatbots, AI integration, and voice calling?
    you: not recommended
    AI recommended (in order):
    1. Twilio
    2. Rasa (RasaHQ/rasa)
    3. OpenAI's GPT-3/GPT-4
    4. Node.js (nodejs/node)
    5. Express.js (expressjs/express)
    6. Python (python/cpython)
    7. Flask (pallets/flask)
    8. Django (django/django)
    9. PHP (php/php-src)
    10. Laravel (laravel/laravel)
    11. Symfony (symfony/symfony)
    12. Asterisk (asterisk/asterisk)
    13. 360dialog
    14. MessageBird
    15. Botpress (botpress/botpress)
    16. Hugging Face Transformers (huggingface/transformers)
    17. spaCy (explosion/spaCy)
    18. NLTK (nltk/nltk)
    19. Go (golang/go)
    20. Gin (gin-gonic/gin)
    21. Echo (labstack/echo)
    22. Jitsi Meet (jitsi/jitsi-meet)
    23. Jitsi Videobridge (jitsi/jitsi-videobridge)
    24. Google Cloud AI
    25. AWS
    26. Google Cloud
    27. Azure
    28. DigitalOcean

    AI recommended 28 alternatives but never named shridarpatil/whatomate. 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 shridarpatil/whatomate?
    pass
    AI named shridarpatil/whatomate explicitly

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

  • If a team adopts shridarpatil/whatomate in production, what risks or prerequisites should they evaluate first?
    pass
    AI named shridarpatil/whatomate 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 shridarpatil/whatomate solve, and who is the primary audience?
    pass
    AI named shridarpatil/whatomate 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 shridarpatil/whatomate. 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
<a href="https://repogeo.com/en/r/shridarpatil/whatomate"><img src="https://repogeo.com/badge/shridarpatil/whatomate.svg" alt="RepoGEO" /></a>
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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite