RRepoGEO

REPOGEO REPORT · LITE

danielgross/whatsapp-gpt

Default branch main · commit 89e8d7a3 · scanned 6/28/2026, 9:07:41 PM

GitHub: 3,061 stars · 576 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

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

OVERALL DIRECTION
  • highabout#1
    Add a concise 'About' description

    Why:

    COPY-PASTE FIX
    Self-hosted, open-source project to integrate OpenAI's GPT models with WhatsApp for automated, multi-agent conversations using Go and Python.

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
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. OpenAI API · recommended 1×
  3. discord.py · recommended 1×
  4. openai · recommended 1×
  5. python-telegram-bot · recommended 1×
  • CATEGORY QUERY
    How to integrate a large language model with a personal messaging client for automation?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. discord.py
    3. openai
    4. python-telegram-bot
    5. WhatsApp Business Platform API
    6. twilio-python
    7. slack_sdk
    8. Google Cloud Vertex AI
    9. google-cloud-aiplatform
    10. LangChain
    11. LlamaIndex
    12. Hugging Face
    13. Microsoft Azure OpenAI Service
    14. azure-openai
    15. Hugging Face Transformers
    16. Zapier
    17. Make
    18. ChatGPT
    19. IFTTT

    AI recommended 19 alternatives but never named danielgross/whatsapp-gpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking open-source projects for multi-agent AI conversations using Go and Python.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. Go-LLM
    5. Haystack
    6. OpenAI Python Library
    7. OpenAI Go Library
    8. go-actor
    9. thespian
    10. pykka

    AI recommended 10 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 named danielgross/whatsapp-gpt explicitly

    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 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?

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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