RRepoGEO

REPOGEO REPORT · LITE

lharries/whatsapp-mcp

Default branch main · commit 7d6a06dc · scanned 6/20/2026, 5:31:56 AM

GitHub: 5,812 stars · 1,118 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
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 lharries/whatsapp-mcp, 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
    Reposition README opening to highlight AI assistant integration for personal WhatsApp

    Why:

    CURRENT
    # WhatsApp MCP Server

This is a Model Context Protocol (MCP) server for WhatsApp.
    COPY-PASTE FIX
    # WhatsApp MCP Server: Connect Your Personal WhatsApp to AI Assistants

This is a Model Context Protocol (MCP) server designed to seamlessly integrate your personal WhatsApp account with AI assistants (like Claude). It allows you to search, read, and send messages, including media, directly through your LLM agent.
  • mediumtopics#2
    Add more specific topics to clarify AI assistant and personal WhatsApp focus

    Why:

    CURRENT
    ai, mcp, whatsapp, whatsapp-api
    COPY-PASTE FIX
    ai, mcp, whatsapp, whatsapp-api, ai-assistant, llm-tools, personal-whatsapp, local-data
  • mediumreadme#3
    Add a "Why this vs. X" or "Key Differentiators" section to the README

    Why:

    COPY-PASTE FIX
    ## Why Choose WhatsApp MCP Server?

Unlike generic WhatsApp APIs or web automation tools, this project specifically focuses on securely connecting your *personal* WhatsApp account to *AI assistants* via the Model Context Protocol (MCP). It stores all your data locally in SQLite, giving you full control and privacy, rather than relying on third-party servers or official business APIs that don't support personal accounts.

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 lharries/whatsapp-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
WhatsApp Business API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. WhatsApp Business API · recommended 2×
  2. pedroslopez/whatsapp-web.js · recommended 1×
  3. tgalal/PyWA · recommended 1×
  4. Llama 3 · recommended 1×
  5. Elasticsearch · recommended 1×
  • CATEGORY QUERY
    How to connect my personal WhatsApp messages to an AI assistant for search and sending?
    you: not recommended
    AI recommended (in order):
    1. WhatsApp Business API
    2. whatsapp-web.js (pedroslopez/whatsapp-web.js)
    3. PyWA (tgalal/PyWA)
    4. Llama 3
    5. Elasticsearch
    6. OpenSearch (opensearch-project/OpenSearch)
    7. ChromaDB (chroma-core/chroma)
    8. FAISS (facebookresearch/faiss)
    9. IFTTT
    10. Zapier

    AI recommended 10 alternatives but never named lharries/whatsapp-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for local storage and programmatic access to WhatsApp chat history and contacts?
    you: not recommended
    AI recommended (in order):
    1. WhatsApp Chat Export Feature
    2. WhatsApp Web/Desktop
    3. Selenium
    4. Playwright
    5. Puppeteer
    6. iMazing
    7. WazzapMigrator
    8. WhatsApp Business API
    9. requests
    10. sqlite3

    AI recommended 10 alternatives but never named lharries/whatsapp-mcp. 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 lharries/whatsapp-mcp?
    pass
    AI did not name lharries/whatsapp-mcp — 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 lharries/whatsapp-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lharries/whatsapp-mcp 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 lharries/whatsapp-mcp solve, and who is the primary audience?
    pass
    AI named lharries/whatsapp-mcp 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 lharries/whatsapp-mcp. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/lharries/whatsapp-mcp.svg)](https://repogeo.com/en/r/lharries/whatsapp-mcp)
HTML
<a href="https://repogeo.com/en/r/lharries/whatsapp-mcp"><img src="https://repogeo.com/badge/lharries/whatsapp-mcp.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

lharries/whatsapp-mcp — 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