RRepoGEO

REPOGEO REPORT · LITE

codigoencasa/builderbot

Default branch builderbot · commit f86750f3 · scanned 5/22/2026, 3:46:42 PM

GitHub: 2,937 stars · 947 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
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 codigoencasa/builderbot, 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 the README's opening paragraph to clarify its identity as a framework

    Why:

    CURRENT
    With this library, you can build automated conversation flows agnostic to the WhatsApp provider, set up automated responses for frequently asked questions, receive and respond to messages automatically, and track interactions with customers. Additionally, you can easily set up triggers to expand functionalities limitlessly.
    COPY-PASTE FIX
    BuilderBot is an open-source Node.js framework designed to simplify and accelerate the development of AI-powered conversational agents and automated WhatsApp chatbots. It provides a structured yet flexible approach for defining conversation flows, integrating with Large Language Models (LLMs), and managing interactions across various messaging providers.
  • mediumtopics#2
    Add more specific topics to align with open-source chatbot frameworks

    Why:

    CURRENT
    bot, builderboy, chatbot, chatgpt, dialogflow, docker, hacktoberfest, mongodb, mysql, nodejs, openai, whatsapp-bot
    COPY-PASTE FIX
    bot, builderbot, chatbot, chatgpt, dialogflow, docker, hacktoberfest, mongodb, mysql, nodejs, openai, whatsapp-bot, conversational-ai, llm-framework, bot-framework, rasa-alternative, botpress-alternative
  • mediumabout#3
    Refine the repository description to emphasize 'framework' and 'AI-powered'

    Why:

    CURRENT
    🤖 Crear Chatbot WhatsApp en minutos. Únete a este proyecto OpenSource
    COPY-PASTE FIX
    🤖 Open-source Node.js framework to build AI-powered WhatsApp chatbots and conversational agents in minutes. Join our community!

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 codigoencasa/builderbot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Twilio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Twilio · recommended 1×
  2. MessageBird · recommended 1×
  3. Vonage · recommended 1×
  4. 360dialog · recommended 1×
  5. Express.js · recommended 1×
  • CATEGORY QUERY
    How to build an automated WhatsApp chatbot with Node.js for customer support?
    you: not recommended
    AI recommended (in order):
    1. Twilio
    2. MessageBird
    3. Vonage
    4. 360dialog
    5. Express.js
    6. Fastify
    7. Dialogflow
    8. Rasa
    9. Microsoft Bot Framework Composer / Azure Bot Service
    10. MongoDB
    11. PostgreSQL
    12. Redis
    13. Heroku
    14. Vercel
    15. AWS Lambda / API Gateway
    16. Google Cloud Run

    AI recommended 16 alternatives but never named codigoencasa/builderbot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools exist for creating AI-powered conversational flows for messaging apps?
    you: not recommended
    AI recommended (in order):
    1. Rasa Open Source (RasaHQ/rasa)
    2. Botpress (botpress/botpress)
    3. Open Assistant (OASST) (LAION-AI/Open-Assistant)
    4. DeepPavlov (deepmipt/DeepPavlov)
    5. Apache OpenNLP (apache/opennlp)

    AI recommended 5 alternatives but never named codigoencasa/builderbot. 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 codigoencasa/builderbot?
    pass
    AI named codigoencasa/builderbot explicitly

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

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