RRepoGEO

REPOGEO REPORT · LITE

Guru322/GURU-Ai

Default branch main · commit 6ec2c314 · scanned 5/27/2026, 9:52:24 PM

GitHub: 1,159 stars · 8,323 forks

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 Guru322/GURU-Ai, 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 repository description and README's opening statement

    Why:

    CURRENT
    Description: "SIMPLE YET COMPLICATED 🚩". README: The initial content is mostly badges and a generic H1.
    COPY-PASTE FIX
    Repository Description: "An advanced, comprehensive AI assistant framework for multi-domain support and intelligent chat automation, leveraging cutting-edge AI technologies."
README (add after H1): "GURU-Ai is an advanced, comprehensive AI assistant framework designed for multi-domain support and intelligent chat automation. It leverages cutting-edge AI technologies (including TensorFlow, PyTorch, Hugging Face, and OpenAI API) to provide robust solutions for building AI-powered bots and assistants, deployable even on mobile devices via Termux."
  • hightopics#2
    Add more specific topics for AI assistant and bot frameworks

    Why:

    CURRENT
    ai, automation, chatgpt, openai, qrcode, termux
    COPY-PASTE FIX
    ai, automation, chatgpt, openai, qrcode, termux, ai-assistant, chatbot, bot-framework, nodejs-bot
  • mediumlicense#3
    Add a clear statement about the existing license in the README

    Why:

    COPY-PASTE FIX
    Add a "License" section to the README: "This project includes a LICENSE file. Please refer to the LICENSE file for specific terms and conditions regarding usage and distribution, as it contains custom or compound licensing information."

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 Guru322/GURU-Ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
RasaHQ/rasa
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. RasaHQ/rasa · recommended 2×
  2. Dialogflow · recommended 1×
  3. botpress/botpress · recommended 1×
  4. microsoft/botframework-sdk · recommended 1×
  5. Wit.ai · recommended 1×
  • CATEGORY QUERY
    How to build an AI-powered chat automation bot using Node.js for messaging?
    you: not recommended
    AI recommended (in order):
    1. Dialogflow
    2. Botpress (botpress/botpress)
    3. Microsoft Bot Framework (microsoft/botframework-sdk)
    4. Rasa (RasaHQ/rasa)
    5. Wit.ai
    6. Express.js (expressjs/express)
    7. @slack/bolt (slackapi/bolt-js)
    8. whatsapp-web.js (pedroslopez/whatsapp-web.js)
    9. messenger-api-ai (messenger-api-ai/messenger-api-ai)
    10. telegraf (telegraf/telegraf)

    AI recommended 10 alternatives but never named Guru322/GURU-Ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a simple AI assistant framework deployable on Termux for mobile devices.
    you: not recommended
    AI recommended (in order):
    1. Mycroft Core (MycroftAI/mycroft-core)
    2. Rasa Open Source (RasaHQ/rasa)
    3. ChatterBot (gunthercox/ChatterBot)
    4. Open Assistant (LAION-AI/Open-Assistant)
    5. Hugging Face Transformers (huggingface/transformers)
    6. PicoVoice Porcupine (Picovoice/porcupine)
    7. PicoVoice Rhino (Picovoice/rhino)

    AI recommended 7 alternatives but never named Guru322/GURU-Ai. 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 Guru322/GURU-Ai?
    pass
    AI named Guru322/GURU-Ai explicitly

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

  • If a team adopts Guru322/GURU-Ai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Guru322/GURU-Ai 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 Guru322/GURU-Ai solve, and who is the primary audience?
    pass
    AI did not name Guru322/GURU-Ai — 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?

Embed your GEO score

Drop this badge into the README of Guru322/GURU-Ai. 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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Guru322/GURU-Ai — 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