RRepoGEO

REPOGEO REPORT · LITE

Nutlope/llamatutor

Default branch main · commit 2acc6d82 · scanned 5/21/2026, 3:27:59 AM

GitHub: 1,992 stars · 329 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
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 Nutlope/llamatutor, 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 to clearly state it's a ready-to-use application

    Why:

    CURRENT
    <p align="center">An open source AI personal tutor. Powered by Llama 3 70B & Together.ai</p>
    COPY-PASTE FIX
    <p align="center">Llama Tutor is a complete, open-source AI personal tutor *application* designed for personalized educational guidance. It's ready to use and deploy, powered by Llama 3 70B & Together.ai.</p>
  • hightopics#2
    Add relevant topics to improve categorization and search

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-tutor, educational-ai, personal-tutor, conversational-ai, llama-3, nextjs, together-ai, open-source-ai
  • mediumlicense#3
    Add a LICENSE file to clarify usage rights

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Add a LICENSE file (e.g., MIT, Apache-2.0, or GPL-3.0) to the repository root, and update the README to mention the chosen license.

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 Nutlope/llamatutor
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Rasa
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Rasa · recommended 2×
  2. Hugging Face Transformers · recommended 2×
  3. Streamlit · recommended 2×
  4. Gradio · recommended 2×
  5. PyTorch · recommended 1×
  • CATEGORY QUERY
    How can I build an open-source AI assistant for personalized educational guidance?
    you: not recommended
    AI recommended (in order):
    1. Rasa
    2. Hugging Face Transformers
    3. PyTorch
    4. TensorFlow
    5. Faiss
    6. Annoy
    7. PostgreSQL
    8. pg_vector
    9. Streamlit
    10. Gradio
    11. Apache Kafka
    12. RabbitMQ
    13. Jupyter Notebooks
    14. VS Code

    AI recommended 14 alternatives but never named Nutlope/llamatutor. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good libraries for creating a web-based conversational AI learning application?
    you: not recommended
    AI recommended (in order):
    1. Rasa
    2. React
    3. Vue.js
    4. Angular
    5. Streamlit
    6. OpenAI API
    7. Hugging Face Transformers
    8. LangChain
    9. Flask
    10. Django
    11. Dialogflow
    12. Amazon Lex
    13. Azure Bot Service
    14. Gradio
    15. Botpress

    AI recommended 15 alternatives but never named Nutlope/llamatutor. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    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 Nutlope/llamatutor?
    pass
    AI named Nutlope/llamatutor explicitly

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

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

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

Embed your GEO score

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MARKDOWN (README)
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Nutlope/llamatutor — 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