RRepoGEO

REPOGEO REPORT · LITE

plastic-labs/tutor-gpt

Default branch main · commit 5c2f9241 · scanned 6/9/2026, 3:07:59 AM

GitHub: 905 stars · 96 forks

AI VISIBILITY SCORE
27 /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
1 / 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 plastic-labs/tutor-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

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 its application category.

    Why:

    CURRENT
    # Tutor-GPT

Tutor-GPT is an LLM powered learning companion developed by Plastic Labs. It dynamically reasons about your learning needs and _updates its own prompts_ to best serve you.
    COPY-PASTE FIX
    # Tutor-GPT: An Adaptive AI Learning Companion

Tutor-GPT is an open-source, LLM-powered learning companion developed by Plastic Labs. It dynamically reasons about your learning needs and _updates its own prompts_ to best serve you, functioning as a personalized educational AI assistant rather than a general-purpose LLM framework.
  • mediumtopics#2
    Add more specific application-oriented topics.

    Why:

    CURRENT
    ai, education, hacktoberfest, literacy, machine-learning, o1, prompt-engineering, reasoning, theory-of-mind, tutoring
    COPY-PASTE FIX
    ai, education, hacktoberfest, literacy, machine-learning, o1, prompt-engineering, reasoning, theory-of-mind, tutoring, educational-ai, learning-companion, adaptive-learning, llm-application
  • mediumabout#3
    Clarify the 'About' description to emphasize its role as an educational AI application.

    Why:

    CURRENT
    AI tutor powered by Theory-of-Mind reasoning
    COPY-PASTE FIX
    An open-source, adaptive AI learning companion and tutor, powered by Theory-of-Mind reasoning, designed for personalized education.

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 plastic-labs/tutor-gpt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ray-project/ray
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ray-project/ray · recommended 1×
  2. DLR-RM/stable-baselines3 · recommended 1×
  3. tensorflow/agents · recommended 1×
  4. huggingface/transformers · recommended 1×
  5. explosion/spaCy · recommended 1×
  • CATEGORY QUERY
    How to build an AI learning companion that adapts its teaching methods dynamically?
    you: not recommended
    AI recommended (in order):
    1. Ray RLlib (ray-project/ray)
    2. Stable Baselines3 (DLR-RM/stable-baselines3)
    3. TensorFlow Agents (TF-Agents) (tensorflow/agents)
    4. Hugging Face Transformers (huggingface/transformers)
    5. spaCy (explosion/spaCy)
    6. NetworkX (networkx/networkx)
    7. PyTorch Geometric (PyG) (pyg-team/pytorch_geometric)
    8. Deep Graph Library (DGL) (dmlc/dgl)
    9. Streamlit (streamlit/streamlit)
    10. React (facebook/react)
    11. Flask (pallets/flask)
    12. Django (django/django)
    13. FastAPI (tiangolo/fastapi)

    AI recommended 13 alternatives but never named plastic-labs/tutor-gpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source LLM framework for developing personalized educational AI assistants with reasoning.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGen
    5. OpenAI's Function Calling
    6. Transformers
    7. Instructor

    AI recommended 7 alternatives but never named plastic-labs/tutor-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
    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 plastic-labs/tutor-gpt?
    pass
    AI did not name plastic-labs/tutor-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?

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

Embed your GEO score

Drop this badge into the README of plastic-labs/tutor-gpt. 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/plastic-labs/tutor-gpt.svg)](https://repogeo.com/en/r/plastic-labs/tutor-gpt)
HTML
<a href="https://repogeo.com/en/r/plastic-labs/tutor-gpt"><img src="https://repogeo.com/badge/plastic-labs/tutor-gpt.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

plastic-labs/tutor-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