RRepoGEO

REPOGEO REPORT · LITE

TIGER-AI-Lab/TheoremExplainAgent

Default branch main · commit e9ece5db · scanned 5/21/2026, 9:28:21 PM

GitHub: 1,491 stars · 196 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 TIGER-AI-Lab/TheoremExplainAgent, 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 emphasize 'AI system' and 'explanation generation'

    Why:

    CURRENT
    This repo contains the codebase for our paper TheoremExplainAgent: Towards Video-based Multimodal Explanations for LLM Theorem Understanding
    COPY-PASTE FIX
    TheoremExplainAgent (TEA) is an AI system designed to generate long-form Manim videos, providing multimodal explanations for LLM theorem understanding. This repository contains the official codebase for our ACL 2025 oral paper, 'TheoremExplainAgent: Towards Video-based Multimodal Explanations for LLM Theorem Understanding'.
  • mediumtopics#2
    Add more specific topics related to AI explanation and mathematical reasoning

    Why:

    CURRENT
    llm-agents, manim, manim-animations, manim-video, rag
    COPY-PASTE FIX
    llm-agents, manim, manim-animations, manim-video, rag, multimodal-ai, theorem-proving, mathematical-reasoning, ai-explanations, video-generation
  • lowcomparison#3
    Add a 'Comparison to existing tools' section in the README

    Why:

    COPY-PASTE FIX
    Add a section titled 'Comparison to Existing Tools' or 'Why TheoremExplainAgent?' that clarifies how it differs from general animation libraries (e.g., Manim) or interactive math tools (e.g., Desmos, GeoGebra) by emphasizing its AI-driven, automated explanation generation for theorems, rather than being a manual content creation tool. For example: 'Unlike general animation libraries (e.g., Manim) or interactive math tools (e.g., Desmos, GeoGebra) that require manual scripting or input, TheoremExplainAgent is an AI system that *automatically generates* video-based multimodal explanations for mathematical theorems, focusing on deep LLM understanding and flaw detection.'

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 TIGER-AI-Lab/TheoremExplainAgent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Manim
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Manim · recommended 1×
  2. Python · recommended 1×
  3. SymPy · recommended 1×
  4. PyTorch · recommended 1×
  5. TensorFlow · recommended 1×
  • CATEGORY QUERY
    How can I generate video-based multimodal explanations for large language model theorem understanding?
    you: not recommended
    AI recommended (in order):
    1. Manim
    2. Python
    3. SymPy
    4. PyTorch
    5. TensorFlow
    6. Hugging Face Transformers
    7. Blender
    8. OpenAI API
    9. Anthropic API
    10. Streamlit
    11. Gradio
    12. FFmpeg
    13. Matplotlib
    14. Pillow
    15. gTTS
    16. OpenAI Sora
    17. RunwayML Gen-2
    18. Descript
    19. DaVinci Resolve
    20. OBS Studio

    AI recommended 20 alternatives but never named TIGER-AI-Lab/TheoremExplainAgent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools automatically create animated educational videos for mathematical proofs and scientific principles?
    you: not recommended
    AI recommended (in order):
    1. Manim (3b1b/manim)
    2. Desmos
    3. GeoGebra
    4. Explain Everything
    5. GoodNotes
    6. Vyond
    7. Powtoon
    8. Adobe After Effects

    AI recommended 8 alternatives but never named TIGER-AI-Lab/TheoremExplainAgent. 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 TIGER-AI-Lab/TheoremExplainAgent?
    pass
    AI named TIGER-AI-Lab/TheoremExplainAgent explicitly

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

  • If a team adopts TIGER-AI-Lab/TheoremExplainAgent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named TIGER-AI-Lab/TheoremExplainAgent 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 TIGER-AI-Lab/TheoremExplainAgent solve, and who is the primary audience?
    pass
    AI named TIGER-AI-Lab/TheoremExplainAgent 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 TIGER-AI-Lab/TheoremExplainAgent. 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/TIGER-AI-Lab/TheoremExplainAgent.svg)](https://repogeo.com/en/r/TIGER-AI-Lab/TheoremExplainAgent)
HTML
<a href="https://repogeo.com/en/r/TIGER-AI-Lab/TheoremExplainAgent"><img src="https://repogeo.com/badge/TIGER-AI-Lab/TheoremExplainAgent.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

TIGER-AI-Lab/TheoremExplainAgent — 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