RRepoGEO

REPOGEO REPORT · LITE

jihe520/MathModelAgent

Default branch main · commit d4897614 · scanned 6/24/2026, 12:36:54 AM

GitHub: 2,435 stars · 286 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 jihe520/MathModelAgent, 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
  • highabout#1
    Clarify 'About' description to emphasize AI-powered, end-to-end automation for competitions

    Why:

    CURRENT
    An Agent Designed for Mathematical Modeling ,Automatically complete mathmodel and generate a complete paper ready for submission.
    COPY-PASTE FIX
    An AI-powered agent for end-to-end mathematical modeling automation, designed to generate complete, submission-ready papers for competitions.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the repository root to clearly state the project's licensing terms.
  • mediumtopics#3
    Expand repository topics for better categorization

    Why:

    CURRENT
    agent, llm, mathmodel, skills
    COPY-PASTE FIX
    ai-agent, mathematical-modeling, math-competition, paper-generation, automation, llm-agent, mathmodel, llm, agent

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 jihe520/MathModelAgent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Wolfram Mathematica
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Wolfram Mathematica · recommended 2×
  2. Wolfram Alpha Pro · recommended 1×
  3. MATLAB · recommended 1×
  4. Simulink · recommended 1×
  5. Python · recommended 1×
  • CATEGORY QUERY
    What AI tools can automate the entire mathematical modeling process for competitions?
    you: not recommended
    AI recommended (in order):
    1. Wolfram Mathematica
    2. Wolfram Alpha Pro
    3. MATLAB
    4. Simulink
    5. Python
    6. NumPy (numpy/numpy)
    7. SciPy (scipy/scipy)
    8. Pandas (pandas-dev/pandas)
    9. Scikit-learn (scikit-learn/scikit-learn)
    10. Matplotlib (matplotlib/matplotlib)
    11. SymPy (sympy/sympy)
    12. PyTorch (pytorch/pytorch)
    13. TensorFlow (tensorflow/tensorflow)
    14. Gurobi
    15. CPLEX
    16. Julia (JuliaLang/julia)
    17. DataFrames.jl (JuliaData/DataFrames.jl)
    18. Optim.jl (JuliaNLSolvers/Optim.jl)
    19. JuMP.jl (jump-dev/JuMP.jl)
    20. Plots.jl (JuliaPlots/Plots.jl)
    21. Google Sheets
    22. Microsoft Excel
    23. Solver Add-in

    AI recommended 23 alternatives but never named jihe520/MathModelAgent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI assistant to generate a complete research paper from mathematical models.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. GPT-4
    3. Claude 3
    4. Gemini Advanced
    5. Overleaf
    6. Wolfram Alpha
    7. Wolfram Mathematica
    8. Elicit
    9. Semantic Scholar
    10. Scopus
    11. Grammarly
    12. QuillBot

    AI recommended 12 alternatives but never named jihe520/MathModelAgent. 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 jihe520/MathModelAgent?
    pass
    AI named jihe520/MathModelAgent explicitly

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

  • If a team adopts jihe520/MathModelAgent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jihe520/MathModelAgent 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 jihe520/MathModelAgent solve, and who is the primary audience?
    pass
    AI named jihe520/MathModelAgent 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 jihe520/MathModelAgent. 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/jihe520/MathModelAgent.svg)](https://repogeo.com/en/r/jihe520/MathModelAgent)
HTML
<a href="https://repogeo.com/en/r/jihe520/MathModelAgent"><img src="https://repogeo.com/badge/jihe520/MathModelAgent.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

jihe520/MathModelAgent — 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