RRepoGEO

REPOGEO REPORT · LITE

trotsky1997/MathBlackBox

Default branch main · commit 7768f9de · scanned 5/31/2026, 2:37:58 PM

GitHub: 1,034 stars · 103 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 trotsky1997/MathBlackBox, 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
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    MCTSr (Mathematic as a Blackbox for LLM) is an open-source project for enhancing Large Language Models (LLMs) in Olympiad-level mathematical reasoning, featuring reimplementations of OpenAI O1 and LLaMA-Berry.
  • hightopics#2
    Add relevant repository topics

    Why:

    COPY-PASTE FIX
    llm, large-language-models, mathematical-reasoning, olympiad-math, ai, machine-learning, openai-o1, mcts, llama
  • highlicense#3
    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., `LICENSE.md`) in the repository root with the text of a standard open-source license like Apache-2.0.

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 trotsky1997/MathBlackBox
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
SymPy
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. SymPy · recommended 2×
  2. Mathematica · recommended 2×
  3. MATH dataset · recommended 1×
  4. GSM8K · recommended 1×
  5. MiniF2F · recommended 1×
  • CATEGORY QUERY
    How to enhance large language models for advanced mathematical problem-solving capabilities?
    you: not recommended
    AI recommended (in order):
    1. MATH dataset
    2. GSM8K
    3. MiniF2F
    4. Wolfram Alpha API
    5. SymPy
    6. Mathematica
    7. AlphaCode
    8. Toolformer

    AI recommended 8 alternatives but never named trotsky1997/MathBlackBox. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help improve LLM performance on challenging, olympiad-level mathematical reasoning tasks?
    you: not recommended
    AI recommended (in order):
    1. Lean 4
    2. Mathlib
    3. Isabelle/HOL
    4. Coq
    5. Minerva
    6. AlphaGeometry
    7. Wolfram Alpha
    8. Mathematica
    9. Python
    10. SymPy
    11. NumPy
    12. SciPy

    AI recommended 12 alternatives but never named trotsky1997/MathBlackBox. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 trotsky1997/MathBlackBox?
    pass
    AI named trotsky1997/MathBlackBox explicitly

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

  • If a team adopts trotsky1997/MathBlackBox in production, what risks or prerequisites should they evaluate first?
    pass
    AI named trotsky1997/MathBlackBox 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 trotsky1997/MathBlackBox solve, and who is the primary audience?
    pass
    AI named trotsky1997/MathBlackBox explicitly

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite