RRepoGEO

REPOGEO REPORT · LITE

math-ai-org/mathcode

Default branch main · commit c1e2653b · scanned 6/6/2026, 5:25:07 AM

GitHub: 566 stars · 58 forks

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 math-ai-org/mathcode, 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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Add a `LICENSE` file to the repository root, for example, using the MIT License. This will ensure the project's licensing terms are clear and machine-readable.
  • highreadme#2
    Reposition the README's opening paragraph to differentiate from competitors

    Why:

    CURRENT
    MathCode is a terminal AI coding assistant with a built-in math formalization engine. Give it a math problem in plain language and it will automatically convert it into a Lean 4 theorem and attempt a formal proof.
    COPY-PASTE FIX
    MathCode is a terminal AI coding assistant with a built-in math formalization engine. Give it a math problem in plain language and it will automatically convert it into a Lean 4 theorem and attempt a formal proof. Unlike standalone formal proof assistants like Lean 4 or general-purpose AI models, MathCode acts as an end-to-end agent, automating the entire workflow from natural language input to formal proof generation.
  • mediumtopics#3
    Add more specific topics to improve categorization

    Why:

    CURRENT
    agent, ai, coding, foundation-models, llm, reasoning
    COPY-PASTE FIX
    agent, ai, coding, foundation-models, llm, reasoning, formal-proof, lean4, mathematical-reasoning, automated-theorem-proving

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 math-ai-org/mathcode
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Lean 4
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Lean 4 · recommended 1×
  2. Mathlib · recommended 1×
  3. Isabelle/HOL · recommended 1×
  4. AFP · recommended 1×
  5. Coq · recommended 1×
  • CATEGORY QUERY
    How can I automatically formalize mathematical problems into theorems and generate proofs?
    you: not recommended
    AI recommended (in order):
    1. Lean 4
    2. Mathlib
    3. Isabelle/HOL
    4. AFP
    5. Coq
    6. MathComp (Coq-community/MathComp)

    AI recommended 6 alternatives but never named math-ai-org/mathcode. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI assistant to help write and prove mathematical code in Lean 4.
    you: not recommended
    AI recommended (in order):
    1. Lean Copilot (leanprover-community/lean4-copilot)
    2. GitHub Copilot
    3. ChatGPT
    4. Claude
    5. Gemini
    6. simp
    7. linarith
    8. ring
    9. tauto
    10. mathlib (leanprover-community/mathlib4)

    AI recommended 10 alternatives but never named math-ai-org/mathcode. 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 math-ai-org/mathcode?
    pass
    AI named math-ai-org/mathcode explicitly

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

  • If a team adopts math-ai-org/mathcode in production, what risks or prerequisites should they evaluate first?
    pass
    AI named math-ai-org/mathcode 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 math-ai-org/mathcode solve, and who is the primary audience?
    pass
    AI named math-ai-org/mathcode 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 math-ai-org/mathcode. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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math-ai-org/mathcode — 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