RRepoGEO

REPOGEO REPORT · LITE

microsoft/MarS

Default branch main · commit 77e7845b · scanned 5/9/2026, 7:17:19 PM

GitHub: 1,702 stars · 181 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 microsoft/MarS, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's core value proposition

    Why:

    CURRENT
    The current README starts with announcements and release overview, delaying the core explanation.
    COPY-PASTE FIX
    Add a concise, prominent paragraph immediately after the project title/links, explicitly stating: 'MarS is a cutting-edge Financial Market Simulation Engine powered by Generative Foundation Models. It enables researchers and developers to simulate realistic market behaviors and test trading strategies through intelligent, AI-driven agent interactions.'
  • mediumhomepage#2
    Add the project website to the repository homepage field

    Why:

    COPY-PASTE FIX
    https://mars-lmm.github.io/

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 microsoft/MarS
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Zipline
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Zipline · recommended 1×
  2. Backtrader · recommended 1×
  3. QuantConnect LEAN · recommended 1×
  4. Catalyst · recommended 1×
  5. OpenBB Terminal · recommended 1×
  • CATEGORY QUERY
    What are the best open-source tools for simulating financial market behavior and trading strategies?
    you: not recommended
    AI recommended (in order):
    1. Zipline
    2. Backtrader
    3. QuantConnect LEAN
    4. Catalyst
    5. OpenBB Terminal
    6. PyAlgoTrade
    7. QuantLib

    AI recommended 7 alternatives but never named microsoft/MarS. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I simulate financial markets using generative AI models for realistic agent interactions?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Gym
    2. Stable Baselines3
    3. PyTorch
    4. TensorFlow
    5. Mesa
    6. Hugging Face Transformers
    7. GPT-2
    8. BERT
    9. Anylogic
    10. Ray
    11. RLlib
    12. QuantConnect

    AI recommended 12 alternatives but never named microsoft/MarS. 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 microsoft/MarS?
    pass
    AI named microsoft/MarS explicitly

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

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

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

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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite