RRepoGEO

REPOGEO REPORT · LITE

MingyuJ666/Stockagent

Default branch main · commit d2bba0d2 · scanned 6/9/2026, 12:18:12 AM

GitHub: 670 stars · 155 forks

AI VISIBILITY SCORE
23 /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
2 / 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 MingyuJ666/Stockagent, 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
  • hightopics#1
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    llm, large-language-models, stock-trading, financial-simulation, multi-agent-system, ai-agents, finance, quantitative-finance
  • mediumlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT License) in the repository root.
  • lowhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    Set the repository's homepage URL to https://github.com/MingyuJ666/Stockagent

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 MingyuJ666/Stockagent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Gym / Gymnasium
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Gym / Gymnasium · recommended 1×
  2. FinRL · recommended 1×
  3. TensorTrade · recommended 1×
  4. Mesa · recommended 1×
  5. Ray RLlib · recommended 1×
  • CATEGORY QUERY
    How to simulate stock market trading environments using AI agents for strategic analysis?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Gym / Gymnasium
    2. FinRL
    3. TensorTrade
    4. Mesa
    5. Ray RLlib
    6. QuantConnect (Lean Engine)

    AI recommended 6 alternatives but never named MingyuJ666/Stockagent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow large language models to simulate financial market behavior without data leakage?
    you: not recommended
    AI recommended (in order):
    1. synthcity
    2. SDV
    3. Opacus
    4. PyTorch-DP
    5. Flower
    6. TensorFlow Federated
    7. Azure Confidential Computing
    8. Google Cloud Confidential Computing
    9. Microsoft SEAL
    10. HElib

    AI recommended 10 alternatives but never named MingyuJ666/Stockagent. 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 MingyuJ666/Stockagent?
    pass
    AI named MingyuJ666/Stockagent explicitly

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

  • If a team adopts MingyuJ666/Stockagent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named MingyuJ666/Stockagent 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 MingyuJ666/Stockagent solve, and who is the primary audience?
    pass
    AI did not name MingyuJ666/Stockagent — likely talking about a different project

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

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MingyuJ666/Stockagent — 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