RRepoGEO

REPOGEO REPORT · LITE

sstklen/trump-code

Default branch main · commit 8f875573 · scanned 6/8/2026, 8:43:03 AM

GitHub: 764 stars · 104 forks

AI VISIBILITY SCORE
28 /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
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 sstklen/trump-code, 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
  • highreadme#1
    Add an explicit statement of serious intent to the README

    Why:

    CURRENT
    The README currently starts with the 'cat Treehouse' section, followed by the main heading and a brief description.
    COPY-PASTE FIX
    Immediately after the `# 🔐 TRUMP CODE` heading, add the following paragraph:

This project is a serious, data-driven research endeavor focused on applying brute-force AI to identify statistically significant patterns between presidential social media posts and stock market movements. It is not satire, nor is it a collection of scripts for entertainment; it is a focused attempt to decode verifiable market signals from public communications with a demonstrated 61.3% hit rate.
  • mediumabout#2
    Add the project homepage to the repository metadata

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://trumpcode.washinmura.jp
  • mediumcomparison#3
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    ## How is Trump Code Different?
Unlike generic social media APIs (e.g., Twitter API, Facebook Graph API) or broad data aggregators (e.g., GDELT Project, NewsAPI.org), Trump Code is a specialized, open-source AI system focused on *predictive analytics* for stock market movements based on specific public figure communications. It is not an enterprise social listening platform (like Brandwatch or Meltwater) but a dedicated research project for identifying statistically significant market signals.

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 sstklen/trump-code
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Twitter API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Twitter API · recommended 2×
  2. Facebook Graph API · recommended 1×
  3. NewsAPI.org · recommended 1×
  4. GDELT Project · recommended 1×
  5. Alpha Vantage · recommended 1×
  • CATEGORY QUERY
    How can I use AI to predict stock market changes based on public figure social media?
    you: not recommended
    AI recommended (in order):
    1. Twitter API
    2. Facebook Graph API
    3. NewsAPI.org
    4. GDELT Project
    5. Alpha Vantage
    6. Yahoo Finance API
    7. Quandl
    8. Hugging Face Transformers
    9. BERT
    10. RoBERTa
    11. FinBERT
    12. NLTK
    13. VADER
    14. TextBlob
    15. spaCy
    16. Gensim
    17. TensorFlow
    18. PyTorch
    19. XGBoost
    20. LightGBM
    21. Prophet
    22. Flask
    23. FastAPI
    24. Docker
    25. AWS SageMaker
    26. Google Cloud AI Platform
    27. Azure Machine Learning

    AI recommended 27 alternatives but never named sstklen/trump-code. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for analyzing political social media posts to identify potential financial market signals?
    you: not recommended
    AI recommended (in order):
    1. Brandwatch
    2. Talkwalker
    3. Meltwater
    4. NetBase Quid
    5. Crimson Hexagon
    6. LexisNexis Newsdesk
    7. Twitter API

    AI recommended 7 alternatives but never named sstklen/trump-code. 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 sstklen/trump-code?
    pass
    AI did not name sstklen/trump-code — 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?

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

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

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  • Brand-free category queries5 vs 2 in Lite
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