RRepoGEO

REPOGEO REPORT · LITE

llSourcell/ChatGPT_Trading_Bot

Default branch main · commit a13aa270 · scanned 6/10/2026, 4:23:23 PM

GitHub: 969 stars · 497 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 llSourcell/ChatGPT_Trading_Bot, 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 README opening to clarify project type

    Why:

    CURRENT
    This is the code for the "ChatGPT Trading Bot" Video by Siraj Raval on Youtube
    COPY-PASTE FIX
    This repository contains the code for an experimental, AI-driven trading bot that leverages large language models like ChatGPT for automated financial trading strategies. Developed as a demonstration for a YouTube video by Siraj Raval, this project is primarily for educational purposes and algorithmic trading enthusiasts.
  • highlicense#2
    Add a standard open-source LICENSE file

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with the text of the MIT License.

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 llSourcell/ChatGPT_Trading_Bot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Alpha Vantage
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Alpha Vantage · recommended 1×
  2. Quandl · recommended 1×
  3. Nasdaq Data Link · recommended 1×
  4. Yahoo Finance API · recommended 1×
  5. yfinance · recommended 1×
  • CATEGORY QUERY
    How to build an automated stock trading bot using machine learning?
    you: not recommended
    AI recommended (in order):
    1. Alpha Vantage
    2. Quandl
    3. Nasdaq Data Link
    4. Yahoo Finance API
    5. yfinance
    6. Pandas
    7. NumPy
    8. TA-Lib
    9. Pandas-TA
    10. Scikit-learn
    11. Random Forest Classifier/Regressor
    12. Gradient Boosting Machines
    13. XGBoost
    14. LightGBM
    15. Support Vector Machines (SVM)
    16. TensorFlow
    17. Keras
    18. Long Short-Term Memory (LSTM) Networks
    19. Convolutional Neural Networks (CNNs)
    20. PyTorch
    21. Backtrader
    22. Zipline
    23. Alpaca Markets API
    24. Interactive Brokers API (IBKR API)
    25. TD Ameritrade API
    26. Charles Schwab API
    27. Grafana
    28. Prometheus
    29. Python's `logging` module

    AI recommended 29 alternatives but never named llSourcell/ChatGPT_Trading_Bot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools are available for simulating and backtesting AI-driven financial trading strategies?
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean Engine) (QuantConnect/Lean)
    2. Zipline (quantopian/zipline)
    3. Backtrader (mementum/backtrader)
    4. MetaTrader 5 (MT5) with Python API (MetaTrader for Python) (MetaQuotes/MetaTrader-for-Python)
    5. PyAlgoTrade (gbeced/pyalgotrade)
    6. TradingView (Pine Script)
    7. Amibroker

    AI recommended 7 alternatives but never named llSourcell/ChatGPT_Trading_Bot. 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 llSourcell/ChatGPT_Trading_Bot?
    pass
    AI did not name llSourcell/ChatGPT_Trading_Bot — 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 llSourcell/ChatGPT_Trading_Bot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named llSourcell/ChatGPT_Trading_Bot 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 llSourcell/ChatGPT_Trading_Bot solve, and who is the primary audience?
    pass
    AI named llSourcell/ChatGPT_Trading_Bot 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 llSourcell/ChatGPT_Trading_Bot. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/llSourcell/ChatGPT_Trading_Bot.svg)](https://repogeo.com/en/r/llSourcell/ChatGPT_Trading_Bot)
HTML
<a href="https://repogeo.com/en/r/llSourcell/ChatGPT_Trading_Bot"><img src="https://repogeo.com/badge/llSourcell/ChatGPT_Trading_Bot.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

llSourcell/ChatGPT_Trading_Bot — 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