RRepoGEO

REPOGEO REPORT · LITE

imbue-bit/AlphaGPT

Default branch main · commit 186cc0c9 · scanned 5/29/2026, 5:48:20 AM

GitHub: 2,048 stars · 2,656 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 imbue-bit/AlphaGPT, 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
    Expand README to clearly define project purpose and status

    Why:

    CURRENT
    # AlphaGPT

## Star History

[](https://www.star-history.com/#imbue-bit/AlphaGPT&type=date&legend=top-left)
    COPY-PASTE FIX
    # AlphaGPT

AlphaGPT is an open-source automatic factor factory leveraging deep reinforcement learning for quantitative finance. It aims to discover and generate novel financial alpha factors. This project is currently an early research project and proof-of-concept, not intended for production use.

## Star History

[](https://www.star-history.com/#imbue-bit/AlphaGPT&type=date&legend=top-left)
  • mediumtopics#2
    Refine topics to be more specific to quantitative finance and reinforcement learning

    Why:

    CURRENT
    deep-learning, finance, math, quant, quantitative-finance, sr, transformer, uniswap-v4
    COPY-PASTE FIX
    deep-learning, reinforcement-learning, finance, math, quant, quantitative-finance, alpha-factors, factor-discovery, algorithmic-trading
  • lowhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/imbue-bit/AlphaGPT

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 imbue-bit/AlphaGPT
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PyTorch
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. PyTorch · recommended 2×
  2. TensorFlow · recommended 2×
  3. Alphalens · recommended 2×
  4. QuantConnect (Lean Engine) · recommended 1×
  5. Zipline · recommended 1×
  • CATEGORY QUERY
    How can I use deep reinforcement learning to automatically generate financial alpha factors?
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean Engine)
    2. Zipline
    3. OpenBB Terminal
    4. Pandas
    5. NumPy
    6. SymPy
    7. Stable Baselines3
    8. PyTorch
    9. Ray RLlib
    10. TensorFlow
    11. Alphalens
    12. Pyfolio

    AI recommended 12 alternatives but never named imbue-bit/AlphaGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools exist for quantitative finance factor discovery using machine learning?
    you: not recommended
    AI recommended (in order):
    1. pandas
    2. scikit-learn
    3. PyTorch
    4. TensorFlow
    5. Keras
    6. statsmodels
    7. Alphalens
    8. zipline
    9. LightGBM
    10. XGBoost

    AI recommended 10 alternatives but never named imbue-bit/AlphaGPT. 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 imbue-bit/AlphaGPT?
    pass
    AI named imbue-bit/AlphaGPT explicitly

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

  • If a team adopts imbue-bit/AlphaGPT in production, what risks or prerequisites should they evaluate first?
    pass
    AI named imbue-bit/AlphaGPT 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 imbue-bit/AlphaGPT solve, and who is the primary audience?
    pass
    AI named imbue-bit/AlphaGPT 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 imbue-bit/AlphaGPT. 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/imbue-bit/AlphaGPT.svg)](https://repogeo.com/en/r/imbue-bit/AlphaGPT)
HTML
<a href="https://repogeo.com/en/r/imbue-bit/AlphaGPT"><img src="https://repogeo.com/badge/imbue-bit/AlphaGPT.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

imbue-bit/AlphaGPT — 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