RRepoGEO

REPOGEO REPORT · LITE

chrisworsey55/atlas-gic

Default branch main · commit fc6710b7 · scanned 5/14/2026, 10:22:58 AM

GitHub: 1,836 stars · 336 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 chrisworsey55/atlas-gic, 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
    Reposition the README's opening to explicitly state the project's domain

    Why:

    CURRENT
    ## 🚀 ATLAS Agents — Launching Next Week

The platform built on top of this repo is launching next week.
    COPY-PASTE FIX
    ## 🚀 ATLAS Agents — Self-Improving AI Trading Agents

ATLAS by General Intelligence Capital is a framework for autonomous AI trading agents that improve their own prompts through market feedback, train on different market regimes, create new agents when they detect knowledge gaps, and simulate reflexive futures to prepare for what's coming. The platform built on top of this repo is launching next week.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-trading, trading-bots, algorithmic-trading, financial-markets, machine-learning, autoresearch, karpathy, quant-trading, python
  • mediumhomepage#3
    Add the project's homepage URL

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://atlasagents.co

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 chrisworsey55/atlas-gic
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Alpaca API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Alpaca API · recommended 2×
  2. QuantConnect/Lean · recommended 1×
  3. quantopian/zipline · recommended 1×
  4. mementum/backtrader · recommended 1×
  5. tensorflow/tensorflow · recommended 1×
  • CATEGORY QUERY
    How can I build autonomous AI agents for financial market trading strategies?
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean Engine) (QuantConnect/Lean)
    2. Zipline (quantopian/zipline)
    3. Backtrader (mementum/backtrader)
    4. TensorFlow (tensorflow/tensorflow)
    5. PyTorch (pytorch/pytorch)
    6. OpenAI Gym (openai/gym)
    7. Alpaca API
    8. MetaTrader 5
    9. MetaTrader5 package (MetaQuotes/MetaTrader5)

    AI recommended 9 alternatives but never named chrisworsey55/atlas-gic. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a framework to develop self-optimizing trading bots with natural language descriptions.
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Pandas
    3. NumPy
    4. scikit-learn
    5. TensorFlow
    6. PyTorch
    7. yfinance
    8. backtrader
    9. quantstats
    10. DEAP
    11. scikit-optimize
    12. LangChain
    13. QuantConnect (Lean Engine)
    14. Hugging Face
    15. transformers
    16. Alpaca API

    AI recommended 16 alternatives but never named chrisworsey55/atlas-gic. 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 chrisworsey55/atlas-gic?
    pass
    AI named chrisworsey55/atlas-gic explicitly

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

  • If a team adopts chrisworsey55/atlas-gic in production, what risks or prerequisites should they evaluate first?
    pass
    AI named chrisworsey55/atlas-gic 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 chrisworsey55/atlas-gic solve, and who is the primary audience?
    pass
    AI named chrisworsey55/atlas-gic 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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chrisworsey55/atlas-gic — RepoGEO report