RRepoGEO

REPOGEO REPORT · LITE

chrisworsey55/atlas-gic

Default branch main · commit fcfc40dc · scanned 6/24/2026, 10:42:49 PM

GitHub: 1,987 stars · 364 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)

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

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 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

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 repo's purpose

    Why:

    CURRENT
    🚀 ATLAS Agents is Live

To the 1,000 people who joined our waitlist — thank you.
Your early belief in what we were building means everything to us. Today is the day. ATLAS Agents is officially live and you can now sign up.
    COPY-PASTE FIX
    This repository contains the open-source code for ATLAS, a system of self-improving AI trading agents using Karpathy-style autoresearch. It provides the core technology for automated financial market trading strategies, allowing users to build, backtest, and deploy their own agents, or integrate with the ATLAS platform for copy trading and marketplace publishing.
  • mediumhomepage#2
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://atlasagents.com

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
QuantConnect (Lean Engine)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. QuantConnect (Lean Engine) · recommended 1×
  2. Zipline · recommended 1×
  3. OpenAI Gym · recommended 1×
  4. Stable Baselines3 · recommended 1×
  5. TensorFlow · recommended 1×
  • CATEGORY QUERY
    How to build self-improving AI agents for automated financial market trading strategies?
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean Engine)
    2. Zipline
    3. OpenAI Gym
    4. Stable Baselines3
    5. TensorFlow
    6. PyTorch
    7. Ray
    8. Apache Kafka
    9. RabbitMQ
    10. MetaTrader 5

    AI recommended 10 alternatives but never named chrisworsey55/atlas-gic. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find platforms for AI-driven copy trading or algorithmic investment strategies?
    you: not recommended
    AI recommended (in order):
    1. eToro
    2. ZuluTrade
    3. Darwinex
    4. QuantConnect
    5. Alpaca
    6. Collective2
    7. Tradency (Mirror Trader)

    AI recommended 7 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 did not name chrisworsey55/atlas-gic — 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 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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chrisworsey55/atlas-gic — 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