RRepoGEO

REPOGEO REPORT · LITE

ygwyg/MAHORAGA

Default branch main · commit b1a42cb8 · scanned 6/2/2026, 9:37:50 PM

GitHub: 827 stars · 166 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 ygwyg/MAHORAGA, 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
    Enhance README H1 to be more descriptive

    Why:

    CURRENT
    # MAHORAGA
    COPY-PASTE FIX
    # MAHORAGA: Autonomous AI Trading Agent
  • mediumreadme#2
    Clarify license information in the README

    Why:

    COPY-PASTE FIX
    ## License

This software is provided under [specify license(s) here, e.g., "the MIT License and Apache-2.0 License"]. Please refer to the LICENSE file for full details.

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 ygwyg/MAHORAGA
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Alpaca Forecast AI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Alpaca Forecast AI · recommended 1×
  2. QuantConnect · recommended 1×
  3. BlackBoxStocks · recommended 1×
  4. TrendSpider · recommended 1×
  5. StockTwits API · recommended 1×
  • CATEGORY QUERY
    What are good autonomous trading agents that use AI for social sentiment analysis?
    you: not recommended
    AI recommended (in order):
    1. Alpaca Forecast AI
    2. QuantConnect
    3. BlackBoxStocks
    4. TrendSpider
    5. StockTwits API
    6. RavenPack

    AI recommended 6 alternatives but never named ygwyg/MAHORAGA. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a 24/7 cloud-based trading bot with LLM integration for market insights.
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (QuantConnect/Lean)
    2. Alpaca Trading API
    3. AWS
    4. GCP
    5. Azure
    6. OpenAI API
    7. Google Gemini API
    8. Anthropic Claude API
    9. Blueshift
    10. Quantopian
    11. TradeStation
    12. Interactive Brokers

    AI recommended 12 alternatives but never named ygwyg/MAHORAGA. 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 ygwyg/MAHORAGA?
    pass
    AI named ygwyg/MAHORAGA explicitly

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

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

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

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ygwyg/MAHORAGA — 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