RRepoGEO

REPOGEO REPORT · LITE

dragon1086/prism-insight

Default branch main · commit 57bf6609 · scanned 6/6/2026, 3:37:01 AM

GitHub: 623 stars · 213 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 dragon1086/prism-insight, 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
  • highabout#1
    Clarify the 'About' description to emphasize multi-agent system

    Why:

    CURRENT
    AI-based stock analysis and trading system
    COPY-PASTE FIX
    Multi-agent AI system for automated stock analysis and trading.
  • mediumtopics#2
    Expand topics to include specific financial AI and trading system keywords

    Why:

    CURRENT
    ai, llm, mcp, multi-agent, stock
    COPY-PASTE FIX
    ai, llm, mcp, multi-agent, stock, automated-trading, financial-ai, stock-market-analysis, trading-system, investment-tools
  • lowreadme#3
    Streamline the README's opening section for immediate clarity

    Why:

    COPY-PASTE FIX
    Move the core tagline and a concise summary of the system's capabilities (e.g., "A multi-agent AI system for automated stock analysis and trading, generating analyst-grade reports and executing trades.") to be the absolute first content after the main title, before any sponsor badges or detailed feature sections.

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 dragon1086/prism-insight
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Alpaca Markets
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Alpaca Markets · recommended 1×
  2. Quandl (Nasdaq Data Link) · recommended 1×
  3. yfinance · recommended 1×
  4. Tiingo · recommended 1×
  5. Pandas · recommended 1×
  • CATEGORY QUERY
    How to build an automated stock trading system using multiple AI agents?
    you: not recommended
    AI recommended (in order):
    1. Alpaca Markets
    2. Quandl (Nasdaq Data Link)
    3. yfinance
    4. Tiingo
    5. Pandas
    6. NumPy
    7. Scikit-learn
    8. LangChain
    9. Haystack
    10. Mesa
    11. RabbitMQ
    12. Apache Kafka
    13. Redis Pub/Sub
    14. TensorFlow
    15. PyTorch
    16. Ta-Lib
    17. Hugging Face Transformers
    18. NLTK
    19. SpaCy
    20. Beautiful Soup
    21. Scrapy
    22. Stable Baselines3
    23. Ray RLlib
    24. SciPy
    25. Interactive Brokers API (IBKR API)
    26. QuantConnect (Lean Engine)
    27. Backtrader
    28. Zipline
    29. AWS (Amazon Web Services)
    30. Google Cloud Platform (GCP)
    31. Microsoft Azure
    32. Grafana
    33. Prometheus
    34. ELK Stack (Elasticsearch, Logstash, Kibana)

    AI recommended 34 alternatives but never named dragon1086/prism-insight. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI tool for generating detailed stock market analysis reports and insights.
    you: not recommended
    AI recommended (in order):
    1. Bloomberg Terminal
    2. S&P Capital IQ Pro
    3. Refinitiv Eikon (with Workspace)
    4. AlphaSense
    5. TrendSpider
    6. Koyfin
    7. YCharts

    AI recommended 7 alternatives but never named dragon1086/prism-insight. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 dragon1086/prism-insight?
    pass
    AI named dragon1086/prism-insight explicitly

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

  • If a team adopts dragon1086/prism-insight in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dragon1086/prism-insight 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 dragon1086/prism-insight solve, and who is the primary audience?
    pass
    AI did not name dragon1086/prism-insight — 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?

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