RRepoGEO

REPOGEO REPORT · LITE

yorkeccak/Polyseer

Default branch main · commit b65ad55d · scanned 6/1/2026, 9:32:38 PM

GitHub: 658 stars · 120 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 yorkeccak/Polyseer, 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 README H1 and opening paragraph to clarify domain

    Why:

    CURRENT
    # Polyseer - See the Future.

> *Everyone wishes they could go back and buy Bitcoin at $1. Polyseer brings the future to you, so you never have to wonder "what if?" again.NOT FINANCIAL ADVICE** | Polyseer provides analysis for entertainment and research purposes only. Always DYOR.
    COPY-PASTE FIX
    # Polyseer - AI-Powered Analysis for Prediction Markets

> Polyseer provides in-depth, AI-driven analysis for prediction markets like Polymarket and Kalshi, helping you understand the underlying factors driving outcomes. This tool is for entertainment and research purposes only, not financial advice. Always DYOR.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    prediction-markets, ai-analysis, polymarket, kalshi, machine-learning, market-analysis, self-hosted, open-source
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file in the root of the repository with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).

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 yorkeccak/Polyseer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AugurProject/augur
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AugurProject/augur · recommended 1×
  2. Polymarket/polymarket-contracts · recommended 1×
  3. manifoldmarkets/manifold · recommended 1×
  4. gnosis/chain · recommended 1×
  5. safe-global/safe-contracts · recommended 1×
  • CATEGORY QUERY
    How to get in-depth analysis of factors influencing prediction market outcomes?
    you: not recommended
    AI recommended (in order):
    1. Augur (AugurProject/augur)
    2. Polymarket (Polymarket/polymarket-contracts)
    3. Manifold Markets (manifoldmarkets/manifold)
    4. Gnosis Chain (gnosis/chain)
    5. Gnosis Safe (safe-global/safe-contracts)
    6. Kalshi
    7. Delphi Digital
    8. Messari
    9. Python
    10. Pandas (pandas-dev/pandas)
    11. NumPy (numpy/numpy)
    12. Matplotlib (matplotlib/matplotlib)
    13. Seaborn (mwaskom/seaborn)
    14. Scikit-learn (scikit-learn/scikit-learn)

    AI recommended 14 alternatives but never named yorkeccak/Polyseer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a self-hosted tool for AI-powered analysis of market predictions.
    you: not recommended
    AI recommended (in order):
    1. H2O.ai H2O-3
    2. H2O Driverless AI
    3. KNIME Analytics Platform
    4. DataRobot
    5. MLflow
    6. TensorFlow
    7. PyTorch
    8. scikit-learn
    9. RapidMiner
    10. Apache Spark MLlib

    AI recommended 10 alternatives but never named yorkeccak/Polyseer. 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 yorkeccak/Polyseer?
    pass
    AI named yorkeccak/Polyseer explicitly

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

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

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

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yorkeccak/Polyseer — 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