RRepoGEO

REPOGEO REPORT · LITE

Polymarket/agents

Default branch main · commit 081f2b55 · scanned 5/16/2026, 4:22:49 AM

GitHub: 3,494 stars · 781 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 Polymarket/agents, 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
    Refine the README's opening sentence to emphasize automated trading framework

    Why:

    CURRENT
    Polymarket Agents is a developer framework and set of utilities for building AI agents for Polymarket.
    COPY-PASTE FIX
    Polymarket Agents is a developer framework for building and deploying AI-powered automated trading strategies on the Polymarket prediction market platform.
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/polymarket/agents

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 Polymarket/agents
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Python
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Python · recommended 1×
  2. Pandas · recommended 1×
  3. NumPy · recommended 1×
  4. Scikit-learn · recommended 1×
  5. TensorFlow · recommended 1×
  • CATEGORY QUERY
    How can I develop an AI agent for automated trading on a prediction market platform?
    you: not recommended
    AI recommended (in order):
    1. Python
    2. Pandas
    3. NumPy
    4. Scikit-learn
    5. TensorFlow
    6. Keras
    7. PyTorch
    8. QuantConnect
    9. Zipline
    10. RabbitMQ
    11. Apache Kafka
    12. PostgreSQL
    13. InfluxDB
    14. Docker
    15. Requests
    16. BeautifulSoup
    17. Scrapy

    AI recommended 17 alternatives but never named Polymarket/agents. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a framework to build autonomous trading bots for decentralized prediction markets.
    you: not recommended
    AI recommended (in order):
    1. Hardhat
    2. Foundry
    3. Brownie
    4. OpenZeppelin Contracts
    5. Ethers.js
    6. Web3.js
    7. The Graph
    8. Web3.py
    9. Ethers-Python

    AI recommended 9 alternatives but never named Polymarket/agents. 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 Polymarket/agents?
    pass
    AI named Polymarket/agents explicitly

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

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

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite