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Polymarket Ai Divergence

Organization
SpartanLabsXyz
polymarket-ai-divergence

Find markets where Simmer's AI consensus diverges from the real market price, then trade on the mispriced side using Kelly sizing. Scans for divergence, checks fees and safeguards, and executes trades on zero-fee markets with sufficient edge.

Overview

PublisherSpartanLabsXyz
Repositorysimmer-sdk
Skill namepolymarket-ai-divergence
Stars
56
Forks
18
Bundled files
6
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 6 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by SpartanLabsXyz on GitHub. Read the source before you install it.

Installation

Install the Polymarket Ai Divergence AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/SpartanLabsXyz/simmer-sdk/tree/main/skills/polymarket-ai-divergence
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/SpartanLabsXyz/simmer-sdk.git /tmp/simmer-sdk
mkdir -p .claude/skills
cp -r /tmp/simmer-sdk/skills/polymarket-ai-divergence .claude/skills/polymarket-ai-divergence
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Polymarket Ai Divergence in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Polymarket Ai Divergence on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Polymarket Ai Divergence is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Polymarket AI Divergence Trader

Find markets where Simmer's AI consensus diverges from the real market price, then trade the edge.

🚨 Framework, not a production trading system. Read DISCLAIMER.md before connecting to a wallet with real funds.

This is a template. The default logic trades when AI divergence exceeds 2% on zero-fee markets, using Kelly sizing capped at 25%. Remix it with different edge thresholds, sizing strategies, or additional filters (e.g., only trade markets resolving within 7 days). The skill handles plumbing (divergence scanning, fee checks, safeguards, execution). Your agent provides the alpha.

What It Does

  1. Scans all active markets for AI vs market price divergence
  2. Filters to markets with edge above threshold (default 2%) and zero fees
  3. Checks safeguards (flip-flop detection, existing positions)
  4. Sizes using Kelly criterion, capped conservatively
  5. Executes trades on the mispriced side (YES when AI is bullish, NO when bearish)

Setup Flow

When user asks to install or configure this skill:

  1. Install the Simmer SDK

    bash
    pip install simmer-sdk
  2. Ask for Simmer API key

    • They can get it from simmer.markets/dashboard → SDK tab
    • Store in environment as SIMMER_API_KEY
  3. Ask for wallet private key (required for live trading)

    • This is the private key for their Polymarket wallet (the wallet that holds USDC)
    • Store in environment as WALLET_PRIVATE_KEY
    • The SDK uses this to sign orders client-side automatically — no manual signing needed
    • Not needed for $SIM paper trading on the Simmer venue

Quick Commands

bash
# Scan only (dry run, no trades)
python ai_divergence.py

# Scan + execute trades
python ai_divergence.py --live

# Only show bullish divergences
python ai_divergence.py --bullish

# Only >15% divergence
python ai_divergence.py --min 15

# JSON output
python ai_divergence.py --json

# Cron mode (quiet, trades only)
python ai_divergence.py --live --quiet

# Show config
python ai_divergence.py --config

# Update config
python ai_divergence.py --set max_bet_usd=10

Configuration

KeyEnv VarDefaultDescription
min_divergenceSIMMER_DIVERGENCE_MIN5.0Min divergence % for scanner display
min_edgeSIMMER_DIVERGENCE_MIN_EDGE0.02Min divergence to trade (2%)
max_bet_usdSIMMER_DIVERGENCE_MAX_BET5.0Max bet per trade
max_trades_per_runSIMMER_DIVERGENCE_MAX_TRADES3Max trades per cycle
kelly_capSIMMER_DIVERGENCE_KELLY_CAP0.25Kelly fraction cap
daily_budgetSIMMER_DIVERGENCE_DAILY_BUDGET25.0Daily spend limit
default_directionSIMMER_DIVERGENCE_DIRECTION(both)Filter: "bullish" or "bearish"

Update via CLI: python ai_divergence.py --set max_bet_usd=10

How It Works

Divergence Signal

Each imported market has two prices:

  • AI consensus (current_probability) — Simmer's AI consensus price, derived from multi-model ensemble forecasting
  • External price (external_price_yes) — Real market price on Polymarket/Kalshi

divergence = AI consensus - external price

When divergence > 0: AI thinks the market is underpriced → buy YES When divergence < 0: AI thinks the market is overpriced → buy NO

Kelly Sizing

Position size uses the Kelly criterion:

kelly_fraction = edge / (1 - price)
position_size = kelly_fraction * max_bet_usd

Capped at kelly_cap (default 25%) to limit risk.

Fee Filtering

75% of Polymarket markets have 0% fees. The remaining 25% charge 10% (short-duration crypto/sports). This skill only trades zero-fee markets to avoid fee drag eroding the edge.

Safeguards

  • Fee check: Skips markets with any taker fee
  • Flip-flop detection: Uses SDK's context API to detect contradictory trades
  • Position check: Skips markets where you already hold a position
  • Daily budget: Stops trading when daily spend limit is reached
  • Kelly sizing: Conservative sizing prevents over-betting

API Endpoints Used

  • GET /api/sdk/markets/opportunities — Divergence-ranked market list
  • GET /api/sdk/context/{market_id} — Fee rate and safeguards per market
  • POST /api/sdk/trade — Trade execution (via SDK client)
  • GET /api/sdk/positions — Current portfolio positions

Troubleshooting

"No markets above min edge threshold" → All divergences are below the min_edge setting. Lower it with --set min_edge=0.01 or wait for larger divergences.

"Daily budget exhausted" → The skill has hit its daily spend limit. Adjust with --set daily_budget=50.

All markets skipped for fees → Only zero-fee markets are traded. If all available divergence opportunities have fees, no trades execute. This is by design.

"context fetch failed" → The SDK context endpoint is rate-limited (18 req/min). If running frequently, reduce max_trades_per_run.

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Polymarket Ai Divergence AI skill do?

Find markets where Simmer's AI consensus diverges from the real market price, then trade on the mispriced side using Kelly sizing. Scans for divergence, checks fees and safeguards, and executes trades on zero-fee markets with sufficient edge.

Why use Polymarket Ai Divergence on TypingMind?

Because you install it once and use it with any model. Polymarket Ai Divergence is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Polymarket Ai Divergence in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/SpartanLabsXyz/simmer-sdk/tree/main/skills/polymarket-ai-divergence. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Polymarket Ai Divergence?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Polymarket Ai Divergence?

As many as you like. As long as a model supports skills, you can use Polymarket Ai Divergence with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Polymarket Ai Divergence AI skill free?

Yes. It is published on GitHub by SpartanLabsXyz under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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