/prediction-markets-analysis

name: prediction-markets-analysis
description: Generate deep research reports on prediction market events using the Octagon Prediction Markets Agent. Combines real-time Kalshi market data with AI-driven analysis to surface price drivers, compare market vs. model probabilities, and identify potential mispricings across 120+ active markets.

Prediction Markets Analysis

Generate comprehensive research reports on prediction market events using the Octagon Prediction Markets Agent. This skill combines real-time Kalshi market data with AI-driven analysis to identify mispricings, surface price drivers, and provide actionable trading insights.

Prerequisites

Ensure Octagon MCP is configured in your AI agent (Cursor, Claude Desktop, Windsurf, etc.). See [references/mcp-setup.md](references/mcp-setup.md) for installation instructions.

**Note**: Report generation requires Octagon Plus, Pro, or Enterprise subscription (3 credits per report). Cached reports are free for all users.

Core Functionality

The Prediction Markets Agent provides:

| Capability | Description | |------------|-------------| | Market vs. Model Probability | Computes independent model probability and compares against live market price | | Event-Driven Research | Identifies key claims, catalysts, and decision-flipping events | | Historical Resolution Tracking | Surfaces past resolution outcomes for context on base rates | | Contract Snapshot | Returns live bid/ask spreads, last traded price, volume, and open interest | | Cross-Category Coverage | 120+ active markets across Politics, Economics, Crypto, Sports, Entertainment, Science & Tech, Climate |

Model Variants

| Variant | Description | Use Case | |---------|-------------|----------| | `octagon-prediction-markets-agent` | Default. Returns cached report if available, otherwise generates new | General use | | `octagon-prediction-markets-agent:cache` | Always retrieves cached report | Fastest response, may not be latest | | `octagon-prediction-markets-agent:refresh` | Always generates fresh report | Most up-to-date, takes several minutes |

Example Queries

Federal Reserve Policy

Analyze this Fed decision prediction market: https://kalshi.com/markets/kxfeddecision/fed-meeting/kxfeddecision-26jun

Cryptocurrency Price Range

Research this Bitcoin price prediction market: https://kalshi.com/markets/kxbtcminy/how-low-will-bitcoin-fall-this-year/kxbtcminy-27jan01

Sports Matchup

Analyze this NHL playoff prediction market: https://kalshi.com/markets/kxnhleast/eastern-conference-championship/kxnhleast-26

Entertainment Awards

Research this Grammy nomination market: https://kalshi.com/markets/kxgrammynomsoty/grammy-nominees-for-song-of-the-year/kxgrammynomsoty-69

IPO Timing

Analyze when SpaceX will IPO: https://kalshi.com/markets/kxipospacex/when-will-spacex-ipo/kxipospacex

Force Fresh Report

Generate a fresh report (bypass cache) for: https://kalshi.com/markets/kxbtcminy/how-low-will-bitcoin-fall-this-year/kxbtcminy-27jan01

Example Response Structure

## Market Overview
- **Event**: Fed Decision June 2026
- **Resolution Date**: June 18, 2026
- **Current Market Price**: 72% (Hold rates)
- **Model Probability**: 68%
- **Mispricing Signal**: Market slightly overpriced

## Price Drivers
1. **Recent Economic Data**: CPI trending lower, supporting rate hold
2. **Fed Communications**: Dovish tone in recent FOMC minutes
3. **Labor Market**: Unemployment stable at 4.1%

## Key Catalysts
| Date | Event | Potential Impact |
|------|-------|------------------|
| June 10 | CPI Release | High - could shift probabilities 5-10% |
| June 12 | FOMC Statement | Medium - language on future path |

## Historical Resolution Context
- Last 6 meetings: 4 holds, 2 cuts
- Model accuracy on this series: 78%

## Contract Details
| Outcome | Bid | Ask | Last | Volume | OI |
|---------|-----|-----|------|--------|-----|
| Hold | 0.71 | 0.73 | 0.72 | 15,234 | 89,000 |
| Cut 25bp | 0.18 | 0.20 | 0.19 | 8,456 | 45,000 |
| Hike | 0.08 | 0.10 | 0.09 | 2,100 | 12,000 |

## Recommendation
**Slight Sell** on Hold contract. Model sees 4% overpricing. Consider waiting for CPI data before positioning.

Market Categories

The agent covers 120+ active markets across:

| Category | Example Markets | |----------|-----------------| | **Politics** | Elections, legislation, executive actions | | **Economics** | Fed decisions, inflation, employment data | | **Crypto** | Bitcoin/Ethereum price ranges, ETF approvals | | **Sports** | Championship outcomes, playoff matchups | | **Entertainment** | Awards shows, box office, streaming | | **Science & Tech** | Space launches, AI milestones, IPO timing | | **Climate** | Temperature records, hurricane landfalls |

Use Cases

Identify Mispricings

Compare crowd consensus against model-derived probability to find trading opportunities.

Pre-Trade Research

Research key drivers behind a prediction market price before placing a trade.

Catalyst Monitoring

Monitor upcoming events that could move contract prices.

Event Analysis

Get structured, sourced research on fast-moving events in politics, finance, and beyond.

Historical Data Access

Use the `prediction_markets_history` tool to fetch historical data:

Fetch historical data for prediction market ticker KXFEDDECISION-26JUN from January to June 2026

Parameters:

• `ticker`: Market ticker symbol
• `captured_from`: Start date filter
• `captured_to`: End date filter
• `limit`: Number of records
• `cursor`: Pagination cursor

Integration with Other Skills

Combine with other Octagon skills for comprehensive analysis:

| Skill | Integration Use | |-------|-----------------| | `earnings-call-analysis` | Analyze CEO comments relevant to prediction market events | | `sec-8k-analysis` | Track material events that could impact market outcomes | | `stock-performance` | Correlate stock moves with predicti