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Polymarket forecasting and research tools | Page 2

Evaluate an estimate by how it was produced and which event it describes. Forecasting tools and AI research can offer a probability estimate, but the supporting evidence determines what you can assess.

How to choose forecasting

Read the estimate with its scope

A forecast and the market price are different measures. Compare the evidence, assumptions and time horizon before interpreting a difference between them.

Inspect the basis

  • Follow citations to the underlying material.
  • Review model inputs and assumptions.
  • Check what any calibration claim actually covers.
  • Match the time horizon to the contract’s event.
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47 tools · 13–24 shown

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Find the right tools

Numinous Tools agent-skill overview and installation paths
Numinous Tools
SDK3.5Editorial

Request forecasts and market evidence from an agent while tracking separately metered API usage.

  • Language Python
Octagon product overview.
Octagon
Research tool3.5Editorial

Source-linked event reports, model-price comparisons and developer access through API, MCP and CLI.

  • Access Web · API · CLI · MCP
OddSage market input and backtest research workspace
OddSage
Research tool3.5Editorial

Draft an editable market rule, confirm a paper test and inspect observations, modeled costs and saved results.

  • Trading mode Paper
  • Access Web
OddsShift examples of market verdicts and the research workflow.
OddsShift
Analytics3.5Editorial

Model-based market research with frozen Buy calls, public grading and wallet notifications.

  • Trading mode Read-only
  • Access Web · Telegram · Email
OVERROUND research product and access-gated wallet scoreboard preview
OVERROUND
Analytics3.5Editorial

Compare category-specific wallet records, inspect calibration and receive explained conviction alerts by email or Telegram.

  • Access Web · Telegram · Email
Prediction Pilot product overview
Prediction Pilot
Research tool3.5Editorial

A Kalshi-first research assistant with backtests, scheduled alerts and Polymarket comparisons; users execute orders themselves.

  • Trading mode Read-only
  • Access Web
ProbSee wallet-cluster signals with strength, category and time filters
ProbSee
Research tool3.5Editorial

A signal wire and research assistant for public wallet activity, opposing evidence and resolution-clause checks.

  • Access Web
Prophet Arena question input and model leaderboard entry
Prophet Arena
Research tool3.5Editorial

A live AI forecasting benchmark with resolved-event scores, comparable-event standings and inspectable research traces.

  • Access Web
Prophet Notes homepage with forecast articles and previews
Prophet Notes
Research tool3.5Editorial

A publication of political forecasting essays, model updates and prediction-market trading notes.

  • Access Web · Email
Wethr product overview
Wethr
Data feed3.5Editorial

Weather-market research combining station observations, forecast-model comparisons, bias tools, alerts and tiered APIs.

  • Access Web · API
Alphascope market-research entry point and forecasting tools
Alphascope
Research tool3.0Editorial

Request an AI forecast from a link, question or image, then compare market odds and news context.

  • Access Web
Called It App Store listing and provider phone previews
Called It
Platform3.0Editorial

Make calls with friends using virtual Cred, private groups and imported odds for comparison.

  • Access iOS · iPadOS