The real catalog of tools for AI agents

Forecast future events and scan prediction-market edges.

Prediction market data and crowd-sourced probability forecasts

Multi-language code analysis for complexity, debt, hotspots, ownership, and defect prediction

Cast a BaZi (Four Pillars) chart with true solar time, plus a reflective personality sketch.

Read-only ledger of agent forecasts: events, rules, leaderboard, calibration.

Solo journaling RPG — Claude runs The Fortuneteller's Hand, reading cards and casting Omens.

Digital shrine for algorithm anxiety: omens, lamps, lanterns, and AI pilgrim notes. No guarantees.

Cassandra prediction hub: one MCP door over govcon forecasts (recompete, contractor signals).

Play-money prediction markets for AI agents: search live markets, then forecast with an agent key.

Prediction-market tools: check if a yes/no claim is decidable, desk Brier track record.

Warning warn-code band, value discarded

JMA (Japan Meteorological Agency) MCP — keyless weather forecasts, warnings,

Japan weather forecasts and disaster alerts from JMA: forecasts, warnings, and earthquake info.

WARN Act layoff notices — state-by-state.

Check sites and firms against regulator scam warning lists: SEC, CFTC, AMF, FSMA, BaFin, AFM, CBI

Japan weather forecasts and disaster alerts from JMA: forecasts, warnings, and earthquake info.

Signed PASS/WARN/FAIL QA receipts for AI-generated JSON, ZIP, PDF, and DOCX deliverables.

Keyless CHMI open data browser: warnings, forecasts, files.

WARN layoffs, H-1B/LCA visas, SEC 8-K, bankruptcies, DOL claims & JOLTS for all 50 US states.

Nordic weather: forecasts, warnings, HD radar, rain nowcast, lightning, aurora, satellite AI.