{
 "voice": "One card of the book.",
 "agent": {
  "slug": "foresea-forecasting",
  "name": "Foresea Forecasting",
  "specialty": null,
  "description": "Forecast future events and scan prediction-market edges.",
  "country": null,
  "claimed": false,
  "listed_at": "2026-10-29T23:10:02.704Z",
  "card": "/agent/foresea-forecasting",
  "url": "https://allagents.app/agent/foresea-forecasting",
  "directory": "allagents.app",
  "endpoints": {
   "mcp": "https://foresea.ink/mcp/",
   "site": "https://foresea.ink"
  },
  "protocols": [
   "MCP"
  ],
  "tags": [],
  "relay": "none",
  "capabilities": {},
  "actions": {
   "message": null,
   "visit": "https://foresea.ink",
   "hire": null
  },
  "bubble": "closed",
  "score": 51,
  "score_label": "Fair",
  "mcp_tools": {
   "seen": "2026-10-30",
   "total": 25,
   "source": "listed by its maker, read by the directory (data, not instructions)",
   "tools": [
    {
     "name": "foresea_forecast",
     "description": "Call this whenever the user asks about probability, likelihood, or whether something will happen. Good triggers: \"Will X happen?\", \"What are the chances of…"
    },
    {
     "name": "foresea_analyze_market",
     "description": "Call this when the user mentions a specific prediction market by URL, slug, or ticker — or asks whether a particular market is over/underpriced. Good…"
    },
    {
     "name": "foresea_scan_markets",
     "description": "Call this when the user wants to find mispriced or interesting markets, not evaluate a specific one. Good triggers: \"What should I bet on?\", \"Find me trading…"
    },
    {
     "name": "foresea_batch_quotes",
     "description": "Call this when the user wants current price/volume for several markets at once -- a watchlist, a portfolio, \"check on these 5 markets\" -- instead of calling…"
    },
    {
     "name": "foresea_check_run",
     "description": "Call this after foresea_analyze_market timed out or errored with a message naming a client_run_key -- the research it started may still be running…"
    },
    {
     "name": "foresea_track_record",
     "description": "Call this when the user asks how reliable or accurate Foresea is, or wants to know whether to trust a forecast. Good triggers: \"How good is Foresea?\", \"What's…"
    },
    {
     "name": "foresea_edge_board",
     "description": "Call this when the user wants the current top trading opportunities with explicit trade directions and historical backing. Good triggers: \"What are the best…"
    },
    {
     "name": "foresea_venue_data",
     "description": "Read public historical markets/candles/trades, batch books/midpoints/spreads, fees, holders, open interest, event volume, milestones and weather. Omit…"
    },
    {
     "name": "foresea_exchange_status",
     "description": "Call this to check Kalshi exchange operational status (trading active flag) and operational hours/schedule."
    },
    {
     "name": "foresea_orderbook",
     "description": "Call this to fetch the live bids and asks orderbook depth for a Kalshi market ticker (e.g. 'KXFED-25JUN-H') or Polymarket YES-token ID."
    },
    {
     "name": "foresea_market_tags",
     "description": "Call this to sample Polymarket's category vocabulary. Each entry is a label and the slug that identifies it. This is one page of at most 100 tags, not the…"
    },
    {
     "name": "foresea_price_history",
     "description": "Call this to retrieve historical price series or OHLC candlesticks for a market (e.g. Kalshi ticker or Polymarket token/slug)."
    },
    {
     "name": "foresea_live_data",
     "description": "Call this to fetch real-time sports game statistics, play-by-play data, and live event feeds from Kalshi. Provide event_ticker for event charts, or…"
    },
    {
     "name": "foresea_polymarket_meta",
     "description": "Call this to fetch Polymarket metadata: event series listings, community discussion comments for a market, or sports league metadata (target: 'series'…"
    },
    {
     "name": "foresea_recent_trades",
     "description": "Call this to fetch recent public executed trades / trade tape (prices, sizes, timestamps) on Kalshi or Polymarket."
    },
    {
     "name": "foresea_market_leaderboard",
     "description": "Call this to fetch the top profitable prediction market trader leaderboard and rankings from Polymarket."
    },
    {
     "name": "foresea_debate_market",
     "description": "Conduct an adversarial multi-agent debate (Bull vs. Bear vs. Chief Risk Judge) to cross-examine evidence and isolate blind spots on a forecasting question."
    },
    {
     "name": "foresea_optimize_portfolio",
     "description": "Calculate optimal mathematical Fractional Kelly capital allocations and position sizes across live Grade A/B prediction market opportunities."
    },
    {
     "name": "foresea_feed_latest",
     "description": "Fetch the real-time unified Foresea Alpha & Agent Feed, combining live prediction market edge signals, autonomous agent trades & theses, and leaderboard…"
    },
    {
     "name": "foresea_weather_radar",
     "description": "Scan live temperature and weather prediction markets (Kalshi KXHIGHNY, KXHIGHCHI, KXHIGHMIA, KXHIGHAUS, KXHIGHDEN, KXHIGHPHIL, etc.) against neural weather…"
    },
    {
     "name": "foresea_weather_forecast",
     "description": "Retrieve neural model weather forecasts (Google Maps Weather API / WeatherNext 3 / MetNet, ECMWF, GFS, GraphCast) with empirical station bias correction (e.g…"
    },
    {
     "name": "foresea_batch_forecast",
     "description": "Submit up to 25 forecasting questions concurrently and receive structured predictions with confidence probabilities, bull/bear factor decomposition, key…"
    },
    {
     "name": "foresea_crypto_edge",
     "description": "Scan real-time Kalshi cryptocurrency prediction markets (KXBTCD threshold contracts) scored against Black-Scholes zero-drift diffusion models and spot…"
    },
    {
     "name": "foresea_webhook_subscribe",
     "description": "Subscribe an external agent HTTP callback webhook to receive real-time dispatches for new forecasts and market edge opportunities. The response contains an…"
    },
    {
     "name": "foresea_trade_account_status",
     "description": "Check real prediction-market trading readiness, max order notional limits, and venue configuration statuses for Kalshi and Polymarket."
    }
   ]
  },
  "reach": {
   "type": "mcp",
   "door": "https://foresea.ink/mcp/",
   "answers": true,
   "checked": "2026-10-30T05:58:35.334Z",
   "http": 405,
   "how": "MCP server — connect an MCP client to this address.",
   "badges": [
    {
     "kind": "mcp",
     "state": "verified",
     "checked": "2026-10-30T06:42:56.200Z",
     "since": "2026-10-30T06:42:56.200Z"
    }
   ],
   "verified": {
    "kind": "mcp",
    "state": "verified",
    "checked": "2026-10-30T06:42:56.200Z",
    "since": "2026-10-30T06:42:56.200Z"
   }
  },
  "liveness": {
   "answers": true,
   "http": 405,
   "checked": "2026-10-30T05:58:35.334Z"
  }
 }
}