NEKORACLE time-series × llm market oracle
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// nine lives of market foresight

The oracle that sees the market.

Nekoracle watches live crypto and equities through two minds at once — a time-series transformer that forecasts where price is headed, and an LLM that reasons about why — then distills it into structured, risk-filtered signals. No hype, no trade execution. Just clear-eyed insight.

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Nekoracle — a neon cat whose eyes are live candlestick charts
Its eyes are the charts it reads.

The two-brain architecture

novel pipeline

Most bots bolt an LLM onto a price feed. Nekoracle runs a real forecasting model first, gates spend with a cheap trigger, and only then lets a language model reason over the numbers — a pipeline where every stage degrades safely.

  1. 01

    Ingest

    Live OHLCV candles stream in via CCXT (crypto) and Yahoo Finance (stocks), normalized to one schema.

  2. 02

    Forecast · the eyes

    TimesFM 2.5 (200M), self-hosted, projects the forward price path. A numpy baseline is always the fallback, so signals never stall.

  3. 03

    Prefilter gate

    A cheap check — forecast move, RSI extreme, or support/resistance touch. Quiet markets stop here at zero LLM cost.

  4. 04

    Reason · the mind

    An LLM via OpenRouter reads indicators + forecast and returns strict JSON: signal, confidence, risk, and the reasoning behind it.

  5. 05

    Signal

    A risk filter clamps confidence, blocks unsafe language, and persists a clean, auditable signal — never financial advice.

Seeing “quiet market / no trade zone” a lot? That's step 03 doing its job — declining to spend on reasoning until price actually moves.

Latest signals

Trending stocks

yahoo finance

Crypto basket

live

Signal history

TimeAssetTFSignal ConfRiskForecastSummary

Model accuracy

Forecasts vs. reality