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Numinous Forecast

Get calibrated probabilities from Numinous (Bittensor Subnet 6) with metadata/provenance.

Rating
4.2 (172 reviews)
Downloads
621 downloads
Version
1.0.0

Overview

Get calibrated probabilities from Numinous (Bittensor Subnet 6) with metadata/provenance.

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Numinous Forecast

This skill calls the Numinous forecasting API and returns a calibrated probability \(p \in [0,1]\) plus metadata/provenance.

Note: requests are paid per-call via x402 (HTTP 402 → pay → retry). You’ll need a wallet key configured (see setup).

Setup

Install Python deps (recommended: uv).

EVM-only (recommended):

bash
uv pip install "x402[httpx,evm]"

If you also want Solana payments:

bash
uv pip install "x402[httpx,evm,svm]"

Set the buyer key (required):

  • NUMINOUS_X402_EVM_PRIVATE_KEY: EVM key (0x…) for Base / EVM payments
Optional (Solana payments):
  • NUMINOUS_X402_SVM_PRIVATE_KEY: Solana key (base58) for Solana payments
Optional:
  • NUMINOUS_X402_PREFER: auto (default) | evm | svm
Security note: these are private keys. Treat them like cash. Don’t paste them into chats/logs.

Predict (query mode)

bash
python3 "{baseDir}/predict_query.py" "Will BTC be above $100k by 2026-12-31?"
python3 "{baseDir}/predict_query.py" "Will Team X win League Y in 2026?" --topics sports

Predict (event mode)

bash
python3 "{baseDir}/predict_event.py" \
  --title "Will BTC be above $100k by 2026-12-31?" \
  --description "Resolve YES if BTC/USD spot price is strictly above $100,000 at 2026-12-31 23:59:59 UTC." \
  --cutoff "2026-12-31T23:59:59Z" \
  --topics general

Output

Both scripts print JSON with these top-level fields:

  • ok: true|false
  • prediction: probability \(p \in [0, 1]\)
  • forecasted_at: ISO timestamp (UTC)
  • forecaster_name: forecaster identifier
  • metadata: provenance/debug context (see below)
  • parsed_fields: query mode only — structured event parsed from your query (see below)
  • error: null on success; otherwise an error string

metadata (common keys)

  • pool: aggregation pool name
  • miner_uid: miner UID chosen for this forecast
  • miner_hotkey: miner hotkey identifier
  • reasoning: model reasoning / explanation text
  • agent_name: which forecaster agent produced the result
  • version_id: model/version identifier
  • version_number: integer version
  • raw_prediction: original prediction value before any formatting
  • event_title: resolved event title
  • event_cutoff: resolved cutoff timestamp (UTC)

parsed_fields (query mode only)

  • title: resolved event title
  • description: resolution criteria / event description
  • cutoff: ISO cutoff (often ends with Z)
  • topics: list of topic tags

Installation

Terminal bash

openclaw install numinous-forecast
    
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💻Code Examples

uv pip install "x402[httpx,evm,svm]"

uv-pip-install-x402httpxevmsvm.txt
Set the buyer key (required):

- `NUMINOUS_X402_EVM_PRIVATE_KEY`: EVM key (0x…) for Base / EVM payments

Optional (Solana payments):

- `NUMINOUS_X402_SVM_PRIVATE_KEY`: Solana key (base58) for Solana payments

Optional:

- `NUMINOUS_X402_PREFER`: `auto` (default) | `evm` | `svm`

Security note: these are **private keys**. Treat them like cash. Don’t paste them into chats/logs.

## Predict (query mode)
example.sh
python3 "{baseDir}/predict_event.py" \
  --title "Will BTC be above $100k by 2026-12-31?" \
  --description "Resolve YES if BTC/USD spot price is strictly above $100,000 at 2026-12-31 23:59:59 UTC." \
  --cutoff "2026-12-31T23:59:59Z" \
  --topics general

Tags

#ai_and-llms #data

Quick Info

Category Development
Model Claude 3.5
Complexity One-Click
Author juandbalbi
Last Updated 3/10/2026
🚀
Optimized for
Claude 3.5
🧠

Ready to Install?

Get started with this skill in seconds

openclaw install numinous-forecast