numinous-forecastGet calibrated probabilities from Numinous (Bittensor Subnet 6) with metadata/provenance.
Install via ClawdBot CLI:
clawdbot install juandbalbi/numinous-forecastInstall x402 (httpx + EVM) (uv):
Install x402 (httpx + EVM) (uv)Install x402 (httpx + EVM + SVM) (uv):
Install x402 (httpx + EVM + SVM) (uv)Requires:
Grade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://numinouslabs.io/Audited Apr 17, 2026 · audit v1.0
Generated Mar 22, 2026
A hedge fund uses Numinous Forecast to assess the probability of Bitcoin reaching specific price targets by future dates, informing trading strategies and risk management. Analysts input queries like 'Will BTC be above $100k by 2026-12-31?' to get calibrated probabilities with metadata, helping them allocate capital based on data-driven forecasts.
A sports analytics firm leverages the skill to predict outcomes of major league events, such as 'Will Team X win League Y in 2026?', integrating the probabilities into betting models or fan engagement platforms. The metadata provides provenance, ensuring transparency in decision-making for clients or internal reports.
A multinational corporation uses event mode to forecast geopolitical or economic events, like regulatory changes or market disruptions, with structured titles and cutoffs. This aids in strategic planning by quantifying uncertainties, with output including reasoning and agent details for audit trails.
A news organization employs query mode to generate probabilities for trending topics, such as election results or technology adoption, enhancing articles with data-backed insights. The parsed fields help automate content creation by structuring events from natural language queries.
Researchers in economics or social sciences use the skill to test hypotheses by forecasting event outcomes, with metadata like forecaster name and version ID ensuring reproducibility. This supports peer-reviewed studies by providing calibrated probabilities with detailed provenance.
Offer tiered subscription plans for accessing the Numinous forecasting API, with pricing based on request volume or features like advanced metadata. Revenue comes from monthly fees, targeting businesses that need regular probabilistic insights for decision-making.
Implement a platform where users pay per forecast call via x402 payments (EVM or Solana), with revenue generated from transaction fees or markups on API costs. This model suits occasional users or startups looking for flexible, on-demand forecasting without upfront commitments.
Provide custom integrations of the skill into existing enterprise software, such as CRM or analytics tools, with licensing fees and support contracts. Revenue is derived from one-time setup charges and ongoing maintenance, catering to large organizations needing tailored forecasting solutions.
💬 Integration Tip
Ensure secure handling of private keys by using environment variables and avoid logging sensitive data; test payment flows with x402 in a sandbox environment before production deployment.
Scored Jun 19, 2026
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