Search Results for "bots"

Kalshi Trading Bot CLI is an AI-driven command-line tool designed to automate trading strategies on Kalshi prediction markets by combining quantitative modeling with real-time market data. It operates by conducting deep research on events, generating independent probability estimates, and comparing those estimates against current market prices to identify trading opportunities. The system incorporates advanced decision-making logic, including Kelly criterion-based position sizing and a...

...It centralizes access statistics and provides tools for filtering and visualizing usage, making it easier to answer questions about viewer behavior and resource consumption, such as who is watching what and when. By monitoring requests in real time, the system can differentiate between unique users, bots, and unauthorized clients, helping administrators tighten access control and improve server performance. The project features a rule system that lets users define alerts and actions based on specific access patterns or thresholds, which is useful for proactive monitoring and automated responses to unusual activity. It also supports mobile interfaces and responsive UI elements so server operators can check access metrics on the go.

...The framework simplifies working with prediction markets by normalizing differences in APIs, formats, and conventions across providers. PMXT supports both Python and TypeScript SDKs, making it easy for developers to build trading bots, analytics tools, and AI-powered market applications. It also includes MCP support for AI agents, enabling integration with tools like Claude, Cursor, and other MCP-compatible environments. With support for unified order placement, market discovery, and migration tools for Dome API users, PMXT streamlines development in the growing prediction markets ecosystem.