Hosted MCP server for LLM cost estimation, model comparison, and budget-aware routing.
Token Oracle is a Model Context Protocol (MCP) server that estimates, compares, and controls LLM API costs before agents spend tokens. It exposes nine tools, four read-only Resources, and a costanalysisworkflow Prompt template. It uses a proprietary pricing algorithm without a backing LLM to ensure deterministic budget workflows. Designed to work with agent swarms backing one or zero employee…
Verification confirms publisher identity (repo ownership), not code safety. The security scan covers known CVEs and suspicious install scripts — it cannot prove the absence of malicious code.
Token Oracle is a Model Context Protocol (MCP) server that estimates, compares, and controls LLM API costs before agents spend tokens. It exposes nine tools, four read-only Resources, and a costanalysisworkflow Prompt template. It uses a proprietary pricing algorithm without a backing LLM to ensure deterministic budget workflows. Designed to work with agent swarms backing one or zero employee companies, Token Oracle acts as a tiny CFO within your OpenClaw swarm keeping spend down and making…