TokenOracle is a Model Context Protocol (MCP) server: Hosted MCP server for LLM cost estimation, model comparison, and budget-aware routing. In practice that means any MCP-compatible AI assistant can call TokenOracle's tools directly — the model decides when to use them in a conversation or agent run.
You can run TokenOracle two ways: connect to the hosted endpoint at https://mcp.guffeyholdings.com/TokenOracle with no local install, or run it on your own machine via the npm package token-oracle-mcp. Configuration happens through environment variables — you'll need TOKEN_ORACLE_API_KEY. The current release is v1.0.1, with source at VictoryInTech/TokenOracle-MCP on GitHub.
TokenOracle is listed under AI & Agents on mcp.site and works with any MCP client — Claude Desktop, Claude Code, Cursor, VS Code, Windsurf, Zed and the rest of the ecosystem — using the install snippets below. If you maintain TokenOracle for guffeyholdings.com, claim this listing to verify ownership, earn the Verified badge, and keep the details current.
