{"id":812658,"recorded_at":"2026-10-28T22:52:42.874120Z","observed_at":"2026-10-28T22:52:42.874065Z","subject_kind":"endpoint","subject":"4ae7b41c-60da-4ff7-994c-e845fb4edd7f","kind":"mcp.tools","method":"probe.mcp/1","body":{"count":5,"tools":[{"description":"No API key needed. Static-analyze a public GitHub repo (e.g. {\"repo\": \"owner/name\"}) or a set of source files for LLM token waste: uncached static prompts, frontier models on extraction tasks, hot loops, non-deterministic repeat calls, and prompt-caching mis-integration (caching gated on model names, volatile values in the system prompt, random ids in history, wrong-provider cache markers, misplaced breakpoints, cost math that ignores cached tokens). 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Never changes the tokens the model sees.","inputSchema":{"properties":{"body":{"description":"The request body","type":"object"},"endpoint":{"enum":["/v1/chat/completions","/v1/responses","/v1/messages"],"type":"string"},"strategy":{"enum":["static","conversation"],"type":"string"}},"required":["body"],"type":"object"},"name":"optimize_prompt_payload"},{"description":"Create a TokenZero workspace and key with no form. Returns the key once, the base URLs that route through it (OPENAI_BASE_URL / ANTHROPIC_BASE_URL), the one-click dashboard link and the badge URL. 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