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Estimate 2026 enterprise LLM API token costs, prompt caching savings, and developer benchmarks.
Remote server: your requests and data go to omnitoolcalc.com. Claude Code: claude mcp add --transport http omnitoolcalc-llm-token-cloud-finops-suit https://omnitoolcalc.com/mcp · Claude app: Settings → Connectors → Add custom connector.
The tools this server listed when we connected to it, in its own words.
estimate_llm_token_cost — Estimate 30-day enterprise LLM API spend and prompt-caching savings across GPT-5, Claude 4.5 Sonnet, Gemini 2.5 Pro, OpenAI o3, DeepSeek V3.list_quantitative_calculators — List verified developer, cloud FinOps, and creator calculators with formulas and canonical URLs.Not tested by KitScout yet. When our harness runs it, pros, cons and the tasks we tried appear here, with the date and evidence.