About Etuki FinOps & LLM Pricing Oracle
Etuki FinOps & LLM Pricing Oracle is an AI FinOps utility focused on LLM pricing, context limits, and prompt-cache costs. The supplied README describes a command-line gate and browser-local bill analysis tools.
Key features
- 01Analyze context-length pricing cliffs
- 02Run model cost calculations from the command line
- 03Inspect bills with a browser-local simulator
- 04Compile FinOps execution settings
- 05Explore quota tools
Use cases
- 01Estimate costs for long-context model requests
- 02Check model pricing scenarios from the CLI
- 03Analyze API bills in a browser
- 04Review quota and prompt-cache concerns
Configuration
Remote servers need no local install. Pick your client, then copy the config or install in one click.
https://www.etuki.com/api/v1/mcpclaude mcp add --transport http cooyun-etuki-finops https://www.etuki.com/api/v1/mcp{"mcpServers":{"cooyun-etuki-finops":{"type":"http","url":"https://www.etuki.com/api/v1/mcp"}}}Open in Cursor{"servers":{"cooyun-etuki-finops":{"type":"http","url":"https://www.etuki.com/api/v1/mcp"}}}Open in VS Code{"mcpServers":{"cooyun-etuki-finops":{"type":"http","url":"https://www.etuki.com/api/v1/mcp"}}}{"mcpServers":{"cooyun-etuki-finops":{"serverUrl":"https://www.etuki.com/api/v1/mcp"}}}Run commands in a terminal; paste JSON into the client’s MCP config and restart. Servers that need sign-in will prompt on first connect.
Tools
Details
From the project README🛡️ etuki-gate — AI FinOps Context-Cliff & Token Budget CI Gate
Stop losing 50%–80% of your monthly LLM API budget to hidden long-context pricing cliffs (
>272K2x surcharge on OpenAI Sol/Pro,>100K5x surcharge on Claude Haiku) and unpinned prefix caches. Powered by Etuki Intelligence (etuki.com) — the 3D AI FinOps Control Plane, Local CSV Bill X-Ray & Context Quota Studio.
⚡ 10-Second Quickstart (Zero Install)
curl -sSfL https://www.etuki.com/etuki-gate.mjs -o etuki-gate.mjs
node etuki-gate.mjs --test
node etuki-gate.mjs --model gpt-6-1-sol --in 285000 --out 20000
🌐 Interactive Web Tools (100% Browser-Local Privacy)
Comments
New to MCP?
From what the protocol is to installing your first server, these answers cover most first questions.
An open protocol that defines how AI applications connect to external tools and data in a uniform way. Clients talk to the model; MCP servers provide tools, resources and prompt templates. They exchange standard messages, so one server can be reused by many clients.