AI Cost Optimizer MCP Server

by lazymac2x Your server? Claim it

answering

AI Cost Optimizer is answering right now. Last checked 14 min ago. It exposes 5 tools. Last commit 17 May 2026.

Cloudflare Workers MCP server: ai-cost-optimizer

Uptime history 47 days of history

47 days agonow

100.0%

Uptime 24h

91 of 91 checks

Tools

read from the server

175 ms

Response time

average over 24h

Stars

last commit 17 May 2026

Nothing serious here today

Today is the operative word: we check AI Cost Optimizer every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 14 min ago.

Claude Code Claude Desktop Codex Cursor VS Code

run in your terminal

claude mcp add ai-cost-optimizer --transport http https://api.lazy-mac.com/ai-cost-optimizer/mcp

~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "ai-cost-optimizer": {
      "url": "https://api.lazy-mac.com/ai-cost-optimizer/mcp"
    }
  }
}

~/.codex/config.toml

[mcp_servers.ai-cost-optimizer]
url = "https://api.lazy-mac.com/ai-cost-optimizer/mcp"

.cursor/mcp.json

{
  "mcpServers": {
    "ai-cost-optimizer": {
      "url": "https://api.lazy-mac.com/ai-cost-optimizer/mcp"
    }
  }
}

.vscode/mcp.json

{
  "mcpServers": {
    "ai-cost-optimizer": {
      "url": "https://api.lazy-mac.com/ai-cost-optimizer/mcp"
    }
  }
}

Available tools 5

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

cost

cost_forecast

Forecast future AI spend based on historical usage patterns using daily-average linear projection.

cost_tracker

Record and retrieve AI API call costs by team. Persists to Cloudflare KV — survives cold starts and scale-out.

budget

budget_alert

Set and check budget limits for teams. Raises a flag when a configurable spending threshold is reached.

model

model_breakdown

Analyze costs broken down by model for a given team over a configurable time window.

token

token_calculator

Calculate cost from token counts for any supported AI model. Stateless — no KV required.

Endpoints

URL	Transport	State	Latency	Checked
https://api.lazy-mac.com/ai-cost-optimizer/mcp	streamable-http	answering	184 ms	14 min ago

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AI Cost Optimizer — questions

Answers built from our own checks of this server.

What can AI Cost Optimizer do?

It exposes 5 tools, read directly from the server on our last check. Among them: budget_alert, cost_forecast, cost_tracker, model_breakdown, token_calculator. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →

Is AI Cost Optimizer working right now?

We send a real MCP handshake every 15 minutes. Over the last 24 hours 91 of 91 checks got a reply (100.0%), average response time 175 ms. The bar chart above shows every period we have measured.

How do I connect AI Cost Optimizer?

Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.

Does AI Cost Optimizer need an API key?

No. AI Cost Optimizer completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 5 of them are readable on this page. This is what we observed, not what the docs claim.

How fast is AI Cost Optimizer?

It answers our handshake in 175 ms on average, which is faster than 71% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.

Is AI Cost Optimizer open source?

We cannot say either way: 0 stars on GitHub, but we could not determine the licence, and without one the code is not open source by default.