mcpbeat

AI Cost Optimizer MCP Server

io.github.lazymac2x/ai-cost-optimizer
answering

AI Cost Optimizer is answering right now. Last checked 15 min ago. It exposes 5 tools. Last commit 17 May 2026.

Cloudflare Workers MCP server: ai-cost-optimizer

Uptime history 43 hours of history
43 hours agonow
100.0%
Uptime 24h
91 of 91 checks
5
Tools
read from the server
149 ms
Response time
average over 24h
0
Stars
last commit 17 May 2026

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 15 min ago.

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

URLTransportStateLatencyChecked
https://api.lazy-mac.com/ai-cost-optimizer/mcp streamable-http answering 200 ms 15 min ago

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 149 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 149 ms on average, which is faster than 74% 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?
Yes — 0 stars on GitHub. The source link is on this page, so you can read exactly what it does with your data before you connect it.