SkillFM LLM Cost Optimizer runs on your own machine — the client starts it, so there is no endpoint to ping. 33 installs a week from npm. Last commit 20 May 2026.
LLM cost optimizer for OpenAI, Anthropic, token usage, BYOK, and SkillFM Beacon audits.
We read the source, 22 h ago · rules 3dff92dd89df
What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.
const child = spawn(
Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.
We found places where it runs commands, builds paths or queries from values it is given. None of that is a flaw by itself — it becomes one when the code changes, and code changes quietly between releases. We re-read it on every one.
This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.
claude mcp add skillfm-llm-cost-optimizer-openai-anthropic-usage -- npx -y @skillfm/llm-cost-optimizer-mcp
{
"mcpServers": {
"skillfm-llm-cost-optimizer-openai-anthropic-usage": {
"args": [
"-y",
"@skillfm/llm-cost-optimizer-mcp"
],
"command": "npx"
}
}
}
[mcp_servers.skillfm-llm-cost-optimizer-openai-anthropic-usage]
command = "npx"
args = ["-y", "@skillfm/llm-cost-optimizer-mcp"]
{
"mcpServers": {
"skillfm-llm-cost-optimizer-openai-anthropic-usage": {
"args": [
"-y",
"@skillfm/llm-cost-optimizer-mcp"
],
"command": "npx"
}
}
}
{
"mcpServers": {
"skillfm-llm-cost-optimizer-openai-anthropic-usage": {
"args": [
"-y",
"@skillfm/llm-cost-optimizer-mcp"
],
"command": "npx"
}
}
}
AI health, token usage, LLM cost optimization, BYOK vault, and cleanup audits for MCP agents.
AI health, token usage, LLM cost optimization, BYOK vault, and cleanup audits for MCP agents.
Claude Code token usage, cost visibility, and SkillFM Beacon AI health checks for MCP agents.
Claude Code token usage, cost, and plan limits from local logs and Anthropic's usage API.
BYOK vault, provider API key guidance, usage visibility, and SkillFM Beacon checks for MCP agents.
Free context-engineering audits for AI agents. BYOK Anthropic key. Top-3 findings per scan.
Scan codebases for LLM/AI SDK usage, exposed API tokens, and hardcoded secrets.
MCP Server for Optics Design System documentation and token usage.
Answers built from our own checks of this server.