SkillFM Beacon runs on your own machine — the client starts it, so there is no endpoint to ping. Last commit 20 May 2026.
AI health, token usage, LLM cost optimization, BYOK vault, and cleanup audits for MCP agents.
We read the source, 5 d ago · rules 995398eba69f
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.
AI health, token usage, LLM cost optimization, BYOK vault, and cleanup audits for MCP agents.
LLM cost optimizer for OpenAI, Anthropic, token usage, BYOK, and SkillFM Beacon audits.
Claude Code token usage, cost visibility, and SkillFM Beacon AI health checks for MCP agents.
BYOK vault, provider API key guidance, usage visibility, and SkillFM Beacon checks for MCP agents.
MCP server that cuts AI coding agent token usage via framework-aware context optimization
LLM cost optimization gateway, repo token-waste auditor & model arbitrage MCP server.
LLM cost optimization gateway, repo token-waste auditor & model arbitrage MCP server.
Local-first secret scanning, rotation, vault, and audit-log tools for AI agents.
Answers built from our own checks of this server.