A practical ops layer for MCP agents that helps you track token spend, optimize LLM costs, and catch workspace bloat before it slows you down. Connects to Claude Desktop, Cursor, Cline, and other MCP clients over stdio. Inspect usage across OpenAI, Anthropic, DeepSeek, and Qwen. Store provider keys locally with a BYOK vault instead of sending them to a dashboard. Run checkups to find cache wins, batching opportunities, and stale worktrees. The MCP package delegates to a local sidecar that binds to localhost only. Activation uses OAuth device flow so you approve in your own browser. Reach for this when you want agent observability without shipping credentials or logs off your machine.
claude mcp add --transport stdio io.github.ericm1018-skillfm uvx skillfm