AI health, token usage, LLM cost optimization, BYOK vault, and cleanup audits for MCP agents.
AI health, token usage, cost optimization, BYOK monitoring, and safe cleanup for MCP-capable agents. SkillFM Beacon gives Claude Code, Cursor, Cline, Claude Desktop, VS Code Copilot, and other MCP clients a practical AI operations layer: Check AI health and session status. Inspect token usage and LLM spend. Find cost-saving opportunities across provider setup, cache usage, batching, and context…
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AI health, token usage, cost optimization, BYOK monitoring, and safe cleanup for MCP-capable agents. SkillFM Beacon gives Claude Code, Cursor, Cline, Claude Desktop, VS Code Copilot, and other MCP clients a practical AI operations layer: Check AI health and session status. Inspect token usage and LLM spend. Find cost-saving opportunities across provider setup, cache usage, batching, and context cleanup. Monitor provider billing with BYOK keys stored in a local vault. Audit slow-agent clutter…
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