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.
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:
This repository is the public distribution shell for SkillFM's MCP marketplace listing. The canonical local runtime is @skillfm/local.
Use SkillFM Beacon as an MCP stdio server:
npx -y @skillfm/mcp@latest
Equivalent explicit form:
npx -y @skillfm/mcp@latest mcp
For MCP clients that accept JSON config:
{
"mcpServers": {
"skillfm": {
"command": "npx",
"args": ["-y", "@skillfm/mcp@latest"]
}
}
}
The MCP package delegates to @skillfm/local@latest, so the same package can start the local sidecar and activate SkillFM in the current machine.
Start the local sidecar:
npx -y @skillfm/mcp@latest start
The sidecar binds only to 127.0.0.1 and writes its service discovery file to:
~/.skillfm/local.json
Agent-driven activation flow:
~/.skillfm/local.json.POST <sidecar_url>/activate/start.POST <sidecar_url>/activate/poll until it returns activated: true.GET <sidecar_url>/status, GET <sidecar_url>/skills, or the MCP tools.Do not fabricate a placeholder code. The device code must come from POST /activate/start.
# Start MCP stdio server
npx -y @skillfm/mcp@latest
# Start local sidecar for current-chat activation
npx -y @skillfm/mcp@latest start
# Show AI health checkup from the CLI
npx -y @skillfm/mcp@latest checkup
# Detect supported local agent harnesses
npx -y @skillfm/mcp@latest safe detect
# Install local SkillFM guidance into supported local agents after user approval
npx -y @skillfm/mcp@latest safe inject
# Remove injected local guidance
npx -y @skillfm/mcp@latest safe uninstall
SkillFM Beacon is for users who ask:
127.0.0.1, not the public network.@skillfm/local; agents do not read key values back.See PRIVACY.md and SECURITY.md for the public repository boundary.
SkillFM Beacon is designed to be discoverable for:
MCP server, AI health checkup, token usage, LLM spend, AI cost optimizer, BYOK, local vault, agent monitoring, slow agent cleanup, context cleanup, Claude Code, Cursor, Cline, Claude Desktop, VS Code Copilot, OpenAI usage, Anthropic usage, DeepSeek usage, Qwen usage.
This public package is intentionally small. It exists to make SkillFM easy to install from MCP marketplaces and agent directories while keeping core safety and platform logic private.
Public:
Private:
server.json.name matches package.json.mcpName.@skillfm/local.publishConfig.access is set to public for scoped npm publishing.See docs/MARKETPLACE-CHECKLIST.md before submitting to MCP registries or agent directories.
MIT
io.github.ericm1018/skillfm-llm-cost-optimizer-openai-anthropic-usage
io.github.mikerawsonnz/llm-orchestration-agent
io.github.mikerawsonnz/authenticated-llm-agent
labforgedev/copilot-memory-mcp
csoai-org/agent-prompt-injection-firewall-mcp
io.github.mikerawsonnz/authenticated-multi-llm-agent