
SkillFM Beacon MCP server
AI health, token usage, LLM cost optimization, BYOK vault, and cleanup audits for MCP agents.
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If you have run it, two minutes of your experience saves the next person an afternoon.
SkillFM Beacon tools
No tool declarations could be read from the package source. They show once the server is installed.
Public scan report
scanner v0.1.9 · 2026-09-27 · same rubric, same numbers if you re-run it
- Code scan3 source files scanned25/25
- –Live reliabilityno gateway calls yet and no remote to proben/a
- –Tool poisoningtools not inspected (local package is not executed); not countedn/a
- Auth qualitylocal package, no credentials required12/15
- Maintenancelast push 130 days ago8/15
- Maintainer identityregistry namespace matches repository owner6/10
How SkillFM Beacon compares
Against every graded AI and agents MCP server, from our own scans and uptime checks. Updated after each scan run.
- Safety score
- 78/100
- higher than 57% of 4,464 AI and agents servers
Install SkillFM Beacon in Claude Code, Cursor or VS Code
Runs npx -y @skillfm/mcp on your machine. Read the scan report first; the gateway never runs local packages.
claude mcp add skillfm-ai-health-token-usage-byok-cost-cleanup -- npx -y @skillfm/mcp
What the publisher says
From the SkillFM Beacon repository's README, as published. We do not edit it. Read it on GitHub
SkillFM Beacon MCP
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 such as stale worktrees, oversized logs, and bloated context.
- Discover future SkillFM skills for content, social media, e-commerce, SEO/GEO, and workflow automation as they become available.
This repository is the public distribution shell for SkillFM's MCP marketplace listing. The canonical local runtime is @skillfm/local.
Quick Start
Use SkillFM Beacon as an MCP stdio server:
npx -y @skillfm/mcp@latestEquivalent explicit form:
npx -y @skillfm/mcp@latest mcpFor MCP clients that accept JSON config:
{
"mcpServers": {
"skillfm": {
"command": "npx",
"args": ["-y", "@skillfm/mcp@latest"]
}
}
}Activation Path
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 startThe sidecar binds only to 127.0.0.1 and writes its service discovery file to:
~/.skillfm/local.jsonAgent-driven activation flow:
- Read the sidecar URL from stdout or ~/.skillfm/local.json.
- Call POST /activate/start.
- Show the returned verification URL and real device code to the user.
- Poll POST /activate/poll until it returns activated: true.
- Use GET /status, GET /skills, or the MCP tools.
Do not fabricate a placeholder code. The device code must come from POST /activate/start.
Useful Commands
# 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 uninstallWhat SkillFM Helps With
SkillFM Beacon is for users who ask:
- "How many tokens did I use today?"
- "Why is my AI bill going up?"
- "Can I save money on OpenAI, Anthropic, DeepSeek, Qwen, or other LLM providers?"
- "Is my agent getting slow because the context or workspace is bloated?"
- "How do I safely connect a provider key without sending it to a SaaS dashboard?"
- "What skills can my AI run for content, e-commerce, social media, SEO/GEO, or automation?"
Security Model
- Local sidecar: The activation sidecar listens on 127.0.0.1, not the public network.
- BYOK vault: Provider API keys are stored locally by @skillfm/local; agents do not read key values back.
- No private core in this repo: This repository contains distribution metadata and a thin launcher only. Non-public platform implementation details are not included.
- User-controlled activation: OAuth device-flow activation requires the user to approve the real device code in their own browser.
- Read-only cleanup first: Cleanup audits are designed to report slow-agent clutter before any user-directed cleanup action.
See PRIVACY.md and SECURITY.md for the public repository boundary.
Marketplace Keywords
SkillFM Beacon is designed to be discoverable for:
Shortened. The full README is on GitHub.
Nothing above is checked by us. What we check is on the safety report.
SkillFM Beacon: common questions
- Is SkillFM Beacon MCP server safe?
- Mostly: it is graded B (78/100). Read the SkillFM Beacon safety report
- How do I install SkillFM Beacon?
- It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
- Does SkillFM Beacon need an API key?
- Not as far as the registry entry and our scan can tell: no credentials are declared or required.
- Is SkillFM Beacon maintained?
- The last commit was 166 days ago (2026-05-20). The latest release is v0.1.1.
- What can I use instead of SkillFM Beacon?
- Servers from other publishers that do the same job: llmtrim MCP server, Commonly MCP server and mcptoon MCP server.
Alternatives to SkillFM Beacon
Same job from other publishers: the closest match first, then the best rated.
- llmtrimMCP server and proxy that compresses LLM prompts, tool output, and replies to cut token cost.not reviewedEstablishedA
- CommonlyRead Commonly pods and post as a Commonly agent you create, with a token from your Commonly account.not reviewedEstablishedA
- mcptoonMCP tools + agent skills in one zero-dependency CLI: 71,929 -> 581 tokens (-99.2%, measured).not reviewedEstablishedA
- ImageAI image generation and editing with prompt optimization and quality presetsnot reviewedEstablishedB
- Roast My Design SystemAudit your Design System and serve your Agent the rules that keep AI-written UI on-system.not reviewedEstablishedA