SkillFM Beacon

io.github.ericm1018由 GitHub 帳號 ericm1018 發布v0.1.0更新於 Oct 24, 2026

AI health, token usage, LLM cost optimization, BYOK vault, and cleanup audits for MCP agents.

發布方自己的服務:RealGeeks Company Registry

已驗證STDIO僅桌面安全與監控AI 與機器學習

概覽

AI 產生的概覽

本機 MCP 伺服器,用來回報 AI 健康狀態、token 用量與 LLM 花費,提供省錢建議並稽核代理環境中的冗餘。

可以做什麼
檢查 AI 健康狀態與目前代理工作階段狀態,提供命令列健檢指令與本機 sidecar 的狀態端點。檢視 token 用量與 LLM 花費,並從供應商設定、快取使用、批次處理與上下文清理等面向找出節省成本的機會。使用存放在本機保管庫的自帶供應商金鑰監控供應商帳單。稽核拖慢代理的冗餘內容,例如過期的工作樹、過大的日誌與臃腫的上下文,先回報再處理。透過 OAuth 裝置流程啟用服務,並列出可用於內容、社群媒體、電商、SEO 與工作流程自動化的 SkillFM 技能。
適用情境
當你需要了解代理消耗多少 token、AI 帳單為何上升,或懷疑代理變慢是因為上下文與工作區過於臃腫時適用。也適合希望把供應商金鑰保存在本機、而非交給託管儀表板的使用者。
執行需求
以本機 stdio 程序透過 npx 從 npm 套件啟動,需要 Node.js 以及下載套件的網路存取。sidecar 僅綁定本機位址,並在使用者家目錄下寫入服務探索檔案。啟用需要使用者在自己的瀏覽器中核准裝置碼。未宣告任何環境變數或請求標頭。
安裝前請注意
此套件只是輕量啟動器,會轉交給另一個本機執行環境,README 說明核心平台邏輯不公開,因此大部分行為無法從此儲存庫審查。它會在本機保管庫中處理供應商 API 金鑰並監控供應商帳單,應將這些憑證視為敏感資料。啟用需要在瀏覽器中核准裝置碼。清理被描述為先只讀回報,但在允許其變更或刪除任何內容前應先確認。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 SkillFM Beacon,將其新增到工作區。
  2. 為需要使用其工具的對話啟用該服務。

Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。

其他 MCP 客戶端

參照 儲存庫 中的啟動說明。

README

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:

bash
npx -y @skillfm/mcp@latest

Equivalent explicit form:

bash
npx -y @skillfm/mcp@latest mcp

For MCP clients that accept JSON config:

json
{  "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:

bash
npx -y @skillfm/mcp@latest start

The sidecar binds only to 127.0.0.1 and writes its service discovery file to:

text
~/.skillfm/local.json

Agent-driven activation flow:

  1. Read the sidecar URL from stdout or ~/.skillfm/local.json.
  2. Call POST <sidecar_url>/activate/start.
  3. Show the returned verification URL and real device code to the user.
  4. Poll POST <sidecar_url>/activate/poll until it returns activated: true.
  5. Use 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.

Useful Commands

bash
# Start MCP stdio servernpx -y @skillfm/mcp@latest
# Start local sidecar for current-chat activationnpx -y @skillfm/mcp@latest start
# Show AI health checkup from the CLInpx -y @skillfm/mcp@latest checkup
# Detect supported local agent harnessesnpx -y @skillfm/mcp@latest safe detect
# Install local SkillFM guidance into supported local agents after user approvalnpx -y @skillfm/mcp@latest safe inject
# Remove injected local guidancenpx -y @skillfm/mcp@latest safe uninstall

What 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:

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.

Public Surface Boundary

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:

  • MCP registry metadata
  • npm launcher package
  • install docs
  • activation flow
  • security model
  • user-facing tool descriptions

Private:

  • non-public platform implementation
  • proprietary evaluation internals
  • private prompts or configuration
  • customer data or logs
  • provider credentials

Marketplace Readiness

  • server.json.name matches package.json.mcpName.
  • The npm package is a thin public launcher for @skillfm/local.
  • publishConfig.access is set to public for scoped npm publishing.
  • Public docs avoid guaranteed income, passive income, and automatic earning claims.
  • The repository contains no backend service code, customer logs, provider keys, or non-public automation logic.

See docs/MARKETPLACE-CHECKLIST.md before submitting to MCP registries or agent directories.

License

MIT

來源:README.md,提交 735a211

工具

0
SourceWeft 尚未在沙箱中啟動過該軟體包,因此其工具未知。

版本歷史

1
  1. v0.1.0最新Sep 16, 2026

評分

已滿足適用檢查項的 50%

該評分衡量此收錄條目的完整程度,依據註冊中心條目、端點與公開來源計算得出。它不是對伺服器本身的評價,也不表示伺服器安全或目前可用:可連通性是帶日期的檢查結果,評分也不包含安裝量或使用者評價。

  • 近 30 天內可連通25 分

    請保持端點能夠回應 MCP 握手;SourceWeft 每 30 天探測一次。

  • 已宣告認證方式10 分

    請在註冊中心條目中宣告憑證請求標頭,或保持端點能夠回應探測,以便判定其認證方式。

  • 已列出工具15 分

    請讓伺服器在無憑證時回應 tools/list,或發布可在沙箱中無憑證啟動的軟體包。

  • 描述必需15 分
  • 圖示10 分
  • 文件15 分
  • 授權條款10 分

其他 Beacon 整合