
SkillFM Beacon
io.github.ericm1018由 GitHub 账号 ericm1018 发布v0.1.1更新于 Oct 24, 2026
AI health, token usage, LLM cost optimization, BYOK vault, and cleanup audits for MCP agents.
发布方自己的服务:RealGeeks Company Registry
概览
本地 MCP 启动器,用于查看 AI 健康状态、token 用量与 LLM 花费,给出省钱建议并审计智能体冗余。
- 可以做什么
- 检查 AI 健康状态与会话状态,查看 OpenAI、Anthropic、DeepSeek、Qwen 等提供方的 token 用量与 LLM 花费。在提供方配置、缓存、批处理和上下文清理方面寻找节省成本的机会。通过保存在本地保险库中的 BYOK 密钥监控提供方账单。审计拖慢智能体的冗余内容,例如过期工作树、超大日志和臃肿上下文,先报告再清理。检测受支持的本地智能体环境,并在用户批准后安装或移除 SkillFM 指引。
- 适用场景
- 适合想了解智能体当天用了多少 token、AI 账单为何上涨,或判断智能体变慢是否由上下文和工作区文件臃肿导致的情况。也适合希望接入提供方密钥但不想把密钥发送到 SaaS 面板的用户。
- 运行要求
- 通过 npx 从 npm 包 @skillfm/mcp 以 stdio 在本地运行,该包会转交给 @skillfm/local。激活使用仅绑定 127.0.0.1 的本地 sidecar,并在用户主目录写入发现文件,需要用户在浏览器中批准 OAuth 设备码。提供方密钥为可选项,用于 BYOK 账单监控。
安装
在 SourceWeft 中
- 打开 控制台中的 SkillFM Beacon,将其添加到工作区。
- 为需要使用其工具的对话启用该服务。
Desktop only,通过 STDIO。 STDIO 服务会启动本地进程,因此需要 SourceWeft 桌面宿主。
其他 MCP 客户端
参照 仓库 中的启动说明。
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:
Equivalent explicit form:
For MCP clients that accept JSON config:
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:
The sidecar binds only to 127.0.0.1 and writes its service discovery file to:
Agent-driven activation flow:
- Read the sidecar URL from stdout or
~/.skillfm/local.json. - Call
POST <sidecar_url>/activate/start. - Show the returned verification URL and real device code to the user.
- Poll
POST <sidecar_url>/activate/polluntil it returnsactivated: true. - 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
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.namematchespackage.json.mcpName.- The npm package is a thin public launcher for
@skillfm/local. publishConfig.accessis set topublicfor 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
来源:README.md,提交 735a211
工具
0版本历史
1- v0.1.1最新Sep 16, 2026
评分
已满足适用检查项的 50%
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