
SkillFM Beacon
io.github.ericm1018由 GitHub 账号 ericm1018 发布v0.1.0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 服务器,用于报告 AI 健康状态、token 用量与 LLM 花费,给出省钱建议并审计代理环境中的冗余。
- 可以做什么
- 检查 AI 健康状态与当前代理会话状态,提供命令行体检命令和本地 sidecar 的状态接口。查看 token 用量与 LLM 花费,并从供应商配置、缓存使用、批处理和上下文清理等方面找出节省成本的机会。使用保存在本地保险库中的自带供应商密钥监控供应商账单。审计拖慢代理的冗余内容,例如过期的工作树、过大的日志和臃肿的上下文,先报告再处理。通过 OAuth 设备流程激活服务,并列出可用于内容、社交媒体、电商、SEO 和工作流自动化的 SkillFM 技能。
- 适用场景
- 当你需要了解代理消耗了多少 token、AI 账单为何上涨,或怀疑代理变慢是因为上下文和工作区过于臃肿时适用。也适合希望把供应商密钥保存在本地、而不是交给托管面板的用户。
- 运行要求
- 作为本地 stdio 进程通过 npx 从 npm 包启动,需要 Node.js 以及下载软件包的网络访问。sidecar 仅绑定本机地址,并在用户主目录下写入服务发现文件。激活需要用户在自己的浏览器中批准设备码。未声明任何环境变量或请求头。
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- v0.1.0最新Sep 16, 2026
评分
已满足适用检查项的 50%
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- 近 30 天内可连通25 分
请保持端点能够响应 MCP 握手;SourceWeft 每 30 天探测一次。
- 已声明认证方式10 分
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- 已列出工具15 分
请让服务器在无凭据时响应 tools/list,或发布可在沙箱中无凭据启动的软件包。
- 描述必需15 分
- 图标10 分
- 文档15 分
- 许可证10 分
其他 Beacon 集成
RealGeeks Company Registry
host.beacon.worker.realgeeks-company-api官方发布者
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Nist Beacon
由 GitHub 账号 pipeworx-io 发布
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