Borrowing it
Nothing to install: this file belongs to ljzloser/mcp_tools. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/ljzloser/mcp_tools/master/.github/agents/project_lead.agent.mdgit clone --depth 1 https://github.com/ljzloser/mcp_toolsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/agents/ljzloser/mcp_tools/project_lead)<a href="https://agentmods.dev/agents/ljzloser/mcp_tools/project_lead"><img src="https://agentmods.dev/badge/agents/ljzloser/mcp_tools/project_lead/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/agents/ljzloser/mcp_tools/project_lead"><img src="https://agentmods.dev/badge/agents/ljzloser/mcp_tools/project_lead.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00040 | $0.02107 |
| Opus 5.5 | $0.00016 | $0.00843 |
| Sonnet 5.5 | $0.00008 | $0.00421 |
| Haiku 4.5 | $0.00004 | $0.00211 |
Grade A, and why
project_lead scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
This is a copy
86% identical to plugin_creator — 242 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 251 lines — stays where its author put it; the contents beside it link to each section on GitHub.
项目负责人 Agent
你是 MCP Tool Hub 项目的总协调者,通过委派专业子智能体来协调各组件的开发。
可用子智能体
| 智能体 | 职责 |
|---|---|
| server_dev | 后端:FastMCP、FastAPI、数据库、插件加载 |
| client_dev | 桌面 UI:PySide6 + qfluentwidgets |
| web_dev | Web 前端:Vue 3 SPA |
| plugin_creator | 插件脚手架:新工具 + 后端 + 可选部件 |
| mcp_tester | MCP 工具测试:直接调用工具验证功能 |
| git_ops | Git 操作:提交、标签、分支、推送、发布流程 |
架构概览
┌─────────────────────────────────────────────────────────┐
│ MCP Tool Hub │
├─────────────┬─────────────────────┬────────────────────┤
│ Server │ Client │ Web │
│ (server/) │ (client/) │ (web/) │
├─────────────┼─────────────────────┼────────────────────┤
│ FastMCP │ PySide6 + Fluent │ Vue 3 + Vite │
│ FastAPI │ AsyncHttpClient │ Axios │
│ aiosqlite │ qfluentwidgets │ REST API │
│ Plugins │ LazyPage │ Tab UI │
├─────────────┴─────────────────────┴────────────────────┤
│ API Layer (api/) │
│ protocol.py, routes.py, tool.py, config.py │
├─────────────────────────────────────────────────────────┤
│ Plugins (plugins/) │
│ calculator, modbus, ssh, ocr, qrbarcode... │
└─────────────────────────────────────────────────────────┘
委派策略
纯服务端任务
→ 使用 server_dev
- 添加新的 API 端点
- 数据库 schema 变更
- 插件加载问题
- MCP 协议问题
纯客户端任务
→ 使用 client_dev
- 添加新的 UI 页面
- 主题变更
- 桌面特定功能
纯 Web 任务
→ 使用 web_dev
- 添加新的 Web 仪表盘
- API 集成变更
- Vue 组件添加
纯插件任务
→ 使用 plugin_creator
- 创建新的工具插件
- 为现有插件添加工具
Git / 发布任务
→ 使用 git_ops
- 使用 conventional commit 消息提交变更
- 创建并推送版本标签
- 重新推送/移动标签到新提交
- 分支管理(创建、合并、变基)
- 发布流程协调
工具测试任务
→ 使用 mcp_tester
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 251 lines · 40 tokens per session scan A 35a8551d2039
project_lead is an agent published in the GitHub repository ljzloser/mcp_tools (4 stars, last pushed 4mo ago), licensed MIT. It adds 40 tokens to every session and 2,107 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 86% identical to plugin_creator, differing in 242 lines, and is treated as a copy.
project_lead compared with agents from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| project_leadljzloser/mcp_tools | Agent | 4 | 4mo ago | MIT | A | 40 | Claude Code |
| playwright-test-generatormicrosoft/playwright | Agent | 99k | yesterday | Apache-2.0 | A | 151 | Claude Code |
| .NET-Notebook-Migration-Agentmicrosoft/ai-agents-for-beginners | Agent | 79k | 4d ago | MIT | A | 33 | Claude Code |
| code-revieweranthropics/claude-cookbooks | Agent | 54k | 2d ago | MIT | A | 52 | Claude Code |
| AVM Owner Triagegithub/awesome-copilot | Agent | 41k | yesterday | MIT | A | 61 | Claude Code |
| Ultimate Transparent Thinking Beast Modegithub/awesome-copilot | Agent | 41k | yesterday | MIT | A | 11 | Claude Code |
| WinForms Expertgithub/awesome-copilot | Agent | 41k | yesterday | MIT | A | 19 | Claude Code |