Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Recommend and inspect AI SaaS apps from the TrueAI catalog (1,600+ apps) by need, name or URL.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Works in Claude on the web, desktop and mobile:
https://www.shiflowai.cloud/mcpRun this in your terminal
claude mcp add --transport http trueai https://www.shiflowai.cloud/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"trueai": {
"url": "https://www.shiflowai.cloud/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"trueai": {
"type": "http",
"url": "https://www.shiflowai.cloud/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://www.shiflowai.cloud/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account chenyujing1234-netizen, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.1) reached the registry 5 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, ScienceShot science reference
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Sourced, citable answers in radiation and particle physics, photonics, electronics and quantum.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
我来帮你省钱,我来帮你省时间。
数据实时、人工评测、无广告。
没有最好的,只有最适合你的。
TrueAI 是一个面向 AI 工具的 智能体推荐 + 人工评测 + 对话式导航 平台 MVP。 用户可以:
TrueAI 1600+ 应用目录已封装成 MCP Server 和 单文件 Skill,让你的 agent 直接获得"挑 AI 工具"的能力。完整文档:skills/trueai/SKILL.md。
{ "mcpServers": { "trueai": { "url": "https://www.shiflowai.cloud/mcp" } } }
接入后 agent 立即获得 4 个工具:
| 工具 | 用途 |
|---|---|
recommend_ai_tools(description, top_k) | 用户自然语言需求 → 推荐合适应用 |
get_ai_tool(name_or_url, include_reviews) | 名称 / slug / 官网 URL → 应用完整信息 |
list_ai_tools(category, free_only, ...) | 按分类 / 形态 / 是否免费 浏览目录 |
list_categories() | 列出全部分类 |
把 skills/trueai/SKILL.md 复制到任意 agent 的 skills 目录, agent 就会按文档里 curl 示例直接调 https://www.shiflowai.cloud/api/*。
每个 AI 应用 34 个结构化字段(评分 / 价格 / 形态 / 评论 / 链接 …), 完整 JSON Schema:docs/ai_tool_schema.json。
TrueAI 网站里 1600+ 应用的结构化字段——名称、Logo、Slogan、定价、子功能列表、 易用性 / 效果 / 性价比评分等——不是人工录入的,而是由我们另一个开源项目 [StructAIWeb](https://github.com/chenyujing1234-netizen/StructAIWeb) 自动跑出来的。 它是 TrueAI 数据管线的 核心 AI 智能体:
| 维度 | 说明 |
|---|---|
| 仓库 | https://github.com/chenyujing1234-netizen/StructAIWeb |
| 形态 | Windows 桌面 GUI + CLI(Python + Playwright) |
| 浏览器 | 通过 CDP 接管你本地已登录的 Chrome,天然复用 Cookie / 扩展,规避大多数风控 |
| 探索 | 启发式按「价格 → 功能 → 关于 → 文档」遍历站点,自动点 CTA 进入主功能区 |
| 试用 | 主动输入提示词、点 "生成 / 提交",永远避开 "购买 / 充值 / 订阅" 按钮 |
| 视觉 | 可选启用多模态视觉模型(Qwen-VL / GPT-4o / GLM-4V)识别"该点哪个按钮" |
| 登录墙 | 自动检测并暂停,等你完成登录后继续 |
| 整合 | 把所有页面快照交给 LLM 输出结构化 JSON + 三项主观评分(usability / effect / price) |
| 输出字段 | 与 docs/ai_tool_schema.json 完全对齐 |
| License | MIT |
简言之:
StructAIWeb 负责"看懂一个 AI 网站",TrueAI 负责"把上千个看懂的结果织成一个懂你的导航站"。
想自己跑数据 / 扩展更多 AI 工具?fork StructAIWeb,跑完把 output/*.json 喂进 TrueAI 的 backend/scripts/sync_*.py 入库脚本即可。
| 层 | 选型 |
|---|---|
| 后端 | Python 3.10+ / FastAPI 0.115 / SQLAlchemy 2 / Alembic / PyMySQL |
| 前端 | Next.js 14 (App Router, 纯 JavaScript) / Tailwind CSS / Framer Motion / Zustand |
| 数据库 | MySQL 8 (114.55.254.123:3306/trueai) |
| LLM | 阿里云 DashScope (qwen-plus),未配置 Key 时自动回退 Mock 文案 |
| 鉴权 | JWT (python-jose) + bcrypt |
TrueAI/
├── backend/ # FastAPI 服务 │ ├── app/ │ │ ├── core/ # 配置 / DB / 安全 │ │ ├── models/ # ORM 模型 │ │ ├── schemas/ # Pydantic │ │ ├── api/routers/ # auth / categories / tools / reviews / rankings / stats / search │ │ ├── services/llm/ # Qwen 与 Mock 两种 Provider │ │ ├── services/recommend.py # 意图抽取 + MySQL 候选召回 │ │ └── seeds/seed_tools.py │ ├── alembic/ │ └── requirements.txt └── frontend/ # Next.js 14 ├── app/ # layout / page / category / tool / search / rankings / compare / earn ├── components/ # NavBar / HeroTypewriter / Sidebar / ToolCard / CompareBar / ChatSearch ... ├── lib/ # api.js / compareStore.js / labels.js └── tailwind.config.js
前提:已安装 Python 3.10+、Node 20+、能访问 MySQL
114.55.254.123:3306。
cd backend
python3 -m venv venv source venv/bin/activate pip install -r requirements.txt cp .env.example .env # 按需改 JWT_SECRET / DASHSCOPE_API_KEY
alembic upgrade head python -m app.seeds.seed_tools
uvicorn app.main:app --host 0.0.0.0 --port 8000 --reload
cd frontend
npm install cp .env.local.example .env.local # 默认指向 http://127.0.0.1:8000 npm run dev
backend/.env| 变量 | 说明 |
|---|---|
DATABASE_URL | 形如 mysql+pymysql://user:pass@host:3306/trueai,密码中特殊字符需 URL 编码(@ → %40) |
JWT_SECRET | JWT 签名密钥,生产请替换为长随机串 |
JWT_EXPIRES_MINUTES | token 过期分钟数,默认 7 天 |
LLM_PROVIDER | qwen(默认)。为空或 Key 缺失时自动回退 Mock |
DASHSCOPE_API_KEY | 通义千问 Key,在 DashScope 控制台 创建 |
QWEN_MODEL | 默认 qwen-plus,可换成 qwen-turbo / qwen-max |
CORS_ORIGINS | 允许的前端 origin,逗号分隔 |
frontend/.env.local| 变量 | 说明 |
|---|---|
NEXT_PUBLIC_API_BASE | 后端 Base URL,开发默认 http://127.0.0.1:8000 |
前端所有
/api/*请求在 Next.js 端通过rewrites代理到后端,避免浏览器 CORS 问题。
| 接口 | 说明 |
|---|---|
GET /api/health | 健康检查 |
GET /api/stats | 首页横幅用:工具数 / 分类数 / 评测数 / 价值观文案 |
GET /api/categories | 全部分类 + 每类工具数 |
GET /api/tools | 列表 + 多维筛选 + 排序 + 分页 |
GET /api/tools/{id 或 slug} | 智能体详情 |
POST /api/tools/compare | 对比(body 为 id 列表) |
GET /api/rankings?dimension=&category=&top= | 排行榜 |
POST /api/reviews | 提交评测(需 Bearer token) |
GET /api/reviews?tool_id=&status_filter=approved | 评测列表 |
POST /api/search/chat | 对话搜索,SSE 流:event: meta + 多个 event: delta + event: done |
GET /api/search/chat?q=... | 非流式兜底:直接给候选和外部导航 |
POST /api/auth/register / /login / GET /api/auth/me | 注册 / 登录 / 查询当前用户 |
种子数据自带一个管理员账号:admin / admin123456(生产请删除或改密)。
POST 到 /api/search/chat。event: meta 推送给前端(前端马上渲染卡片)。event: delta。meta 中带 external 外部 AI 导航站清单,前端展示"去别家看看"。% 会报错。alembic/env.py 已做 % → %% 转义。pool_pre_ping=True、pool_recycle=3600 已打开;请确认 MySQL 白名单已允许你的出口 IP。next.config.js rewrites 代理,无需额外处理。部署时建议把后端放到同域 /api/* 路径下。/api/search/chat 会自动回退到 Mock Provider,候选卡片依然是真实数据,只是 AI 文案是占位。MIT License.