Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
PRD Generator MCP — generate, validate, and manage Product Requirement Documents.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"ainative-prd": {
"command": "npx",
"args": [
"-y",
"ainative-prd-mcp"
]
}
}
}在终端中运行这条命令
claude mcp add ainative-prd -- npx -y ainative-prd-mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"ainative-prd": {
"command": "npx",
"args": [
"-y",
"ainative-prd-mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"ainative-prd": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"ainative-prd-mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 AINative-Studio 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(1.1.1)于3个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Starreel
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
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.
Turn a script into a finished, downloadable short-drama episode — via MCP or REST.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Generate production-ready Product Requirement Documents with full AINative platform awareness and persistent memory.
An MCP (Model Context Protocol) server that helps AI agents and developers create, validate, and manage PRDs. Unlike generic PRD tools, this server knows every AINative service, API endpoint, SDK, and architectural constraint — so your PRDs reference real platform capabilities from day one.
| Generic PRD Tools | AINative PRD Generator |
|---|---|
| Generic templates | Templates with AINative architecture compliance checklists |
| No memory — PRDs lost on session close | ZeroDB persistence — PRDs saved with version history, searchable across sessions |
| No platform awareness | Knows all 22 AINative products, 1,968 API endpoints, 11+ SDKs |
| One-shot generation | Iterative refinement with section-level regeneration |
| No validation | 15 validation rules + API reference verification |
An AINative account is required for full functionality. The server uses ZeroDB (AINative's data platform) for:
No account yet? The server auto-provisions a free ZeroDB instance on first run. You'll get a claim URL to take ownership of your data.
Get a permanent account:
npx zerodb-cli init # Interactive setup
Without credentials, the server still works in template-only mode — template rendering, validation, platform discovery, and scoring all function without an account. Only AI generation and memory/persistence features require authentication.
npx ainative-prd-mcp
On first run with no credentials, the server:
.mcp.json and .envZERODB_API_KEY=ak_your_key npx ainative-prd-mcp
Add to your Claude Code, Cursor, or Windsurf MCP config:
{
"mcpServers": { "prd-generator": { "command": "npx", "args": ["-y", "ainative-prd-mcp"], "env": { "ZERODB_API_KEY": "ak_your_key", "ZERODB_API_URL": "https://api.ainative.studio" } } } }
No API key? Omit the env block — the server auto-provisions:
{
"mcpServers": { "prd-generator": { "command": "npx", "args": ["-y", "ainative-prd-mcp"] } } }
| Tool | Description |
|---|---|
prd_generate | Generate a full PRD with AI + AINative platform context. Auto-detects relevant services, saves to ZeroDB. |
prd_generate_section | Regenerate a single section (e.g., just the Technical Architecture) without touching the rest. |
prd_refine | Refine an existing PRD based on feedback. Version history tracked automatically. |
prd_from_issue | Generate a PRD from a GitHub issue number. |
| Tool | Description |
|---|---|
prd_list_templates | List built-in and custom templates. |
prd_get_template | Get a template with placeholder variables. |
prd_create_template | Create a custom template (persisted in ZeroDB across sessions). |
prd_render_template | Render a template with variable substitution (no AI, deterministic). |
Built-in templates:
standard — General-purpose PRD with all standard sectionsainative-feature — AINative feature PRD with architecture compliance checklist, TDD test plan, and service mappingagent-capability — Agent/MCP server PRD with tool schemas, memory strategy, and hosting plan| Tool | Description |
|---|---|
prd_validate | Validate against 15 quality rules + AINative architecture constraints. |
prd_score | Score completeness 0-100 with letter grade (A-F). |
prd_check_api_refs | Verify all API endpoint and service references actually exist in the platform. |
Validation rules include:
| Tool | Description |
|---|---|
prd_save | Save a PRD as a persistent plan artifact. Returns an ID for future retrieval. |
prd_load | Load a saved PRD by ID. Use at session start to resume where you left off. |
prd_search | Semantic search across all saved PRDs. Find by topic, not just keywords. |
prd_history | Get version history showing exactly how a PRD evolved over time (unified diffs). |
What makes this unique:
PRDs are stored as ZeroDB plan artifacts — a purpose-built storage format that:
prd_refine call generates a diff stored in version historyzerodb_plan_get)| Tool | Description |
|---|---|
prd_list_services | List all 22 AINative products with descriptions, API prefixes, SDKs, and pricing. |
prd_get_api_catalog | Get detailed API information for a specific service. |
prd_suggest_stack | Given requirements, suggest which AINative services to use with justifications. |
Known AINative services: ZeroDB, ZeroMemory, Agent Cloud, AI Kit, Cody CLI, Chat Completions API, Live Streaming, Multimodal Generation, Embeddings API, Echo Developer Program, OpenCap Stack, ZeroInvoice, ZeroCommerce, ZeroPipeline, Browser Agent, Content Workflow, AX Audit, Community Platform, MCP Hosting, Sequential Thinking, Agent402, QNN API
| Tool | Description |
|---|---|
skill_list | List Agent Skills in the skills repo (pulled live from GitHub). |
skill_get | Get a skill's full SKILL.md body (optionally with all reference files). |
skill_get_reference | Get a single reference file for a skill, on demand. |
skill_search | Find the right skill for a task — ZeroDB semantic search, GitHub keyword fallback. |
skill_sync | Mirror skills from GitHub into ZeroDB for semantic search + offline use. |
Skills are also exposed as MCP prompts: every skill in the repo shows up as a selectable prompt (name = its slug), with an optional input argument for the task to apply it to.
Source of truth is the GitHub repo (SKILLS_REPO, default the8genc/ai-8gent-skills) laid out as skills/ /SKILL.md + skills/ /references/*.md. ZeroDB is a cache and semantic-search layer — author skills in GitHub, then skill_sync to refresh the mirror. skill_list / skill_get work without any credentials; skill_search (semantic) and skill_sync use ZeroDB.
The server speaks MCP over two transports:
npx ainative-prd-mcp)$PORT is set (Railway), or forced with MCP_TRANSPORT=http. Serves POST /mcp plus a GET / health check.Hosted at https://ainative-prd-mcp-production.up.railway.app/mcp:
{
"mcpServers": { "prd-generator": { "type": "http", "url": "https://ainative-prd-mcp-production.up.railway.app/mcp" } } }
> Use prd_generate to create a PRD for adding webhook notifications to Agent Cloud
Result: Full PRD generated with:
> Use prd_search to find PRDs about billing
Result: 3 PRDs found:
> Use prd_validate on this PRD content
Result: Score 73/100 (C)
| Method | Config | Notes |
|---|---|---|
| API Key (recommended) | ZERODB_API_KEY=ak_... | Get one: npx zerodb-cli init |
| Username/Password | ZERODB_USERNAME + ZERODB_PASSWORD | Auto-refreshes JWT tokens |
| Auto-provision | No config needed | Free instance provisioned on first run |
ainative-prd-mcp/
├── index.js # MCP server + auto-provisioning ├── src/ │ ├── client/zerodb-client.js # ZeroDB API client (auth, plans, memory, chat) │ ├── tools/ │ │ ├── generation-tools.js # PRD generation (4 tools) │ │ ├── template-tools.js # Template management (4 tools) │ │ ├── validation-tools.js # PRD validation (3 tools) │ │ ├── memory-tools.js # Persistent storage (4 tools) │ │ └── platform-tools.js # Service discovery (3 tools) │ ├── templates/ # Built-in Markdown templates │ │ ├── standard.md │ │ ├── ainative-feature.md │ │ └── agent-capability.md │ └── knowledge/ │ └── platform-manifest.json # All 22 AINative products/services/APIs ├── .claude/CLAUDE.md # Rules for Claude Code agents ├── .cody/CODY.md # Rules for Cody/other agents ├── .cody/skills/prd-generator/ # Agent skill definition └── tests/tools.test.js # 22 tests
git clone https://github.com/AINative-Studio/ainative-prd-mcp.git
cd ainative-prd-mcp npm install npm test # Run 22 tests npm run test:coverage # With coverage report
MIT
This package is part of the AINative ecosystem — the AI-native developer platform.
| Feature | ZeroDB | Others |
|---|---|---|
| Vector search | Built-in, free embeddings | Separate service (Pinecone, Qdrant) |
| Agent memory | Cognitive memory with decay + reflection | DIY or Mem0 ($$$) |
| File storage | S3-compatible, included | Separate S3 bucket |
| NoSQL tables | Instant, schema-free | MongoDB Atlas, DynamoDB |
| PostgreSQL | Managed, pgvector pre-installed | Neon, Supabase ($$$) |
| Serverless functions | DB-event triggered | Firebase/Supabase Edge |
| Pricing | Free tier, no credit card | Pay-per-query from day 1 |
npx zerodb-cli init # Auto-configures your IDE
Or sign up at [ainative.studio](https://ainative.studio) — free tier, no credit card required.
No account needed to start. On first run, this package automatically:
只显示了开头部分;其余内容请在仓库中阅读