PRD Generator MCP — generate, validate, and manage Product Requirement Documents

This MCP server (io.github.AINative-Studio/ainative-prd-mcp) provides Product Requirement Document (PRD) functionality. It is described as a “PRD Generator MCP” that can generate, validate, and manage PRDs, supporting workflows where product requirements need to be created and reviewed.

🛠️ Key Features

Generate Product Requirement Documents (PRDs)
Validate PRDs
Manage PRDs

🚀 Use Cases

Creating PRDs for product or feature planning
Validating PRD content before use
Maintaining PRD documents over time

⚡ Developer Benefits

Centralizes PRD generation, validation, and management in an MCP server
Uses a PRD-focused workflow for product documentation

⚠️ Limitations

Only PRD generation, validation, and management are described; no additional capabilities are specified

AINative PRD Generator MCP Server

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.

Why This MCP?

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

Requirements

An AINative account is required for full functionality. The server uses ZeroDB (AINative's data platform) for:

Persistent PRD storage with automatic version tracking
Semantic search across all your saved PRDs
AI-powered PRD generation via AINative's chat completions API
Custom template storage

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:

bash

npx zerodb-cli init          # Interactive setup
# or sign up at https://ainative.studio

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.

Quick Start

Option 1: npx (recommended)

bash

npx ainative-prd-mcp

On first run with no credentials, the server:

Provisions a free ZeroDB instance (~800ms)
Saves credentials to .mcp.json and .env
Prints a claim URL — visit it to take permanent ownership

Option 2: With existing API key

bash

ZERODB_API_KEY=ak_your_key npx ainative-prd-mcp

MCP Configuration

Add to your Claude Code, Cursor, or Windsurf MCP config:

json

{
  "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:

json

{
  "mcpServers": {
    "prd-generator": {
      "command": "npx",
      "args": ["-y", "ainative-prd-mcp"]
    }
  }
}

Tools (23)

Generation (4 tools)

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.

Templates (4 tools)

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 sections
ainative-feature — AINative feature PRD with architecture compliance checklist, TDD test plan, and service mapping
agent-capability — Agent/MCP server PRD with tool schemas, memory strategy, and hosting plan

Validation (3 tools)

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:

Structure checks (title, intro, features, acceptance criteria, timeline)
Content checks (problem statement, user stories, test plan, security)
AINative-specific checks (correct API paths, ZeroDB usage, no third-party memory services)

Memory — ZeroDB-Powered (4 tools)

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:

Survives across sessions — close your editor, come back tomorrow, your PRDs are still there
Tracks every change — every prd_refine call generates a diff stored in version history
Supports semantic search — find PRDs by meaning ("billing features", "agent deployment") not just title
Cross-tool access — PRDs saved here are also accessible via the ZeroMemory MCP tools (zerodb_plan_get)

Platform Discovery (3 tools)

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

Skills — GitHub-backed, ZeroDB-cached (5 tools)

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/<slug>/SKILL.md + skills/<slug>/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.

Transports & Hosting

The server speaks MCP over two transports:

stdio — default for local use (npx ainative-prd-mcp)
Streamable HTTP — auto-selected when $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:

json

{
  "mcpServers": {
    "prd-generator": {
      "type": "http",
      "url": "https://ainative-prd-mcp-production.up.railway.app/mcp"
    }
  }
}

Examples

Generate a PRD for a new feature

code

> Use prd_generate to create a PRD for adding webhook notifications to Agent Cloud

Result: Full PRD generated with:
- Correct API paths (/api/v1/agents/webhooks/*)
- ZeroDB for event storage
- Architecture compliance checklist
- TDD test plan with pytest commands
- Saved to ZeroDB with ID for future sessions

Search past PRDs

code

> Use prd_search to find PRDs about billing

Result: 3 PRDs found:
- "PRD: Developer Earnings Dashboard" (similarity: 0.89)
- "PRD: Credit System Overhaul" (similarity: 0.82)
- "PRD: Invoice Generation" (similarity: 0.78)

Validate a PRD

code

> Use prd_validate on this PRD content

Result: Score 73/100 (C)
- Missing: acceptance criteria
- Missing: test plan
- Warning: References "Firebase" — should use ZeroDB instead
- 12/15 rules passed

Authentication

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

Architecture

code

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

Development

bash

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

ZeroDB MCP Server — Full data platform (77 tools)
ZeroDB Memory MCP — Agent memory (18 tools)
AINative Documentation — Full platform docs
ZeroDB CLI — Quick setup tool

License

MIT

Powered by ZeroDB + AINative

This package is part of the AINative ecosystem — the AI-native developer platform.

Why ZeroDB?

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

Get Started Free

bash

npx zerodb-cli init    # Auto-configures your IDE

Or sign up at ainative.studio — free tier, no credit card required.

View all ZeroDB packages →

Zero-Config Auto-Provisioning

No account needed to start. On first run, this package automatically:

Provisions a free ZeroDB instance (~800ms)
Saves credentials locally (.env, .mcp.json)
Prints a claim link in your terminal

The 72-Hour Window

Your auto-provisioned instance is free for 72 hours. To keep your data permanently, visit the claim URL printed in your terminal.

For AI Agents

If a coding agent (Claude Code, Cursor, Windsurf) installs this package:

Auto-provisions without human intervention
The claim URL appears in agent output — visit it to take ownership
.claude/CLAUDE.md instructs agents to surface the claim link to you
Check .env or ~/.ainative/config.json for your project ID if you miss it

PRD Generator MCP — generate, validate, and manage Product Requirement Documents

🛠️ Key Features

🚀 Use Cases

⚡ Developer Benefits

⚠️ Limitations

AINative PRD Generator MCP Server

Why This MCP?

Requirements

Quick Start

Option 1: npx (recommended)

Option 2: With existing API key

MCP Configuration

Tools (23)

Generation (4 tools)

Templates (4 tools)

Validation (3 tools)

Memory — ZeroDB-Powered (4 tools)

Platform Discovery (3 tools)

Skills — GitHub-backed, ZeroDB-cached (5 tools)

Transports & Hosting

Examples

Generate a PRD for a new feature

Search past PRDs

Validate a PRD

Authentication

Architecture

Development

Related

License

Powered by ZeroDB + AINative

Why ZeroDB?

Get Started Free

Zero-Config Auto-Provisioning

The 72-Hour Window

For AI Agents

Install