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AINative-Studio

AINative PRD Generator MCP Server

Official

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:

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

npx ainative-prd-mcp

On first run with no credentials, the server:

  1. Provisions a free ZeroDB instance (~800ms)

  2. Saves credentials to .mcp.json and .env

  3. Prints a claim URL — visit it to take permanent ownership

Option 2: With existing API key

ZERODB_API_KEY=ak_your_key npx ainative-prd-mcp

MCP Configuration

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"]
    }
  }
}

Tools (18)

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

Examples

Generate a PRD for a new feature

> 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

> 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

> 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

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

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

License

MIT

A
license - permissive license
-
quality - not tested
C
maintenance

Maintenance

Maintainers
Response time
Release cycle
Releases (12mo)
Commit activity

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