Ainative Prd Mcp

io.github.AINative-StudioPublished by GitHub account AINative-Studiov1.1.1Updated Oct 24, 2026

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

VerifiedSTDIODesktop onlyProductivity & WorkflowKnowledge & MemoryDeveloper Tools

Overview

AI-generated overview

Generates, validates, scores, and stores Product Requirement Documents, with templates and AINative platform awareness.

What you can do
Provides 23 tools for creating and managing PRDs: AI generation of full documents or single sections, refinement from feedback, and generation from a GitHub issue. It offers built-in and custom templates, validation against 15 quality rules, completeness scoring, and API reference checks. Saved PRDs are stored in ZeroDB with version history and semantic search, and separate tools list AINative services and skills.
When to use it
Useful when a team writes product requirement documents and wants them drafted, checked, and kept across sessions. It fits workflows already tied to the AINative platform, since its templates, validation, and service catalog reference that ecosystem.
Requirements
Runs locally via npx (Node.js). An AINative account or ZeroDB API key (ZERODB_API_KEY, or ZERODB_USERNAME and ZERODB_PASSWORD) enables AI generation and persistence; without credentials it auto-provisions a free ZeroDB instance and works in template-only mode. Network access is needed for AI and storage features.
Before you install
On first run without credentials it auto-provisions a ZeroDB instance, writes credentials to local .env and .mcp.json files, and prints a claim URL; the free instance lasts 72 hours unless claimed. PRD content and prompts are sent to AINative's ZeroDB and chat completions APIs, and saved PRDs are stored remotely. Tools can create, refine, and save documents, so review generated content before relying on it.

Installation

In SourceWeft

  1. Open Ainative Prd Mcp in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

README

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 ToolsAINative PRD Generator
Generic templatesTemplates with AINative architecture compliance checklists
No memory — PRDs lost on session closeZeroDB persistence — PRDs saved with version history, searchable across sessions
No platform awarenessKnows all 22 AINative products, 1,968 API endpoints, 11+ SDKs
One-shot generationIterative refinement with section-level regeneration
No validation15 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:

  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

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)

ToolDescription
prd_generateGenerate a full PRD with AI + AINative platform context. Auto-detects relevant services, saves to ZeroDB.
prd_generate_sectionRegenerate a single section (e.g., just the Technical Architecture) without touching the rest.
prd_refineRefine an existing PRD based on feedback. Version history tracked automatically.
prd_from_issueGenerate a PRD from a GitHub issue number.

Templates (4 tools)

ToolDescription
prd_list_templatesList built-in and custom templates.
prd_get_templateGet a template with placeholder variables.
prd_create_templateCreate a custom template (persisted in ZeroDB across sessions).
prd_render_templateRender 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)

ToolDescription
prd_validateValidate against 15 quality rules + AINative architecture constraints.
prd_scoreScore completeness 0-100 with letter grade (A-F).
prd_check_api_refsVerify 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)

ToolDescription
prd_saveSave a PRD as a persistent plan artifact. Returns an ID for future retrieval.
prd_loadLoad a saved PRD by ID. Use at session start to resume where you left off.
prd_searchSemantic search across all saved PRDs. Find by topic, not just keywords.
prd_historyGet 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)

ToolDescription
prd_list_servicesList all 22 AINative products with descriptions, API prefixes, SDKs, and pricing.
prd_get_api_catalogGet detailed API information for a specific service.
prd_suggest_stackGiven 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)

ToolDescription
skill_listList Agent Skills in the skills repo (pulled live from GitHub).
skill_getGet a skill's full SKILL.md body (optionally with all reference files).
skill_get_referenceGet a single reference file for a skill, on demand.
skill_searchFind the right skill for a task — ZeroDB semantic search, GitHub keyword fallback.
skill_syncMirror 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

> 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

MethodConfigNotes
API Key (recommended)ZERODB_API_KEY=ak_...Get one: npx zerodb-cli init
Username/PasswordZERODB_USERNAME + ZERODB_PASSWORDAuto-refreshes JWT tokens
Auto-provisionNo config neededFree 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

bash
git clone https://github.com/AINative-Studio/ainative-prd-mcp.gitcd ainative-prd-mcpnpm installnpm test              # Run 22 testsnpm run test:coverage # With coverage report

Related

License

MIT

Powered by ZeroDB + AINative

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

Why ZeroDB?

FeatureZeroDBOthers
Vector searchBuilt-in, free embeddingsSeparate service (Pinecone, Qdrant)
Agent memoryCognitive memory with decay + reflectionDIY or Mem0 ($$$)
File storageS3-compatible, includedSeparate S3 bucket
NoSQL tablesInstant, schema-freeMongoDB Atlas, DynamoDB
PostgreSQLManaged, pgvector pre-installedNeon, Supabase ($$$)
Serverless functionsDB-event triggeredFirebase/Supabase Edge
PricingFree tier, no credit cardPay-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:

  1. Provisions a free ZeroDB instance (~800ms)
  2. Saves credentials locally (.env, .mcp.json)
  3. 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

Source: README.md at commit 8c9e66a

Tools

0
SourceWeft has not started this package in its sandbox yet, so its tools are not known.

Version history

1
  1. v1.1.1LatestSep 16, 2026

Score

50% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts

    Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.

  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts