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Ainative Prd MCP

by AINative-Studioversion 1.1.1i★ –iRuns on your computer
Registry nameio.github.AINative-Studio/ainative-prd-mcp

Install

Overview

Description from the maker (original English)

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

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

  • Connection: Runs on your computer
  • Transport: stdio
  • Category: Other

Install

Pick the AI app you use, then copy the settings.

Before you install

  • Basic checks: 1 of 1 passed
  • Runs on your computer with your user’s permissions (files, network, apps).
  • The registry lists no key to fill in.

You need

  • npmNode.js installed (for the npx command)

Which app do you use?

Pick your app above. We remember it, so next time the button says “Install in …”.

Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json

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

Run this in your terminal

claude mcp add ainative-prd -- npx -y ainative-prd-mcp

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "ainative-prd": {
      "command": "npx",
      "args": [
        "-y",
        "ainative-prd-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.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "ainative-prd": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "ainative-prd-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.

This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.

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.

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

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

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account AINative-Studio, which owns the repo

  • … Not checked yet

    Still maintained

    We have not read this repo from GitHub yet

  • … Not checked yet

    Has a licence

    We have not read this repo from GitHub yet

  • – Not applicable

    Endpoint responds

    This one runs on your computer; there is no internet endpoint

  • – Not applicable

    Sign-in with OAuth

    Runs on your computer and uses local settings instead

  • … Not checked yet

    No hidden instructions in tool descriptions

    Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Otheri

  • More stars than 0% of the other 32678 servers in this category
  • Published to the registry more recently than 21% of the other 32678 servers in this category
  • Basic checks equal to or better than 100% of the other 32678 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Ainative Prd MCP safe?

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.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed –, and the latest version (1.1.1) reached the registry 3 months ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.

What can I use instead?

In the same category: Spec Driven Development, Remote Desktop Commander, Starreel

Alternatives

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Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

Spec Driven Development

by formulahendry

MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.

Runs on your computer★ 440MITUpdated 14 months ago
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Remote Desktop Commander

by desktop-commander

Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.

Runs in the cloud★ 211Updated 2 days ago
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Starreel

by starreel

Turn a script into a finished, downloadable short-drama episode — via MCP or REST.

Runs on your computerUpdated today
Install

README from the maker

Open the README

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.

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:

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)
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 (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/ /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.

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:

{

"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

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

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
npx zerodb-cli init    # Auto-configures your IDE

Or sign up at [ainative.studio](https://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 credentia

Only the beginning is shown; read the rest in the repo

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