Antigravity × Notion API Integration: AI-Powered Document-Driven Development
Learn how to connect Antigravity IDE with the Notion API to automate your document-driven development workflow — from spec to code, tests, and PR descriptions — using MCP servers.
Setup and context: Eliminating the Gap Between Specs and Code
"We wrote the spec in Notion, but the implementation went in a completely different direction." "PR reviews stall because reviewers keep finding mismatches with the design doc." Sound familiar?
The gap between specifications and code is one of the most persistent frustrations in software development. As a project grows, this gap widens almost inevitably — not because developers are careless, but because the tools for writing specs and the tools for writing code are fundamentally disconnected.
This guide shows you how to bridge that gap using Antigravity IDE and the Notion API in a Document-Driven Development (DDD) workflow. Once set up, Antigravity reads your Notion specs directly, generates code aligned with them, and writes implementation summaries back to Notion automatically. The result: your specification database becomes a live, self-updating record of what was built and why.
Here's what the complete system looks like:
Notion → Antigravity: Specs and task details flow into Antigravity via MCP, enabling context-aware code generation
Antigravity → Notion: Implementation summaries, status updates, and PR links flow back to Notion automatically
GitHub Integration: Merged PRs trigger Notion status updates via GitHub Actions
This guide targets intermediate to advanced developers who use Notion regularly and want to go deeper with Antigravity's integration capabilities.
Prerequisites and Setup
What You'll Need
Antigravity IDE (latest version)
Notion account (free plan works)
Node.js 20+
GitHub CLI (gh) (optional, for PR automation)
Configuring the Notion API
First, create an API integration on the Notion side.
Associated workspace: Select the workspace you want to connect
Capabilities: Enable Read content, Update content, and Insert content
After clicking "Submit," you'll receive an Internal Integration Secret (formatted as secret_xxx...). Save this somewhere secure.
Step 2: Set Up Your Database
Create a Notion database with the following structure:
📋 Dev Tasks DB
├── Name (Title): Task name
├── Status (Select): Todo / In Progress / Done / Blocked
├── Priority (Select): High / Medium / Low
├── Spec (Text): Detailed specification
├── Implementation (Text): Implementation summary (written by Antigravity)
├── PR URL (URL): Link to the associated pull request
└── Assignee (Person): Task owner
On the database page, click "..." → "Connections" → select your integration to grant it access.
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WHAT YOU'LL LEARN
✦Developers who struggled to sync Notion specs with actual code will now be able to automate that entire loop — from reading specs to generating and writing implementation summaries back to Notion
✦You'll learn how to build a production-ready MCP server that bridges Antigravity and the Notion API, enabling bidirectional spec-to-code automation with real TypeScript examples
✦By the end, you'll have a complete Document-Driven Development (DDD) pipeline that eliminates spec drift, accelerates your team's velocity, and keeps your Notion database as the single source of truth
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Building the MCP Server: Bridging Notion and Antigravity
Antigravity IDE connects to external tools via MCP (Model Context Protocol). By building a Notion MCP server, you give Antigravity the ability to read from and write to your Notion workspace directly.
Restart Antigravity IDE. The Notion tools will now appear in the chat panel.
Practical Workflows: Spec to Code in Action
Workflow 1: Generating Code from a Notion Spec
Enter this prompt in Antigravity's chat:
@notion-dev-assistant Fetch the highest-priority Todo task, read its full spec,
implement the code in TypeScript + Next.js, generate tests,
then write the implementation summary back to Notion.
Example interaction between Antigravity and Notion:
> get_todo_tasks (priority: "High")
Response:
[
{
"id": "abc123-...",
"name": "Implement User Auth API",
"priority": "High",
"spec_preview": "Build a JWT-based RESTful auth API with login, token refresh, and logout..."
}
]
> get_task_spec (page_id: "abc123-...")
Response:
# Implement User Auth API
**Priority**: High
## Specification
Endpoints:
- POST /api/auth/login: Authenticate with email and password
- POST /api/auth/refresh: Issue new access token using refresh token
- DELETE /api/auth/logout: Invalidate session
Requirements:
- JWT tokens (access: 15min, refresh: 7 days)
- bcrypt password hashing
- Prisma + PostgreSQL for user data
- Rate limit: 10 requests/minute
Antigravity then generates implementation code based on this spec:
For integration testing, create a dedicated Notion workspace or a separate database for tests. Set NOTION_DATABASE_ID_TEST as a separate environment variable:
// test/integration/notion-integration.test.tsimport { Client } from "@notionhq/client";import { describe, it, expect, afterAll } from "vitest";const notion = new Client({ auth: process.env.NOTION_TOKEN });const TEST_DB = process.env.NOTION_DATABASE_ID_TEST!;const createdPageIds: string[] = [];describe("Notion API Integration", () => { it("should create a task and retrieve it", async () => { const page = await notion.pages.create({ parent: { database_id: TEST_DB }, properties: { Name: { title: [{ text: { content: "Integration Test Task" } }] }, Status: { select: { name: "Todo" } }, Priority: { select: { name: "Low" } }, Spec: { rich_text: [ { text: { content: "This is an integration test task." } }, ], }, }, }); createdPageIds.push((page as any).id); const retrieved = await notion.pages.retrieve({ page_id: (page as any).id, }) as any; expect(retrieved.properties.Name.title[0].plain_text).toBe( "Integration Test Task" ); }); afterAll(async () => { // Archive test pages to keep the DB clean for (const id of createdPageIds) { await notion.pages.update({ page_id: id, archived: true, }); } });});
Run integration tests with:
NOTION_TOKEN=secret_xxx NOTION_DATABASE_ID_TEST=your-test-db-id \ npx vitest run test/integration/
Verifying MCP Tool Registration in Antigravity
Once the MCP server is registered, you can verify the tools are available by typing in Antigravity's chat:
List all available MCP tools from notion-dev-assistant.
Antigravity should respond with the four tool names: get_todo_tasks, get_task_spec, update_task_implementation, and create_task. If any are missing, check the MCP server logs for initialization errors.
Scaling the Workflow: Multi-Project and Team Setups
The single-database setup works well for solo developers or small teams. As your workflow grows, here are patterns for scaling it.
Pattern 1: Multi-Database Router
When managing multiple projects with separate Notion databases, add a routing layer to the MCP server:
// Multi-database configurationconst DATABASES: Record<string, string> = { frontend: process.env.NOTION_DB_FRONTEND!, backend: process.env.NOTION_DB_BACKEND!, mobile: process.env.NOTION_DB_MOBILE!,};// Extended tool: get tasks from a specific project database{ name: "get_project_tasks", description: "Get Todo tasks from a specific project database", inputSchema: { type: "object", properties: { project: { type: "string", enum: ["frontend", "backend", "mobile"], description: "Which project database to query", }, priority: { type: "string", enum: ["High", "Medium", "Low"] }, }, required: ["project"], },}
When tasks have dependencies (Task B can't start until Task A is done), store dependency page IDs as a Relation property in Notion:
case "get_ready_tasks": { // Get tasks with no incomplete dependencies const allTasks = await notion.databases.query({ database_id: DATABASE_ID, filter: { property: "Status", select: { equals: "Todo" } }, }); const readyTasks = []; for (const page of allTasks.results as any[]) { const deps = page.properties.Dependencies?.relation ?? []; let allDepsComplete = true; for (const dep of deps) { const depPage = await notion.pages.retrieve({ page_id: dep.id }) as any; if (depPage.properties.Status?.select?.name !== "Done") { allDepsComplete = false; break; } } if (allDepsComplete) { readyTasks.push({ id: page.id, name: page.properties.Name?.title?.[0]?.plain_text ?? "", priority: page.properties.Priority?.select?.name ?? "", }); } } return { content: [{ type: "text", text: JSON.stringify(readyTasks, null, 2) }], };}
This allows Antigravity to understand task dependencies and sequence its work intelligently.
Common Errors and Fixes
Error 1: MCP server fails to start
Error: Cannot connect to MCP server "notion-dev-assistant"
Cause: Wrong path or missing environment variables.
Fix:
# Test the server standaloneNOTION_TOKEN=secret_xxx NOTION_DATABASE_ID=xxx \ node /path/to/notion-mcp-server/dist/notion-mcp-server.js# Should print: "Notion MCP Server running on stdio"
Error 2: 401 Unauthorized from Notion API
Cause: Integration not connected to the database.
Fix: On the Notion database page, go to "Connections" and re-add your integration.
Error 3: Page ID not found
APIResponseError: Could not find block with ID
Cause: Mixing up Database ID and Page ID, or wrong format.
Fix:
function normalizePageId(idOrUrl: string): string { if (idOrUrl.match(/^[a-f0-9-]{36}$/)) return idOrUrl; const match = idOrUrl.match(/([a-f0-9]{32})/); if (match) { const r = match[1]; return `${r.slice(0,8)}-${r.slice(8,12)}-${r.slice(12,16)}-${r.slice(16,20)}-${r.slice(20)}`; } throw new Error(`Invalid Notion page ID: ${idOrUrl}`);}
Best Practices
1. Use Notion Filtered Views to Scope Antigravity's Context
For large projects, create filtered Notion views (by sprint, assignee, or component) and pass the view context to Antigravity. This keeps the AI focused and reduces irrelevant noise in generated code.
2. Standardize Implementation Summary Format
Agree on a summary format across your team and include it in Antigravity's prompt. Consistent summaries make it easy for anyone — including your future self — to understand what was built from Notion alone.
3. Secure Your Notion Token
The Notion Integration Secret grants read/write access to all connected databases. Always store it in environment variables, GitHub Secrets, or a secrets manager. Never commit it to version control.
4. Respect the Notion API Rate Limit
Notion enforces a rate limit of 3 requests per second. When processing multiple tasks in a loop, add a small delay between requests or implement a request queue to avoid 429 errors.
Monitoring and Observability for the MCP Integration
Once your DDD workflow is live, it's important to track its health and usage. Here are practical monitoring strategies.
Logging MCP Tool Calls
Add structured logging to the MCP server so you can audit how often each tool is called and identify failures:
This gives you visibility into failures without having to manually check logs.
Summary
In this guide, we walked through building a complete Document-Driven Development pipeline with Antigravity and the Notion API:
MCP Server: Built with @modelcontextprotocol/sdk and @notionhq/client, exposing Notion as tools inside Antigravity
Bidirectional Sync: Specs flow from Notion into Antigravity for code generation; implementation summaries flow back automatically
GitHub Actions: PR merges trigger automatic Notion status updates
Testing Strategy: Unit tests with mocked Notion clients, integration tests against sandbox databases
Scaling Patterns: Multi-project routing, sprint-aware filtering, and dependency-aware task ordering for growing teams
Observability: Structured logging, health checks, and failure alerting to keep the pipeline reliable
Best Practices: Spec template design, rate limit handling, and secure token management
The gap between specs and code doesn't have to be a fact of life. With this system in place, your Notion database becomes a living record of everything your team has built — and the foundation for everything you'll build next.
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