airweave-ai/airweave: Airweave lets agents search any app

Airweave is a tool that lets agents semantically search any app. It’s MCP compatible and seamlessly connects any app, database, or API, to transform their contents into agent-ready knowledge.

Airweave simplifies the process of making information retrievable for your agent. Whether you have structured or unstructured data, Airweave helps you break it into processable entities, store the data and make it retrievable through REST and MCP endpoints.

# 1. Clone the repository
git clone https://github.com/airweave-ai/airweave.git
cd airweave

# 2. Build and run
chmod +x start.sh
./start.sh

That’s it! Access the dashboard at http://localhost:8080

• Access the UI at http://localhost:8080
• Connect sources, configure syncs, and query data

• Swagger docs: http://localhost:8001/docs
• Create connections, trigger syncs, and search data

from airweave import AirweaveClient

client = AirweaveClient(api_key="your-api-key")

# List all sources
sources = client.sources.list()

# Create a sync job
job = client.sync.create_sync(
  name="My first sync",
  source_connection_id=source_id,
  run_immediately=True
)

npm install @airweave/sdk
# or
yarn add @airweave/sdk

import { AirweaveClient } from "@airweave/sdk";

const client = new AirweaveClient({
  apiKey: "your-api-key",
});

// List sources
const sources = await client.sources.list();

// Create a sync job
const job = await client.sync.create_sync({
  name: "My first sync",
  source_connection_id: sourceId,
  run_immediately: true,
});

• Data synchronization from 25+ sources with minimal config
• Entity extraction and transformation pipeline
• Multi-tenant architecture with OAuth2
• Incremental updates using content hashing
• Semantic search for agent queries
• Versioning for data changes
• White-labeling support for SaaS builders

• Frontend: React/TypeScript with ShadCN
• Backend: FastAPI (Python)
• Databases: PostgreSQL (metadata), Qdrant (vectors)
• Deployment: Docker Compose (dev), Kubernetes (prod)

• Additional source integrations
• Redis worker queues for large-scale syncs
• Webhooks for event-driven syncs
• Kubernetes support via Helm charts

We welcome contributions! Please check CONTRIBUTING.md for details.

Airweave is released under the MIT license.

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