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airweave-ai avatar

Airweave Search

airweave-ai/airweave
6.4k2 toolsauthSTDIO, HTTPregistry active
Summary

Connects Claude directly to your Airweave collections so you can search across synced data from 50+ sources using natural language. Instead of building separate integrations for GitHub, Notion, Jira, Google Drive, and everything else, you point Airweave at your data sources once and then query everything through a single search interface. The MCP server exposes search operations that let Claude retrieve context from your connected apps on demand. Useful when you're building agents that need grounded, up-to-date information from multiple tools without maintaining a mess of API clients and sync jobs. Works with both Airweave Cloud and self-hosted instances.

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Tools

Public tool metadata for what this MCP can expose to an agent.

2 tools
web_search_previewPurpose: Perform web searches and return results in an LLM-friendly format and with parameters tuned for LLMs.2 params

Purpose: Perform web searches and return results in an LLM-friendly format and with parameters tuned for LLMs.

Parameters* required
objectivestring
Natural-language description of what the web search is trying to find. Try to make the search objective atomic, looking for a specific piece of information. May include guidance about preferred sou...
search_queriesarray
List of keyword search queries of 3-6 words, which may include search operators. The search queries should be related to the objective. Limited to 3 entries of 100 characters each.
web_fetchPurpose: Fetch and extract relevant content from specific web URLs. Ideal Use Cases: - Extracting content from specific URLs you've already identified - Exploring URLs returned by a web search in greater depth2 params

Purpose: Fetch and extract relevant content from specific web URLs. Ideal Use Cases: - Extracting content from specific URLs you've already identified - Exploring URLs returned by a web search in greater depth

Parameters* required
objectivevalue
Natural-language description of what information you're looking for from the URLs. Limit to 200 characters.
urlsarray
List of URLs to extract content from. Must be valid HTTP/HTTPS URLs. Maximum 10 URLs per request.

Airweave

Open-source context retrieval layer for AI agents and RAG systems.

Airweave Cloud Documentation Twitter Set Up with Cursor

Code Quality ESLint System Tests PyPI Downloads Discord

What is Airweave?

Airweave connects to your apps, tools, and databases, continuously syncs their data, and exposes it through a unified, LLM-friendly search interface. AI agents query Airweave to retrieve relevant, grounded, up-to-date context from multiple sources in a single request.

Where it fits

Airweave sits between your data sources and AI systems as shared retrieval infrastructure. It handles authentication, ingestion, syncing, indexing, and retrieval so you don't have to rebuild fragile pipelines for every agent or integration.

How it works

  1. Connect your apps, databases, and documents (50+ integrations)
  2. Airweave syncs, indexes, and exposes your data through a unified retrieval layer
  3. Agents query Airweave via our SDKs, REST API, MCP, or native integrations with popular agent frameworks
  4. Agents retrieve relevant, grounded context on demand

Quickstart

Cloud-hosted: app.airweave.ai

Open Airweave Cloud

Self-hosted

git clone https://github.com/airweave-ai/airweave.git
cd airweave
./start.sh

→ http://localhost:8080

Requires Docker and docker-compose

Supported Integrations

Airtable Apollo.io Asana Attio Bitbucket Box cal.com ClickUp Coda Confluence Dropbox Intercom FireFlies Freshdesk Github Gitlab Gmail Google Calendar Google Docs Google Drive Hubspot Jira Linear Notion Onedrive PowerPoint Salesforce ServiceNow Sharepoint Slab Slack Slite Stripe Trello Zendesk Zoom

View all integrations

SDKs

pip install airweave-sdk        # Python
npm install @airweave/sdk       # TypeScript
from airweave import AirweaveSDK

client = AirweaveSDK(api_key="YOUR_API_KEY")
results = client.collections.search.instant(
    readable_id="my-collection",
    query="Find recent failed payments"
)

SDK Documentation Example Notebooks

CLI

Search collections, manage sources, and trigger syncs from your terminal:

pip install airweave-cli
airweave auth login
airweave search "quarterly revenue figures" --collection finance-data

The CLI outputs rich interactive results in your terminal and clean JSON when piped — making it work for both developers and AI agents.

CLI Documentation

Tech Stack

  • Frontend: React/TypeScript with ShadCN
  • Backend: FastAPI (Python)
  • Databases: PostgreSQL (metadata), Vespa (vectors)
  • Workers: Temporal (orchestration), Redis (pub/sub)
  • Deployment: Docker Compose (dev), Kubernetes (prod)

Contributing

We welcome contributions! See our Contributing Guide.

License

MIT License

Discord · Issues · Twitter

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Configuration

AIRWEAVE_API_KEY*secret

Your Airweave API key for authentication

AIRWEAVE_COLLECTION*

The Airweave collection to search

AIRWEAVE_BASE_URL

Airweave API base URL (defaults to https://api.airweave.ai)

Categories
Search & Web Crawling
Registryactive
Packageairweave-mcp-search
TransportSTDIO, HTTP
AuthRequired
UpdatedApr 7, 2026
View on GitHub

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