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Airweave Search

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by airweave-ai

Airweave Search 是让 AI 通过自然语言搜索 Airweave 数据集的 MCP 服务器。

这个工具解决了开发者需要手动查询 Airweave 数据的痛点，特别适合构建 RAG 系统的团队，让 Claude 直接理解你的数据需求。不过，它目前没有公开的工具列表，集成时可能需要额外调试。

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什么是 Airweave Search？

Airweave Search 是让 AI 通过自然语言搜索 Airweave 数据集的 MCP 服务器。

README

<p align="center"> <a href="https://app.airweave.ai" target="_blank" rel="noopener noreferrer"> <picture> <source media="(prefers-color-scheme: dark)" srcset="frontend/public/logo-airweave-darkbg.svg"/> <source media="(prefers-color-scheme: light)" srcset="frontend/public/logo-airweave-lightbg.svg"/> <img width="400" alt="Airweave" src="frontend/public/logo-airweave-darkbg.svg"/> </picture> </a> </p> <p align="center">Open-source context retrieval layer for AI agents and RAG systems.</p> <p align="center"> <a href="https://app.airweave.ai" target="_blank"><img src="https://img.shields.io/badge/Airweave_Cloud-0066FF" alt="Airweave Cloud"></a> <a href="https://docs.airweave.ai" target="_blank"><img src="https://img.shields.io/badge/Docs-0066FF" alt="Documentation"></a> <a href="https://x.com/airweave_ai" target="_blank"><img src="https://img.shields.io/twitter/follow/airweave_ai?style=social" alt="Twitter"></a> <a href="https://cursor.com/link/prompt?text=Help%20me%20set%20up%20Airweave%20locally.%20Follow%20these%20steps%3A%0A%0A1.%20First%2C%20verify%20Docker%20is%20installed%20and%20running%3A%0A%20%20%20docker%20--version%0A%20%20%20docker%20info%0A%0A2.%20Clone%20the%20repository%3A%0A%20%20%20git%20clone%20https%3A%2F%2Fgithub.com%2Fairweave-ai%2Fairweave.git%0A%20%20%20cd%20airweave%0A%0A3.%20Start%20Airweave%3A%0A%20%20%20.%2Fstart.sh%0A%0A4.%20The%20script%20will%20automatically%3A%0A%20%20%20-%20Create%20.env%20from%20.env.example%0A%20%20%20-%20Generate%20required%20secrets%20%28ENCRYPTION_KEY%2C%20STATE_SECRET%29%0A%20%20%20-%20Start%20all%20services%20with%20health%20checks%0A%20%20%20-%20Optionally%20prompt%20for%20OpenAI%2FMistral%20API%20keys%0A%0A5.%20Wait%20for%20all%20services%20to%20be%20healthy%20%28this%20may%20take%202-3%20minutes%20on%20first%20run%29%0A%0A6.%20Verify%20the%20app%20is%20accessible%20at%20http%3A%2F%2Flocalhost%3A8080%0A%0AIf%20there%20are%20any%20errors%2C%20help%20me%20troubleshoot%20them.%20Common%20issues%3A%0A-%20Port%20already%20in%20use%20%288080%2C%208001%2C%205432%2C%206333%2C%206379%2C%207233%2C%208081%2C%208088%29%0A-%20Docker%20not%20running%0A-%20Check%20logs%3A%20docker%20logs%20airweave-backend%20or%20docker%20logs%20airweave-frontend%0A%0AUseful%20commands%3A%0A-%20.%2Fstart.sh%20--restart%20%28restart%20services%29%0A-%20.%2Fstart.sh%20--skip-frontend%20%28backend%20only%29%0A-%20.%2Fstart.sh%20--destroy%20%28clean%20up%20everything%29"><img src="https://img.shields.io/badge/Set%20Up%20with-Cursor-000000?logo=cursor&logoColor=white" alt="Set Up with Cursor"></a> </p> <p align="center"> <a href="https://github.com/airweave-ai/airweave/actions/workflows/code-quality.yml"><img src="https://github.com/airweave-ai/airweave/actions/workflows/code-quality.yml/badge.svg" alt="Code Quality"></a> <a href="https://github.com/airweave-ai/airweave/actions/workflows/eslint.yml"><img src="https://github.com/airweave-ai/airweave/actions/workflows/eslint.yml/badge.svg" alt="ESLint"></a> <a href="https://github.com/airweave-ai/airweave/actions/workflows/test-public-api.yml"><img src="https://github.com/airweave-ai/airweave/actions/workflows/test-public-api.yml/badge.svg" alt="System Tests"></a> <a href="https://pepy.tech/projects/airweave-sdk"><img src="https://static.pepy.tech/badge/airweave-sdk" alt="PyPI Downloads"></a> <a href="https://discord.gg/gDuebsWGkn"><img src="https://img.shields.io/discord/1323415085011701870?label=Discord&logo=discord&logoColor=white&style=flat-square" alt="Discord"></a> </p> <p align="center"> <video width="100%" src="https://github.com/user-attachments/assets/995e4a36-3f88-4d8e-b401-6ca43db0c7bf" controls></video> </p>

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

<a href="https://app.airweave.ai"><img src="https://img.shields.io/badge/Open_Airweave_Cloud-0066FF" alt="Open Airweave Cloud"></a>

Self-hosted

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

→ http://localhost:8080

Requires Docker and docker-compose

Supported Integrations

<!-- START_APP_GRID --> <p align="center"> <img src="frontend/src/components/icons/apps/airtable.svg" alt="Airtable" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/apollo.svg" alt="Apollo.io" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/asana.svg" alt="Asana" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/attio.svg" alt="Attio" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/bitbucket.svg" alt="Bitbucket" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/box.svg" alt="Box" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/calcom.svg" alt="cal.com" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/clickup.svg" alt="ClickUp" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/coda.svg" alt="Coda" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/confluence.svg" alt="Confluence" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/dropbox.svg" alt="Dropbox" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/intercom.svg" alt="Intercom" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/fireflies.svg" alt="FireFlies" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/freshdesk.svg" alt="Freshdesk" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/github.svg" alt="Github" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/gitlab.svg" alt="Gitlab" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/gmail.svg" alt="Gmail" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/google_calendar.svg" alt="Google Calendar" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/google_docs.svg" alt="Google Docs" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/google_drive.svg" alt="Google Drive" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/hubspot.svg" alt="Hubspot" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/jira.svg" alt="Jira" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/linear.svg" alt="Linear" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/notion.svg" alt="Notion" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/onedrive.svg" alt="Onedrive" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/powerpoint.svg" alt="PowerPoint" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/salesforce.svg" alt="Salesforce" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/servicenow.svg" alt="ServiceNow" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/sharepoint.svg" alt="Sharepoint" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/slab.svg" alt="Slab" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/slack.svg" alt="Slack" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/slite.svg" alt="Slite" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/stripe.svg" alt="Stripe" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/trello.svg" alt="Trello" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/zendesk.svg" alt="Zendesk" width="40" height="40" style="margin: 6px;" /> <img src="frontend/src/components/icons/apps/zoom.svg" alt="Zoom" width="40" height="40" style="margin: 6px;" /> </p> <!-- END_APP_GRID --> <p align="center"><a href="https://docs.airweave.ai/connectors/overview"><img src="https://img.shields.io/badge/View_all_integrations-0066FF" alt="View all integrations"></a></p>

SDKs

bash
pip install airweave-sdk        # Python
npm install @airweave/sdk       # TypeScript
python
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"
)

<a href="https://docs.airweave.ai"><img src="https://img.shields.io/badge/SDK_Documentation-0066FF" alt="SDK Documentation"></a> <a href="https://github.com/airweave-ai/airweave/tree/main/examples"><img src="https://img.shields.io/badge/Example_Notebooks-0066FF" alt="Example Notebooks"></a>

CLI

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

bash
pip install airweave-cli
bash
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.

<a href="https://docs.airweave.ai/cli"><img src="https://img.shields.io/badge/CLI_Documentation-0066FF" alt="CLI Documentation"></a>

Tech Stack

Contributing

We welcome contributions! See our Contributing Guide.

License

MIT License

<p align="center"> <a href="https://discord.gg/gDuebsWGkn">Discord</a> · <a href="https://github.com/airweave-ai/airweave/issues">Issues</a> · <a href="https://x.com/airweave_ai">Twitter</a> </p>

常见问题

Airweave Search 是什么？

MCP server for searching Airweave collections with natural language queries.

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