Shared retrieval layer
Lets AI systems query one retrieval layer instead of wiring separate search logic into each app or agent.
Airweave
Freemium
Airweave is an open-source context retrieval layer for AI agents and RAG systems, connecting apps and databases, syncing data in real time, and enabling grounded retrieval through unified search.
What is Airweave?
Airweave is an open-source context retrieval layer for AI agents and RAG systems. It sits between data sources and AI systems so applications can retrieve relevant context from connected apps, tools, and databases instead of relying on isolated retrieval logic.
The product is designed to make grounded answers easier to generate on demand. The homepage shows a workflow where users create a searchable collection, connect sources, sync data, and then query that collection through an LLM-friendly interface. Airweave also publishes Academy articles about context engineering and information retrieval, suggesting the product is aimed at teams building retrieval infrastructure for AI systems.
What can Airweave do?
Multiple search modes
Supports semantic, keyword, hybrid, time-aware, and agentic search so agents can match both literal terms and user intent.
Real-time data sync
Keeps connected data current with real-time syncing rather than static snapshots or manual refreshes.
Unified search across sources
Connects apps, tools, docs, and databases, then exposes them through a unified search interface for AI systems.
Developer SDK workflow
Provides an SDK-based workflow for creating a collection, attaching a source connection, and querying retrieved context.
Use Cases
“Grounded AI assistants”
Build agents that answer questions using live context from connected apps and databases instead of static prompt data.
“RAG backends”
Create retrieval infrastructure for RAG pipelines that need a shared layer for searching across multiple sources.
“Operational search and debugging”
Search synced code, issue trackers, or workspace data to enrich alerts and troubleshooting workflows, as shown in Airweave's own internal usage example.
“Cross-source context retrieval”
Query several connected systems through one interface when the same agent needs context from different tools in a single request.
Frequently Asked Questions
What does Airweave do?
Airweave is a context retrieval layer for AI agents and RAG systems. It connects to apps, tools, and databases, syncs their data in real time, and exposes it through a unified search interface.
How do teams get started with it?
The homepage shows a Python SDK example and installation commands for `airweave-sdk`, and it links readers to the quickstart documentation at `docs.airweave.ai/quickstart`.
What kinds of sources can it search?
The product description and examples show Airweave being used to retrieve context from apps and databases, including a synced GitHub codebase and a Linear workspace.
Is pricing listed on the website?
The source material supports a shared retrieval workflow for AI agents and RAG pipelines, but it does not publish pricing details on the site; the `/pricing` page currently returns a 404.
Quick Facts
- Category
- Developer Tool
- Platform
- Web app with SDK
- Primary users
- AI teams, agent builders, and RAG developers
- Source domain
- airweave.ai
- Notable workflow
- Create a collection, connect sources, sync data, then search it from an agent
Airweave Traffic Analysis
Traffic data is for reference only.
- Domain Rating
- 47
Airweave Alternatives
Unabyss
unabyss.com
Connect work apps to one structured context layer, then let supported MCP agents retrieve, update and export the context their tasks need.
Graphlit
graphlit.com
Context layer for AI agents with searchable, grounded content
Memmy
memmy.bot
Memmy is a local-first AI agent and memory layer for people who use multiple AI tools. It keeps authorized context on-device and can carry relevant memory between desktop apps, CLI workflows, and external agents.
AFFiNE
affine.pro
AFFiNE is an open-source, local-first workspace for docs, whiteboards, databases, and AI.
Karakeep
hoarder.app
Open-source bookmark manager with AI tagging, search, and self-hosting
Dappier
dappier.com
AI monetization and real-time data tools for publishers, data owners, and AI builders.