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AI Search & Embeddings🔴Developer
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Airweave

Airweave is purpose-built for the agentic era: an open-source 'context retrieval layer' that sits between AI agents and the dozens of SaaS apps and databases where company knowledge actually lives. Slack threads, Notion docs, Linear tickets, Salesforce records, Postgres rows, Google Drive files, GitHub repos, Intercom conversations — Airweave handles ingestion, chunking, embedding, indexing, access control, and freshness for every connected source once, then exposes the unified context as a sing

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In Plain English

Airweave is purpose-built for the agentic era: an open-source 'context retrieval layer' that sits between AI agents and the dozens of SaaS apps and databases where company knowledge actually lives. Slack threads, Notion docs, Linear tickets, Salesforce records, Postgres rows, Google Drive files, GitHub repos, Intercom conversations — Airweave handles ingestion, chunking, embedding, indexing, access control, and freshness for every connected source once, then exposes the unified context as a sing

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Overview

Airweave is purpose-built for the agentic era: it is an open-source 'context retrieval layer' that sits between AI agents and the dozens of SaaS apps and databases where company knowledge actually lives — Slack, Notion, Linear, Salesforce, Postgres, Google Drive, GitHub, Intercom, and so on. Instead of every agent reimplementing connectors and embeddings, Airweave handles ingestion, embedding, chunking, indexing, and access control once, and exposes the unified context as a single retrieval endpoint. Crucially, that endpoint is delivered as a Model Context Protocol server, so any MCP-aware client — Claude Desktop, Cursor, Cline, Mastra agents, custom agents — can plug in and immediately retrieve grounded context across the whole company stack without writing connector code. The framing is essentially 'one MCP server for all your business data'. The project is open source under a permissive license and runs as a self-hosted container; a managed Airweave Cloud offering is available with usage-based pricing for teams that don't want to operate the stack. Airweave is one of the cleanest examples of an MCP-native product and is a strong fit for AI engineering teams building internal agents that need to know about live company state.

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Key Features

Feature information is available on the official website.

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Pricing Plans

Open Source

Free

  • ✓Apache-style permissive license
  • ✓Self-host on any container platform
  • ✓Full connector library
  • ✓MCP server included
  • ✓Hybrid search and access control

Airweave Cloud

Usage-based

  • ✓Managed deployment with no infra to operate
  • ✓Auto-scaling ingestion and search
  • ✓Monitoring dashboard
  • ✓Verify current usage pricing on signup

Enterprise

Custom

  • ✓SSO and audit logs
  • ✓On-prem or VPC deployment
  • ✓Custom connectors
  • ✓Dedicated support and SLAs
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Best Use Cases

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Giving Claude Desktop / Cursor company-wide context via MCP

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Stopping every agent project from rebuilding the same connectors

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Internal agents needing live SaaS state

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AI platform teams centralizing retrieval

Pros & Cons

✓ Pros

  • ✓One MCP endpoint replaces dozens of bespoke per-app connectors in agent code
  • ✓Open source means full control over data, no vendor lock-in for retrieval
  • ✓Plugs directly into Claude Desktop, Cursor, Cline, and any MCP-aware agent
  • ✓Per-user access control built in — agents inherit the requester's permissions
  • ✓Avoids every internal team rebuilding the same Slack-plus-Notion ingestion pipeline

✗ Cons

  • ✗Enterprise governance features (PII redaction, fine-grained audit) are still maturing
  • ✗Connector list is broad but shorter than Glean or Microsoft Copilot's catalogue
  • ✗Self-hosting requires operating the search and embedding stack yourself
  • ✗Cloud pricing is not fully published — needs signup to confirm
  • ✗MCP itself is still a young protocol — expect breaking changes in adjacent tools

Frequently Asked Questions

How much does Airweave cost?+

Airweave pricing starts at Free. They offer 3 pricing tiers including a free option.
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Quick Info

Category

AI Search & Embeddings

Website

airweave.ai
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