Co-founder here. The platform provides MCP or REST endpoints on top of searchable information. The tool is specifically geared towards agents that want to perform actions on external systems (through an MCP server, for example) but get confused about which objects to interact with. Airweave provides a robust interface for this.

You can compare it to how coding agents like Cursor work. This is the usual pattern you see: - The first step is reading your prompt - Then it goes through all the attached files and searches your codebase - The last step is to make code file edits.

Non-coding agents that use "regular" MCP servers completely miss the second part. It's very hard to go from natural language instruction, to a chain of API calls that actually work and don't end up in hallucination