Airweave

AI

agent search infrastructure

SHOW HN2025

176points
40comments
#386of 3,837 in 2025
Top 11%of 2025 by points

How HN took it

CuriousMostly questions and neutral comments

5 positive, 27 neutral or asking, 1 mixed, 2 critical, out of 35 comments about the project. Thread score +0.12.

Idea: 3 for, 2 againstPerformance: 1 for, 0 against

The thread, comment by comment

Each row is a top-level comment and its replies, in HN's order. Select a cell to open that comment on HN.

positive neutral or mixed critical about another commenter or something else the maker

What HN said

What people liked

  • Retrieval accuracy better than other MCP server providers

    From 1 comment
    • Had meetings with a ton of MCP-server providers, no one came close to Airweave’s retrieval accuracy. I even tried Zapier and similar large companies, didn’t come near airweave.…
      renesultan on HN
  • Team is responsive and supportive

    From 1 comment
    • Had meetings with a ton of MCP-server providers, no one came close to Airweave’s retrieval accuracy. I even tried Zapier and similar large companies, didn’t come near airweave.…
      renesultan on HN

Objections

  • Connector business is a slog with many failures

    From 1 comment
    • i think before you guys spend the next 2 years building this startup, you should carefully study the connector business and the many carcasses along the way. YC itself has a few.…
      swyx on HN
  • Copies customer data and runs RAG over it, raising privacy concerns

    From 2 comments
    • Yes, a lot MCP servers are just api wrappers. Airweave looks like it copies the data and has a RAG that is processing your queries.
      thawab on HN
    • How do you handle data retention? For example say that you suck in the information of a California resident and the company is obligated by law to delete it on request. How do…
      mike_d on HN
  • Role-based access control is not yet built

    From 1 comment
    • I assume you're talking about the data layer (not the control plane)? We are currently in PoC phase for mapping the role graphs from source systems (Asana, Google Drive) to our…
      raufakdemir on HN

Requests

  • Support for Snowflake and Fabric data lakes

    From 1 comment
    • Looks like a great product! Do you integrate with datalakes (Snowflake/Fabric?)
      om0agarwal on HN
  • Ability to take actions such as creating tickets or sending messages

    From 1 comment
    • How about acting? Can your platform have a chat window create a ticket or send a message? I feel there is so much search already.
      andes314 on HN
  • Deletion of data by user identifier for compliance

    From 1 comment
    • How do you handle data retention? For example say that you suck in the information of a California resident and the company is obligated by law to delete it on request. How do…
      mike_d on HN

Questions

  • How is it different from regular MCP servers

    From 1 comment
  • How the LLM is made aware of the data store beyond a generic search function

    From 1 comment
    • This is a great idea. I have a question: Typically speaking an LLM is the code driving the control flow and the MCP servers are kind of dumb API endpoints (find_flights,…
      smattiso on HN
  • Whether it can run inside a VPC and connect to private databases

    From 1 comment
    • Pretty cool stuff. How does it deal with self-hosted data sources? can it run inside a VPC and talk to my RDS instances directly?
      brene on HN
  • How the product makes money and where data is stored

    From 1 comment
    • Looks really cool! I had slight trouble understanding whether the repo is the complete codebase or if it connects to a separate backend. Does one host the server or is it…
      beecasthurlbow on HN
  • How incremental sync and diffing work across integrations

    From 1 comment
    • Are integrations hooked into via their MCP implementation? Or are you hooking in more traditionally and then exposing MCP on top of that? Also, are these one-time/event-based…
      throwaway314155 on HN

Alternatives named

  • Glean, Onyx, Moveworks, Dashworks

    From 1 comment
    • Is chat always the best interface for all of these apps? I feel like search is the natural first step, but chat-based search has been around for a while. Feel like an MCP-based…
      valianter on HN
  • Zapier

    From 1 comment
    • Had meetings with a ton of MCP-server providers, no one came close to Airweave’s retrieval accuracy. I even tried Zapier and similar large companies, didn’t come near airweave.…
      renesultan on HN
  • n8n

    From 1 comment
    • Pretty cool – when does it make sense to use this vs n8n?
      pomarie on HN
  • AWS Bedrock knowledge bases

    From 1 comment
    • Used to work at AWS bedrock knowledge bases — love the way yall are thinking about this can't wait to try it out.
      rohanv23 on HN

Category, keywords, summaries and labels on this page were made by AI (Thread Reader v2) and not checked by hand. Each point links to the comments it came from.

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