Clawctl
Use Case
4 min

Turn Reddit Threads into Structured Knowledge

AI agent that builds knowledge graphs from web sources. Turn forums and threads into searchable, structured knowledge.

Clawctl Team

Product & Engineering

Turn Reddit Threads into Structured Knowledge

Valuable information is scattered across Reddit, forums, and the web. You find a great thread—then lose it. Or you can't connect it to what you already know.

The Scattered Knowledge Problem

The best advice often lives in long threads and comment chains. Saving links isn't enough. You need structure: topics, relationships, key takeaways. Doing that by hand doesn't scale.

The Solution: Knowledge Graph from Web Sources

An OpenClaw agent that:

  • Ingests threads and pages — Reddit, HN, blogs, or any URL you send
  • Extracts entities and relationships — Topics, people, recommendations, caveats
  • Builds a knowledge graph — Queryable structure you can search and extend
  • Surfaces when relevant — "What did we save about X?" pulls from the graph

Forums become a structured knowledge base. You stop losing the good stuff.

Deploy Your Knowledge Agent

Clawctl's egress allowlists control which sites the agent can scrape. Audit logs record every source ingested.


Deploy your knowledge graph agent.

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