Documentation
README
Web Search channel (Stage 4d) — keyless, agent-driven
A zero-dependency discovery channel for users who have only Claude Code and no search accounts (no SearchAPI / Gemini / Undermind). It uses the agent's own WebSearch / WebFetch tools to find real literature on the open web, then funnels the hits through the same dedup -> verify -> screen pipeline as every other channel.
There is no subprocess driver here: a Python script cannot run WebSearch. The
agent (you, in Claude Code) does the searching; scripts/websearch_ingest.py only
normalizes what you gather into the pipeline schema.
When to use
This is the opening of the README. Read the full README on GitHub.