Chinese web intelligence for autonomous agents
观澜 Guanlan
A signal atelier for agents navigating the Chinese internet.
Not search. Source intelligence.
Guanlan turns fragmented public web traces into provenance-aware material an agent can judge, cite, and continue from.
Every query becomes a route.
Different questions deserve different waterways: government notices, hotboards, ecommerce surfaces, developer communities, original pages.
Scope and profile select source families before the agent starts reading.
Pages are cleaned into compact, source-aware context with quality notes.
Source mix, freshness guardrails, and advisor notes make the packet useful.
One command. Many signals.
guanlan research "国产 AI 应用 出海" --profile china --limit 80 --advisor
Install the river into your agent.
Use one clean install path, then smoke test before wiring it into your agent.
uv tool install --force --upgrade guanlan
guanlan version
guanlan doctor --install-check
brew update
brew reinstall shenyangs/tap/guanlan
guanlan hotnews today --limit 80