Chinese web intelligence for autonomous agents

观澜 Guanlan

Clean evidence packets for agents navigating the Chinese internet.

Install Guanlan See the flow

Prompt

AI 出海政策与平台反馈

Agent asks one question. Guanlan decides which source surfaces should be trusted, sampled, or treated only as open-web context.

guanlan research "国产 AI 应用出海" --profile china --limit 80 --advisor

Official policy

Media industry

Community feedback

Evidence role Source mix guard: official + media + user sample

ready

Freshness Recent signals separated from evergreen references

clear

Advisor Next query suggested before the agent overclaims

bounded

01 / Flow

Route

Scope and profile select source families before the agent starts reading.

Read

Public pages become compact source-aware context with quality notes.

Research

Source mix, freshness, and advisor notes arrive in one usable output.

02 / Run

Every response is shaped so another agent, MCP client, or local model can continue without guessing what the evidence means.

guanlan compare "产品A" "产品B" --focus "价格口碑风险" --limit 80 --format context

China-aware Profiles and scopes mirror Chinese web structure.

Agent-ready Markdown, JSON, MCP, and workflow outputs.

Traceable Quality signals explain when evidence is thin.

Read-only Public search and reading before authenticated actions.

03 / Install

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

Homebrew

brew update
brew reinstall shenyangs/tap/guanlan
guanlan hotnews today --limit 80