QiongliResearch with sources you can check.

Read, design and write in your familiar AI Host. Keep your model settings and research records.

Extract and run

The native CLI includes research guidance and MCP, with no separate language runtime.

Read a paper, check a design or revise a paragraph. Load guidance as needed.

Changes require a preview, approval and revision checks. Original research material stays intact.

These docs cover 2.3.0. After installation, run qiongli install to connect your Host.

Goal	Start here
Install, upgrade or fix a problem	Getting started
Read, search, design or write	Research tasks, examples
Set up Plugins, MCP, literature services or Zotero	Connections and setup
Look up commands and Skills	Reference, CLI commands
Change source or publish packages	Development and maintenance
Find 1.x, Desktop or design records	Historical material

Coming from an older version? Follow upgrade and rollback. To follow claims and sources, try the Research Graph example.