QiongliResearch with an evidence trail.

A Rust-native CLI, Skills and MCP sharing research records and sources. Keep your chosen Host and model.

Download 2.x CLI

Quickstart

Choose a workflow

Extract and run

The standalone binary includes research resources and needs no separate Python, Node.js or Rust runtime.

Start with your task

Shared Skills cover reading, reviews, design, writing and polish. Load only the guidance the request needs.

Follow the sources

Graph connects claims, sources and locations in canonical records. Stage summaries retain findings and changes.

Review before writing

Project changes require previews, explicit approval and revision checks. Summaries never automatically delete source files.

Start here

These pages cover 2.0.0, the first stable native CLI release from main. Start with guided installation, the offline Graph, reply-only Skill or optional hooks. Coming from 1.x? Read what changed and how to migrate.

What you need	Entry
Download, extract and run	Standalone binary
Install through npm, PyPI or Cargo	Installation and commands
Install or refresh bundled Plugins and Skills	Plugin installation flow
Review CLI copies and integration state	`qiongli setup`, `qiongli install`, `qiongli doctor`
Understand the research Graph	Graph scope and checks
Maintain an older Python/npm installation	1.x reference

Runtime boundaries

The 2.x CLI, Lite/Full MCP and exported native Plugins need no additional language runtime. The npm entry needs Node, PyPI needs Python, and Cargo needs Rust build tools. Choose the standalone binary to avoid those installation prerequisites. Configure Host applications and online service accounts when the task requires them.

Update packages through their original channel. upgrade plugin refreshes content from the running CLI; upgrade cli explains the package update commands. After registration, start a new Host session to check actual tools. Native Marketplace platform packages use Lite MCP; local CLI-exported Plugins use Full MCP.

Research workflows · Architecture · Observed Host capabilities