Use liel

How to use liel from applications, local AI tools, MCP clients, and Python workflows.

Document	Content
Quickstart	Demo, Python, and MCP setup paths
Command line	CLI reference for version, help, diff, merge, trace, stats, export, import, and related commands
CI / GitHub Actions	Installing liel in workflows, sample liel stats check, merge preview and verify notes
AI memory playbook	Recommended LLM memory pattern
APIs and integrations overview	Entry point for language APIs and integration surfaces
Python API	Python API, exceptions, packaging
MCP overview and quick start	AI-agent memory integration
Claude setup	Claude-specific setup pointer
Sample CLAUDE.md	Copyable Claude project-instructions sample
MCP tools reference	Specification of the exposed tools

Samples

Reference UIs and runnable scripts that are not the core product:

Document	Content
Sample viewer (read-only)	JSON-first browser UI for liel export (read-only; Viewer JSON contract)
Example Python scripts	Indexed list of examples/*.py and related folders in the repo