ccline — AI at your zsh shell, for knowledge graph developers

[Jian Shuo Wang (jianshuo)]

Hey GraphRAG community! 👋

GraphRAG users work with complex AI workflows. I built ccline — quick AI help at your zsh shell:

$ how do I run graphrag indexing from the command line
$ how to check if neo4j is running locally
$ python command to verify my Azure OpenAI connection
$ how to time a long-running Python script

ccline uses zsh's command_not_found_handler — any unrecognized text at your shell becomes a question to Claude.

Install:

brew install jianshuo/tap/ccline
# Add to ~/.zshrc: source $(brew --prefix)/share/ccline/ccline.zsh

GitHub: https://github.com/jianshuo/ccline

For AI researchers and developers who want AI across their entire workflow 🔬