shell tools

This guide shows how to turn your shell into a safe, auditable AI copilot using Bash, curl, and jq, no frameworks required. You wire an LLM (local via Ollama or cloud) to propose read-only command pipelines as JSON, validate against an allowlist, confirm before execution, and log everything. Includes install steps, a minimal agent script, real-world log/data wrangling examples, and tips for privacy, cost, and tuning.

Turn your terminal into a pair‑programmer: a practical guide to weaving AI into Bash using the llm CLI, fzf, rg/fd, ShellCheck, and tldr, with paste‑ready functions—ai (ask/summarize), ai-one (English→safe one‑liner), aih (explain history), ai-commit (Conventional Commits), ai-fix-sh (repair scripts)—plus install snippets, real examples, and guardrails (redact secrets, review, local models) to cut context switches.