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textfsm-ai is an AI-powered engine for turning unstructured text into TextFSM templates — point an LLM at raw CLI output, log lines, or other semi-structured text and get back a validated, production-ready template, through a clean Python API and CLI.

It is designed for:

• network engineers automating CLI parsing
• developers building structured extractors
• teams maintaining large template libraries
• anyone who wants predictable, testable text parsing

Features

• 🤖 AI-powered template generation across 18 LLM providers
• 🧵 Readable DSL that compiles down to canonical TextFSM
• 🚀 Deterministic, validated output every run
• 🧰 Clean Python API and CLI
• 🔍 Helpful error messages and template diagnostics
• 📚 Full versioned documentation

Explore the Docs

• Installation
• Quickstart
• CLI Guide
• Human-in-the-Loop Review
• Dependency Footprint
• Providers
• API Reference