🛠️ kit documentation
Welcome to kit – the Python toolkit from Cased for building LLM-powered developer tools and workflows.
kit shines for getting precise, accurate, and relevant context to LLMs. Use kit to build code reviewers, code generators and graphs, even full-fledged coding assistants: all enriched with the right code context.
MIT-licensed on GitHub.
Production-Ready AI PR Reviewer
kit includes an MIT-licensed, complete AI-powered pull request reviewer: professional-grade code analysis with full repository context, at cost. Choose any LLM, pay just for tokens with transparent pricing, priority filtering, CI/CD integration, more.
Map any codebase
Get a structured view with file trees, language-aware symbol extraction (powered by tree-sitter), and dependency insights. Built-in support for 12+ languages, with intelligent caching.
Support for multiple search methods
Mix and match to optimize for speed, accuracy, and use case. Combine fast text search with semantic vector search to find relevant code snippets instantly.
Fine-grained docstring context
Use generated docstrings to find code snippets, answer questions, and improve code generation based on summarized content.
Build AI Workflows
Leverage ready-made utilities for code chunking, context retrieval, and interacting with LLMs. Enhanced with PR summarization and intelligent commit message generation.
Explore the docs
Production-ready AI pull requests reviewer with 10 models, transparent pricing, CI/CD integration, and roadmap.
What Kit is, why it exists, and how to install it.
Deep-dive into the Repository API, symbol extraction, vector search, and architecture.
Step-by-step tutorials to build real-world tools with Kit.