mache: Mache parses codebases to discover their structure and exposes it as a navigable graph via MCP tools or a filesystem mount. It allows agents to explore call chains, jump to definitions, and read context without grepping flat files. Built for AI agents, it provides stable node paths and identity-preserving write-back.; mirascope: Mirascope is a Python library that provides a unified interface for interacting with any frontier Large Language Model. It simplifies calling LLMs, generating structured outputs, and building agents with tool-use capabilities.
Agent-based code exploration and navigation
Rapidly prototype and develop LLM-powered applications