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.; FinanceToolkit: The FinanceToolkit is an open-source Python library designed for comprehensive financial analysis, offering over 200 transparently calculated financial ratios, indicators, and performance measurements. It facilitates consistent data interpretation across various financial instruments and also integrates with AI assistants via the Model Context Protocol.
Agent-based code exploration and navigation
Conducting transparent financial analysis and valuation using 200+ verified metrics.