VectorOps Know

VectorOps Know is an extensible code-intelligence helper library. It scans your repository, builds a language-aware graph of files / packages / symbols and exposes high-level tooling for symbol search, summarisation, file recommendations to LLMs.

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Features

VectorOps Know comes packed with features to increase your AI coding agent efficiency:

  • Semantical and full-text symbol search
  • Code summary generator for symbols and files
  • File recommendation tool
  • Multi-language parsing (Python, TypeScript, JavaScript Go, …)
  • Chunking and parsing of Markdown and plain text files
  • Local on-disk DuckDB metadata store
  • Multi-project support - index multiple repositories and make them accessible to AI tools through a single API
  • Optional embedding calculation for semantic search
  • The tool catalogue automatically exported as OpenAI JSON schemas
  • Ready-to-run FastMCP server with zero configuration
  • Python API for tool builders with access to parsed project files