Production-ready Python vector database library with unified API for PgVector, ChromaDB, Milvus, AstraDB. Built for RAG, semantic search, and AI applications. Switch backends without code changes.
Authring is an MCP-driven guardrails system that evaluates code modification proposals based on historical impact, contributor expertise, and production risk assessment. The system utilizes: Astra DB for historical data storage, Unstructured.io for document parsing, Langflow for AI-driven decision-making, Twilio for real-time human validation, and GitHub CLI (gh) for managing patch review links.