Conciliate

Conciliate addresses the issue of context synchronization between frontend and backend development environments, particularly for AI coding assistants that require shared context. It automatically extracts API specifications, detects changes, and streams context to integrated development environments (IDEs), allowing context sharing between different IDE sessions. Unlike existing tools that handle file and schema synchronization, Conciliate focuses on AI context synchronization by serving as a local schema bridge between multiple IDE AI sessions. It extends OpenAPI generators with IDE-aware context streaming, language-agnostic plugin hooks, and lightweight auto documentation. The solution is implemented as a Python-based MVP using FastAPI and MCP, accessible via an MCP server, IDE extension, and CLI, to keep frontend and backend AI assistants synchronized by maintaining a live, shared API context.