
Conceived the core framework for making CMS structures readable by LLM agents. Started development on the FastAPI-based Model Context Protocol (MCP) server.
Implemented automated tool generation from live CMS schemas. Introduced 'Cold-Start' mode and automated schema refresh to maintain real-time content synchronization.
Standardized the agent interface with a 3-tool model (list_X, get_X, mutate_X). Added support for OpenAPI specifications and live schema introspection.
Developed the CMSAdapter for advanced field mapping. Enabled the protocol to translate complex, nested CMS JSON into clean, flattened structures for AI agents.
Integrated SecretManager for secure credential handling and implemented SSRF v2 protections to safeguard the server during remote CMS interactions.
Major refactor to a 5-tool model (list, get, create, update, delete). Launched the 'CompensatingTransaction' system for automated state rollbacks on failed agent actions.
Finalized the interactive CLI initialization wizard, allowing developers to configure and deploy a custom cms-mcp server through a guided natural language setup.