The need
Content and translation were manual, and AI tools couldn’t talk to the system safely.
What we did
Defined LLM tools over the MCP protocol and built content and translation automation with controlled permissions.
Result
AI assistants access data safely and automate content and translation; production sped up.
Technology
- MCP
- Python
- LLM
Services used

