Development of MCP server with automated MCP tool generation and LLM integration
See how Opcito helped a cloud-native PAM platform streamline MCP server development with automated tool generation and intelligent LLM-driven execution
Engagement details
Opcito partnered with a modern Privileged Access Management provider that needed a smarter, scalable way to manage and evolve their MCP tools across a growing multi-cloud ecosystem. Their manual process for creating and updating tools wasn’t keeping pace with rapid platform expansion or the need for deeper AI-driven reasoning. Opcito designed a fully automated system that simplifies the generation, registration, and integration of tools with LLM capabilities—enabling faster development, consistent structures, and a more intelligent execution flow across the platform. The result is a streamlined MCP server foundation that evolves effortlessly as the customer’s SDKs and product requirements grow.
Technologies
- Python
- Pydantic
- python-dotenv
- FastMCP
- HTTPX
- Git
- VS Code / Claude Desktop
- inspect & supporting libraries
Benefits
- Faster delivery cycles through automated MCP tool creation
- Improved traceability with centralized registration and version control
- Greater platform reliability through standardized, metadata-driven consistency













