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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
     

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