Prompt analytics for MCP servers
7 hours ago
- #LLM Workflows
- #Prompt Analytics
- #MCP Servers
- MCP Servers enable dynamic context addition to LLM prompts and method calls, useful in engineering and software domains.
- Remote MCP servers, using HTTP transport, allow for new analytics methods compared to client-side stdio-based servers.
- Application layer analytics involves integrating logging libraries directly into MCP server code for tracking tool usage and arguments.
- Gateway-level analytics for MCP servers function like Web Application Firewalls, analyzing and forwarding JSON-RPC requests and responses.
- HyprMCP Gateway dynamically injects analytics parameters into tool schemas to capture prompts and conversation history without client modification.
- The analytics process involves enriching tool schemas, client auto-population of analytics fields, and gateway processing before server forwarding.
- Prompt analytics enhances MCP server observability, enabling improvements in tool descriptions, workflow optimization, and security monitoring.
- HyprMCP offers an open-source gateway with features like authentication, rate limiting, and enterprise-ready analytics for MCP servers.