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13:22

2026-06-25

dev.to

developer-tools

MCP Discovery: Why Your MCP Server Needs Better Tool Discovery Than You Think (After 85 Production Outages)

A developer who built 10+ MCP servers and experienced 85 production outages found that poor tool discovery causes more failures than bad code. The engineer built a fuzzy discovery layer in Java Spring…

07:01

2026-06-25

dev.to

developer-tools

MCP Logging: What I Wish I Knew Before Deploying My Production MCP Server (3 Weeks of Production Pain)

A developer who built over 10 MCP servers over three months discovered that production MCP servers require different logging than regular REST APIs after spending 8 hours debugging random failures. Th…

// co-occurs with top 8 entities

MCP 2 SLF4J 1 Spring Boot 1 ContentCachingRequestWrapper 1 ContentCachingResponseWrapper 1 UUID 1 Java Spring Boot 1 FuzzyMatcher 1

// topics top 5 topics

developer tools 2 ai infrastructure 1 ai agents 1 large language models 1 artificial intelligence 1