LLM Debug Context MCP - Startup Idea

Problem (Pain Score: 7/10) When asking AI coding assistants for debugging help, LLMs only see static code—they can’t access actual runtime state. Real Examples: “I don’t know why this variable is null” → LLM can only guess Repeatedly copy-pasting stack traces for complex bugs LLM suggestions don’t work at runtime Limitations of logic analysis without actual variable values Frequency: Every debugging session (daily) AI coding tools like Claude Code and Cursor have become powerful, but complex bug resolution has limits without runtime context. ...

January 23, 2026 · 3 min · Young