bug-prevention

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🧬 Vaccinate your codebase: every bug you fix becomes a validated rule that blocks the whole bug class, for humans and AI coding agents.

ai linter static-analysis developer-tools claude ast-grep coding-agents vibe-coding claude-code bug-prevention

Prevent your Python code from lying, before it ships. Runtime contracts. Type enforcement. Safety you can trust , even when static types can't help.

Turn human-verified development failures into reusable, agent-executed acceptance standards.

acceptance-testing typescript mcp codex claude-code bug-prevention openspec

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