CLI Agent Compatibility Layer — Instant Legacy Tool Support

Ship AI agents without rewriting 20 years of bash scripts

Automatically transpile your legacy CLI tools and shell scripts into agent-safe, structured interfaces with runtime sandboxing—no manual rewrites needed. Deploy autonomous agents across your existing DevOps infrastructure in days, not quarters, while maintaining security through gVisor isolation and observability through real-time execution monitoring. Bridge the gap between your battle-tested tooling and the AI-native future without throwing away institutional knowledge embedded in thousands of scripts.

Key Benefits:

- Automatic transpilation of bash/Python/Ruby scripts into structured JSON schemas that AI agents can reliably invoke, eliminating manual interface documentation

- Runtime safety sandbox using gVisor and seccomp filters that prevents agents from executing dangerous commands while maintaining compatibility with existing tool behavior

- Drop-in compatibility layer that preserves your existing CLI tool semantics while exposing agent-friendly interfaces, protecting years of operational knowledge

MVP Scope: Build automated transpilation pipeline to convert legacy CLI tools into structured agent-compatible interfaces with JSON schemas. Include runtime sandboxing for safe execution, basic tool scanning for 3-5 common CLI patterns, and a web dashboard for monitoring transpiled tool execution.

Tech Stack: LLVM/Ghidra, tree-sitter, WebAssembly, gVisor/seccomp, FastAPI, PostgreSQL, Prometheus

Components:

- Legacy Tool Scanner & Parser

- AI-Agent Interface Transpiler

- Runtime Safety Sandbox

- Agent Orchestration Layer

- Monitoring & Observability Dashboard

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