Marton Schneider

Codesteward - Ship AI-written code without losing control

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AI agents can write code fast. Codesteward makes sure they do it safely. Audit every action, map codebase structure, detect risky data flows, summarize sessions, and improve prompts — in one self-hosted open-source platform. Built for teams that want faster AI-assisted development without giving up security, compliance, or control.

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Marton Schneider
Hi Product Hunt — excited to launch Codesteward. Coding agents are powerful, but they still operate half-blind. They can read files, but they usually can’t understand the real structure of a codebase across services, languages, and dependencies. Codesteward fixes that by turning any codebase into a deterministic graph that agents can query through MCP. Instead of guessing, agents can inspect call chains, inheritance trees, auth coverage, and blast radius with real structural visibility. We built Codesteward for a simple reason: better coding agents need better infrastructure. If AI is going to write and change production code, it needs access to something more reliable than fragmented context windows. Would love to hear what you think — especially if you’re using coding agents in real engineering workflows.