MiniMax Code CLI Debugs Real Repo: Understanding Codebase > Generating Code
socialwithaayan · x · 2026-08-25
A retweeted case study demonstrates MiniMax Code CLI (MCode) fixing a bug in a real repository.
Workflow:
- Started MCode inside the repo;
- Read AGENTS.md to understand conventions;
- Traced allow() to refill();
- Found the root cause: rate treated as tokens/minute instead of tokens/second;
- Fixed the code;
- Added a regression test and ran pytest successfully.
Insight: While generating code is easy, understanding the existing codebase, making the right change, and proving nothing broke is the harder problem. MCode runs in the terminal, keeping the debugging loop where the developer works.
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