We Used Claude Code to FIX OpenClaw

OpenClaw's real failure mode is skill overlap, not memory — and Claude Code fixed it in roughly 4 hours.

Three problems Claude Code surfaced

Running claude inside the .openclaw folder on a VPS and hitting init gave a full read of the project. The first scan flagged credentials hardcoded inside skills instead of a single .env — a "zero tolerance issue" because rotating a key left the agent reading stale values. The second was organic skill duplication: three copies of "presentation," two of "research," and overlapping YouTube skills like YouTube monitor vs YouTube content scout. The third was silent API-quota exhaustion — when YouTube's API rate-limited, the agent "would just make stuff up" instead of asking.

The fix that mattered

The decisive move was collapsing two YouTube skills into a single skill called the pipeline plus one orchestrator on top. That removed the "choose at random" behavior that had been swapping thumbnails on and off the creator's face. Credentials went into one .env file and were added to .gitignore — Claude Code presented three options (bashrc vs two .env locations) and the creator picked whichever let the low-key agent still read keys at runtime. They also rewired YouTube calls to hit playlists directly to cut API cost.

Why memory fixes didn't help

A prior tip series on memory was irrelevant here. Overlapping skills mean the agent "will do stuff that it used to do, not what you wanted to do" — memory retrieval actually reinforces the bad behavior. The creator's framing: OpenClaw is easy to set up but hard to make useful every day, and the messier the folder, the worse the output.

Tooling note

All of this ran on the free tier of Claude Code — a Minax/Minimax key works the same way, but Claude Code's whole-codebase understanding is what made the audit possible. The paid Claude Cowork plan is faster because you don't have to leave the IDE, but the feature overlap is "almost similar."

Promised follow-up

A Claude Cowork walkthrough is coming next, and the creator is asking viewers to submit their own OpenClaw failure cases.