fresheyes

Fresh Eyes

Your AI coding agent is very sure it did a good job. Adorable. Maybe it's time for a second opinion?

Fresh Eyes asks a separate LLM to look at your work. The separate agent helps because "LLM Evaluators Recognize and Favor Their Own Generations". The clean slate (no prior history) helps because LLMs with history may remember the goal more clearly than the code itself.

It's pretty simple to use. Look at this with fresheyes.

Install

Install the Fresh Eyes plugin in Claude Code:

/plugin marketplace add danshapiro/fresheyes
/plugin install fresheyes@danshapiro-fresheyes

Or Codex:

git clone https://github.com/danshapiro/fresheyes.git
mkdir -p ~/.codex/skills
cp -R fresheyes/skills/fresheyes ~/.codex/skills/

And, Fresh Eyes needs either Claude Code or Codex CLI to work its magic.

npm install -g @openai/codex
npm install -g @anthropic-ai/claude-code

Note that Claude reviews count against your Claude overage, not your subscription (shakes fist at universe).

How to do it:

Fresh Eyes reviews what Git can show it. So:

1. Commit the work you want reviewed.
2. Ask your agent to run Fresh Eyes.

Ask in normal language:

Review this (plan, checkin, worktree, whatever) with fresh eyes.

Review and fix:

Review this with fresh eyes and fix anything it finds. Repeat up to three times or until it passes.

(This is magic, and I do it all the time. Be sure to give it a limit or it could get stuck and burn all the tokens.)

For a specific folder:

Do a security review of src/auth/ with fresh eyes.

For a finished branch:

Review this branch with fresh eyes, fix what comes up, and stop when it passes or after 5x turns.

For a specific reviewer:

Review this with fresh eyes using Claude.

Review this with fresh eyes using GPT.

You usually do not need to choose a reviewer. Fresh Eyes normally picks a different kind of model from the one already helping you.

What Happens Next

Your agent starts the review and waits for the result. A normal review can take a few minutes. Big branches and broad requests can take an hour.

Fresh Eyes returns a review with a clear result:

• PASSED means there are no blocking issues.
• FAILED means it found something worth fixing before you move on.

If it fails, fix the issues, commit again, and run Fresh Eyes again. If it passes, stop. A reviewer can always find small cleanup ideas if you keep asking, but a pass means the blocking problems are gone.

When It Helps

I use Fresh Eyes most often in three places.

After writing a plan, to catch issues.

After executing a plan (or making any sort of change), to find bugs.

Before merging, it gives the branch one more independent read.

Optional Automatic Review

You can make Fresh Eyes run before every commit.

cd /path/to/your/repo
bash ~/.claude/plugins/fresheyes/scripts/install-automatic-hook.sh

To skip the automatic review for one commit:

SKIP_FRESHEYES=1 git commit

License

MIT