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Fresh Eyes

Community
richtabor
fresh-eyes

Re-reads code you just wrote with fresh perspective to catch bugs, errors, and issues. Use after completing a feature, fixing a bug, or any code changes. Triggers on "review my code", "fresh eyes", "check for bugs", "did I miss anything", or "sanity check".

Overview

Publisherrichtabor
Repositoryagent-skills
Skill namefresh-eyes
Stars
70
Forks
11
Bundled files
Instructions only
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by richtabor on GitHub. Read the source before you install it.

Installation

Install the Fresh Eyes AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/richtabor/agent-skills.git /tmp/agent-skills
mkdir -p .claude/skills
cp -r /tmp/agent-skills/skills/fresh-eyes .claude/skills/fresh-eyes
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Fresh Eyes in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Fresh Eyes on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Fresh Eyes is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Fresh Eyes Review

Re-read all code you just wrote or modified with a fresh perspective. Look for obvious bugs, errors, problems, and confusion that are easy to miss when deep in implementation.

When to Use

  • After completing a feature or fix
  • Before committing changes
  • When you feel like something might be off
  • After a long coding session

Process

1. Identify Changed Code

Find all files you modified in this session. If unclear, ask the user or check recent git changes:

bash
git diff --name-only HEAD~1
git diff --name-only --cached

2. Re-read with Fresh Eyes

Read each modified file completely. Pretend you've never seen this code before. Look for:

Logic errors

  • Off-by-one errors
  • Inverted conditions
  • Missing null/undefined checks
  • Race conditions
  • Incorrect comparisons (== vs ===, > vs >=)

Obvious bugs

  • Typos in variable names
  • Copy-paste errors
  • Forgotten return statements
  • Unused variables that should be used
  • Wrong function called

Missing pieces

  • Error handling gaps
  • Edge cases not covered
  • Cleanup code missing (close connections, clear timeouts)
  • Validation missing at boundaries

Confusion risks

  • Misleading variable names
  • Complex logic without comments
  • Inconsistent patterns within the file
  • Magic numbers without explanation

3. Fix Issues

For each issue found:

  1. Explain what's wrong in 1 sentence
  2. Fix it immediately
  3. Move to the next issue

Don't ask for permission. Just fix obvious problems.

4. Report Summary

After fixing, provide a brief summary:

## Fresh Eyes Review

Fixed 3 issues:
- `api/users.ts:47` — Missing null check on user.profile
- `api/users.ts:82` — Off-by-one in pagination (used > instead of >=)
- `utils/format.ts:15` — Typo: `formattedDte` → `formattedDate`

No other issues found.

If nothing found:

## Fresh Eyes Review

Reviewed 4 files. No issues found.

What NOT to Do

  • Don't refactor working code
  • Don't add features
  • Don't change style preferences
  • Don't optimize prematurely
  • Don't add comments to obvious code
  • Don't reorganize file structure

Focus only on bugs, errors, and problems. If it works and isn't broken, leave it alone.

Checklist

Run through mentally for each file:

  • All variables initialized before use?
  • All functions return what they should?
  • All loops terminate correctly?
  • All conditions handle both branches?
  • All async operations awaited?
  • All errors caught or propagated?
  • All resources cleaned up?
  • All edge cases handled (empty, null, zero, negative)?

Frequently asked questions

What does the Fresh Eyes AI skill do?

Re-reads code you just wrote with fresh perspective to catch bugs, errors, and issues. Use after completing a feature, fixing a bug, or any code changes. Triggers on "review my code", "fresh eyes", "check for bugs", "did I miss anything", or "sanity check".

Why use Fresh Eyes on TypingMind?

Because you install it once and use it with any model. Fresh Eyes is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Fresh Eyes in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/richtabor/agent-skills/tree/main/skills/fresh-eyes. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Fresh Eyes?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Fresh Eyes?

As many as you like. As long as a model supports skills, you can use Fresh Eyes with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Fresh Eyes AI skill free?

It is published on GitHub by richtabor. Check the repository for licensing terms. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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