Ideal AI Colleague — AI skill for Claude Code
Onboard your AI agent like a new hire: a work agreement (CLAUDE.md) and output style for Claude Code, so it asks before guessing, leaves your decisions to you, and verifies before saying done.
How to install Ideal AI Colleague
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open lijingwu2026/ideal-ai-colleague and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
What Ideal AI Colleague does
Onboard your AI agent like a new hire: a work agreement (CLAUDE.md) and output style for Claude Code, so it asks before guessing, leaves your decisions to you, and verifies before saying done. Key rules A/B-tested with results published, including what made no difference; test tool included.
Alternatives in AI
- Cindy — Consider it done 2.3k ★
- Codex Skill — by klaudworks - Enables users to prompt codex from claude code 914 ★
- Get Physics Done — The first open-source agentic AI physicist, by Physical Superintelligence PBC (PSI) 752 ★
README
Turn your AI agent into a reliable colleague
**Onboard your AI agent like a new hire.** A **work agreement** (`CLAUDE.md`) for how the agent works with you, and **communication requirements** (an output style) for how it communicates with you. For anyone who hands real work to an AI agent, in any role, not only engineering. I use them every day with Claude Code.
**What's different:** key rules are A/B-tested, with before/after results published, including the additions that made no difference and were cut. The repo also ships the test tool, so you can check them on your own agent.
[Install](#install) · [What's inside](#whats-inside) · [Evidence](EVIDENCE.md) · [Test it yourself](TESTING.md)
The problems
An agent with no working agreement behaves like a talented new hire nobody onboarded:
- It guesses instead of asking. A short, ambiguous message gets one reading acted on — or both.
- It decides what was yours to decide, and hands you chores it could have done itself.
- It narrates instead of concluding. You dig through process to find the answer.
- It hands you decisions without evidence — a bare "I recommend X" is asking you to sign blind.
- It says "done" without checking, and cites files it never opened.
What's inside
Part 1 — The work agreement ([`CLAUDE.md`](CLAUDE.md))
Who owns what, and what a good colleague does at each working moment.
| Rule | What the agent does differently | Why it's there |
|---|---|---|
| Role split | You set goals and make consequential tradeoffs; the agent owns delivery, uses its judgment and verifies results. | It's how work already runs between people: the manager owns direction and tradeoffs, the expert owns delivery. An agent should fit the same arrangement. |
| Caution over speed | Favours checking and asking over speed; on a genuinely trivial task it uses judgment instead. | Checking costs minutes; an unchecked mistake can cost far more. Trivial tasks are exempt so the rules don' |
Related Skills
AI Agent Onboarding
A step-by-step system for business owners to onboard AI agents the way they'd onboard a new hire — built for C
Design Anatomy
Claude Code Skill: X-ray any AI tool's design decisions, output a magazine-quality HTML anatomy page
AI Consulting Onboarding
A Claude Code skill that generates a complete client onboarding package for AI consultants and solopreneurs. C
Claude Code Workspace Generator
Set up structured AI workspaces with Claude Code. Clone, install skills, onboard — then start building.
Codebase Digest
🗜️ Codebase-digest is your AI-friendly codebase packer and analyzer. Features 60+ coding prompts and generate
Gh PR Review
GitHub CLI extension that adds full inline PR review comment support — view, navigate, reply to, and resolve r
Related Agents
Gad Cross Checker
Independently reproduces key analysis results for validation. Verifies cut-flow agreement, background estimate
Reader Skeptic
A reader allergic to being sold to, who leaves the moment a piece reads like an ad or a victory lap. Spawned b
Config Fixer
Applies ONE approved Claude Code config repair from the claude-checkup plan — mechanical edits like deleting a