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axtonliu/ai-pair

Coordinate multiple AI models (Claude + GPT + Gemini) as a heterogeneous team. One creates, two review. A Claude Code Skill.

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Individual skills in this repository

How it works

ai-pair

When your agent uses it

AI Pair Collaboration Skill. Coordinate multiple AI models to work together: one creates (Author/Developer), two others review (Codex + Gemini). Works for code, articles, video scripts, and any creative task. Trigger: /ai-pair, ai pair, dev-team, content-team, team-stop

What it loads into context

Frontmatter

86 tokens

Always available to the agent

SKILL.md

4,040 tokens

When the skill is activated

Reference documents

3,984 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

  1. Why Multiple AI Reviewers?
  2. Commands
  3. Prerequisites
  4. Team Architecture
  5. Workflow (Semi-Automatic)
  6. Project Detection
  7. Team Lead Execution Steps
  8. CLI Invocation Protocol (Shared)
  9. Agent Prompt Templates
  10. team-stop Flow

Files

  • .gitignoreasset38 bytes
  • LICENSEasset1,066 bytes
  • README.mddoc11,476 bytes
  • SKILL.mdcore16,902 bytes
  • SKILL.mdcore16,902 bytes
  • SKILL.mdcore16,902 bytes
  • SKILL.mdcore16,902 bytes
  • examples/content-team.mddoc2,940 bytes
  • examples/dev-team.mddoc1,938 bytes
Read SKILL.md

# AI Pair Collaboration

Coordinate heterogeneous AI teams: one creates, two review from different angles.
Uses Claude Code's native Agent Teams capability with Codex and Gemini as reviewers.

## Why Multiple AI Reviewers?

Different AI models have fundamentally different review tendencies. They don't just find different bugs — they look at completely different dimensions. Using reviewers from different model families maximizes coverage.

## Commands

```bash
/ai-pair dev-team [project]       # Start dev team (developer + codex-reviewer + gemini-reviewer)
/ai-pair content-team [topic]     # Start content team (author + codex-reviewer + gemini-reviewer)
View the complete source on GitHub

Skills included

  • ai-pair

Repository facts

License
MIT
Created
Mar 8, 2026
Last pushed
Mar 22, 2026
Forks
63
Open issues
1
Project activity
Slowing

Before you install

Local scripts

Automated signals, not a guarantee

Checked Nov 5, 2026

Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.

Show 3 notes
  • SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • No broad tool permissions
  • 5 dangerous shell commandsin 1 file: SKILL.md:184
  • 22 network referencesin 1 file: README.md:5
  • No hidden or obfuscated text
  • No instruction overrides
  • No executable scripts
  • No access to secrets
  • No requests to vote in Hot
Show all 27 signals by file

README.md

  • Network accessline 5
    [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
  • Network accessline 6
    [![Status: Experimental](https://img.shields.io/badge/Status-Experimental-orange.svg)](#status)
  • Network accessline 7
    [![Claude Code Skill](https://img.shields.io/badge/Claude%20Code-Skill-blue)](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/skills)
  • Network accessline 13
    > **Next Step:** Want to turn Skills from demo to asset? Check out [Agent Skills Resource Library](https://www.axtonliu.ai/agent-skills) (includes slides, PDF, diagnostics)
  • Network accessline 30
    AI-Pair turns model differences into a structured workflow: assign each model a role that matches its strength, and let them review the same work from different angles. It's a [Claude Code Skill](https://docs.anthropic.com/en/docs/agents-an
  • Network accessline 32
    AI-Pair 把模型差异变成结构化的工作流:给每个模型分配匹配其特长的角色,让它们从不同角度审查同一份工作。它是一个 [Claude Code Skill](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/skills) — 一组可复用的指令,扩展 Claude Code 的能力。
  • Network accessline 60
    | Tool | Purpose | Install | |------|---------|---------| | [Claude Code](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview) | Team Lead + agent runtime | `npm install -g @anthropic-ai/claude-code` |
  • Network accessline 61
    |------|---------|---------| | [Claude Code](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview) | Team Lead + agent runtime | `npm install -g @anthropic-ai/claude-code` | | [Codex CLI](https://github.com/openai/codex)
  • Network accessline 62
    | [Claude Code](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview) | Team Lead + agent runtime | `npm install -g @anthropic-ai/claude-code` |
  • Network accessline 63
    | [Codex CLI](https://github.com/openai/codex) | GPT-powered reviewer | `npm install -g @openai/codex` |
  • Network accessline 64
    | [Gemini CLI](https://github.com/google-gemini/gemini-cli) | Gemini-powered reviewer | `npm install -g @google/gemini-cli` |
  • Network accessline 77
    # Clone to your global Claude Code skills directory # 克隆到 Claude Code 全局 skills 目录 git clone https://github.com/axtonliu/ai-pair.git ~/.claude/skills/ai-pair
  • Network accessline 79
    git clone https://github.com/axtonliu/ai-pair.git ~/.claude/skills/ai-pair
  • Network accessline 179
    AI-Pair evolved from [AI Roundtable](https://github.com/axtonliu/ai-roundtable), a Chrome extension that lets multiple AI web interfaces discuss and cross-review in the same panel. AI-Pair moves this concept to the command line with structu
  • Network accessline 181
    AI-Pair 从 [AI Roundtable](https://github.com/axtonliu/ai-roundtable) 演变而来。AI Roundtable 是一个 Chrome 扩展,让多个 AI 的网页版在同一个面板里讨论和互评。AI-Pair 把这个概念搬到了命令行,加入了结构化的角色分工,更适合日常工作流。
  • Network accessline 205
    - Website: [axtonliu.ai](https://www.axtonliu.ai)
  • Network accessline 206
    - YouTube: [@AxtonLiu](https://youtube.com/@AxtonLiu)
  • Network accessline 207
    - Twitter/X: [@axtonliu](https://x.com/axtonliu)
  • Network accessline 211
    - [MAPS™ AI Agent Course](https://www.axtonliu.ai/aiagent) - Systematic AI agent skills training
  • Network accessline 212
    - [Claude Skills: A Systematic Guide](https://www.axtonliu.ai/newsletters/ai-2/posts/claude-agent-skills-maps-framework) - Complete methodology
  • Network accessline 213
    - [AI Elite Weekly Newsletter](https://www.axtonliu.ai/newsletters/ai-2) - Weekly AI insights
  • Network accessline 214
    - [Free AI Course](https://www.axtonliu.ai/axton-free-course) - Get started with AI

SKILL.md

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    - Clean up: rm -f $REVIEW_FILE after capturing output.
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    6. If temp file was used: rm -f $REVIEW_FILE
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    6. Clean up: rm -f $REVIEW_FILE
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    6. Clean up: rm -f $REVIEW_FILE
  • Dangerous shell operationline 418
    6. Clean up: rm -f $REVIEW_FILE

How the signals fit together

Facts from a static read of the files at the pinned commit. They describe what the code does, not why.

Signal confidence: 27 facts
  • Network access in prose of documentationREADME.md:5Low confidence
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  • Network access in prose of documentationREADME.md:64Low confidence
  • Network access in code of documentationREADME.md:77Low confidence
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  • Network access in prose of documentationREADME.md:179Low confidence
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  • Network access in prose of documentationREADME.md:205Low confidence
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  • Network access in prose of documentationREADME.md:213Low confidence
  • Network access in prose of documentationREADME.md:214Low confidence
  • Dangerous shell operation in code of the SKILL.mdSKILL.md:184High confidence
  • Dangerous shell operation in code of the SKILL.mdSKILL.md:271High confidence
  • Dangerous shell operation in code of the SKILL.mdSKILL.md:319High confidence
  • Dangerous shell operation in code of the SKILL.mdSKILL.md:368High confidence
  • Dangerous shell operation in code of the SKILL.mdSKILL.md:418High confidence

Works with

Agent compatibility, from the files in this repository
AgentStatusEvidenceInstall to
Claude CodeCompatibleStandard SKILL.md SKILL.md.claude/skills/<skill-name>/
CodexCompatibleStandard SKILL.md SKILL.md.agents/skills/<skill-name>/
CursorCompatibleStandard SKILL.md SKILL.md.cursor/skills/<skill-name>/
Gemini CLICompatibleStandard SKILL.md SKILL.md.gemini/skills/<skill-name>/
GitHub CopilotCompatibleStandard SKILL.md SKILL.md.github/skills/<skill-name>/
OpenCodeCompatibleStandard SKILL.md SKILL.md.opencode/skills/<skill-name>/
  • Native The repository ships a manifest, folder or frontmatter field for this agent.
  • Compatible A standard SKILL.md that this agent can read.
  • Unknown No evidence either way.

Derived automatically from paths, manifests and frontmatter. Not tested on each agent.