The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Dream Xi AI
Dream XI AI turns isolated AI agents into a World Cup-level dream team. Dream XI AI 是一个面向复杂任务执行的 Multi-Agent 协作平台,借鉴足球“梦之队”阵型理念,将不同能力的 AI Agent…
Install
git clone https://github.com/loulanyue/dream-xi-aiInstall command taken from the project's README or registry entry. Always review code before running it.
README excerpt
Read full README on GitHub →⚽ Dream XI AI
铁律纪律 · 创造自由 · 同一支队伍
Tactical Discipline. Creative Freedom. One Team.
Every dream deserves a squad that plays like champions.
English | 中文
Why Dream XI?
You have Claude, GPT, Gemini — powerful models, each with unique strengths. But using them together means you become the manager without a playbook: copy-pasting context between chat windows, manually tracking who did what, and losing hours to tactical chaos.
"I don't want to be a one-man team anymore." "Then let's build a real squad."
So four players formed one. Each earned their position through real matches:
- Leo (#10 队长) — The Playmaker (Claude). Named after the greatest #10 in history. The tactical brain — sees the whole pitch, distributes precision passes, architects every play.
- André (#8 中场) — The Engine (GPT/Codex). Like an inkstone holding fresh ink — "砚" — steady, reliable, never stops running. The midfield anchor who reviews every line of code like a defensive midfielder reading the game.
- Flash (#9 前锋) — The Striker (Gemini). "烁" means sparkling — the spark of inspiration. Fast, creative, always looking for the killer pass. A bit loud, a bit unpredictable, always dangerous.
- Wall (#4 后卫) — The Rock (opencode). Solid, disciplined, multi-positional. Showed up one day, slotted into the backline like they'd always been there. Any model, any formation, any challenge.
Every player earned their shirt number. None were assigned.
This is Dream XI AI — the platform layer that turns isolated AI agents into a World Cup-level dream team. Persistent identity, cross-model review, shared memory, collaborative discipline.
Most frameworks help you call agents. Dream XI helps them play together.
What It Does
| Capability | What It Means |
|---|---|
| Multi-Agent Orchestration | Route tasks to the right player — Claude for architecture, GPT for review, Gemini for design — in one match |
| Persistent Identity | Each player keeps their role, personality, and memory across sessions and context compressions |
| Cross-Model Review | Leo writes code, André reviews it. Built-in, not bolted on |
| A2A Communication | Async agent-to-agent passing with @mention routing, thread isolation, and structured handoff |
| Shared Memory | Match logs, lessons learned, decision replays — institutional knowledge that persists and grows |
| Tactics Framework | On-demand skill loading. Players load specialized tactics (TDD, debugging, review) only when needed |
| MCP Integration | Model Context Protocol for tool sharing across agents, including non-Claude models via callback bridge |
| Match Discipline | Automated SOP: design gates, quality checks, vision guardianship, merge protocols |
Supported Agents
Dream XI is model-agnostic. Each agent CLI/adapter plugs in through a unified message layer:
| Agent CLI | Model Family | Position | Status |
|---|---|---|---|
| Claude Code | Claude (Opus / Sonnet / Haiku) | #10 Playmaker | ✅ Shipped |
| Codex CLI | GPT / Codex | #8 Midfielder | ✅ Shipped |
| Gemini CLI | Gemini | #9 Striker | ✅ Shipped |
| opencode | Multi-model | #4 Defender | ✅ Shipped |
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