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@@ -9,7 +9,7 @@ ao run <workflow.yaml> [options] # Execute workflow
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ao run <workflow.yaml> --resume last --from <step-id># Re-run from a specific step
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ao validate <workflow.yaml># Validate without running
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ao plan <workflow.yaml># Show DAG execution plan
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ao roles # List all 179 available roles
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ao roles # List all 211 available roles
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```
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## Resume — Iterative Optimization
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## Role Directory
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Roles are in `agency-agents-zh/` (or `node_modules/agency-agents-zh/`). Each role is a `.md` file with frontmatter + system prompt. Use `ao roles` to list all 179 roles.
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Roles are in `agency-agents-zh/` (or `node_modules/agency-agents-zh/`). Each role is a `.md` file with frontmatter + system prompt. Use `ao roles` to list all 211 roles.
**One sentence → full plan · 179 expert AI roles · Zero-code YAML · 9 LLM providers · 6 need no API key**
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**One sentence → full plan · 211 expert AI roles · Zero-code YAML · 9 LLM providers · 6 need no API key**
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> **Note:**`ao compose --run` auto-detects your language. For English input, it uses [agency-agents](https://github.com/msitarzewski/agency-agents) (217 English roles). Use `ao init --lang en` to download the English role library. The 32 built-in workflow templates are currently in Chinese — English templates coming in v0.6.
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> **Note:**`ao compose --run` auto-detects your language. For English input, it uses [agency-agents](https://github.com/msitarzewski/agency-agents) (170+ English roles). Use `ao init --lang en` to download the English role library. The 32 built-in workflow templates are currently in Chinese — English templates coming in v0.6.
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> If you find this useful, please **Star** it — helps others discover the project.
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@@ -46,7 +46,7 @@ ao compose "I'm a programmer looking to start a side hustle with AI content, tar
**No code. No config. No role selection.** One sentence → AI auto-decomposes the task → matches roles from 179 experts → executes as DAG → outputs a complete plan.
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**No code. No config. No role selection.** One sentence → AI auto-decomposes the task → matches roles from 211 experts → executes as DAG → outputs a complete plan.
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### What Can You Build
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@@ -71,7 +71,7 @@ Chatting with one AI gives you one perspective. But any real decision needs prod
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|| ChatGPT / Claude | CrewAI / LangGraph |**Agency Orchestrator**|
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|---|--------|-----------|---------------------|
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| Roles | 1 generalist | Write your own |**179 expert roles**|
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| Roles | 1 generalist | Write your own |**211 expert roles**|
Your AI subscription ──→ agency-orchestrator ──→ 396 expert roles collaborate ──→ quality output
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│ (179 Chinese + 217 English)
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Your AI subscription ──→ agency-orchestrator ──→ 380+ expert roles collaborate ──→ quality output
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│ (211 Chinese + 170+ English)
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┌────────────────┼────────────────┐
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▼ ▼ ▼
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14 AI Coding Tools CLI Mode MCP Server
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| Project | Description |
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|---------|-------------|
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|[agency-agents](https://github.com/msitarzewski/agency-agents)|217 English AI role definitions by [@msitarzewski](https://github.com/msitarzewski) — the English role library for this engine |
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|[agency-agents-zh](https://github.com/jnMetaCode/agency-agents-zh)|179 Chinese AI role definitions — the Chinese role library for this engine |
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|[agency-agents](https://github.com/msitarzewski/agency-agents)|170+ English AI role definitions by [@msitarzewski](https://github.com/msitarzewski) — the English role library for this engine |
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|[agency-agents-zh](https://github.com/jnMetaCode/agency-agents-zh)|211 Chinese AI role definitions — the Chinese role library for this engine |
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|[ai-coding-guide](https://github.com/jnMetaCode/ai-coding-guide)| AI coding tools field guide — 66 Claude Code tips + 9 tools best practices + copyable config templates |
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|[superpowers-zh](https://github.com/jnMetaCode/superpowers-zh)| AI coding superpowers — 20 skills for Claude Code / Cursor |
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