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CLI: amplifier-openclaw.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},"microsoft","Microsoft","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Fmicrosoft.png",[12,16,19],{"name":13,"slug":14,"type":15},"Amplifier","amplifier","tag",{"name":17,"slug":18,"type":15},"Agents","agents",{"name":20,"slug":21,"type":15},"Multi-Agent","multi-agent",7,"https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Famplifier-app-openclaw","2026-04-06T18:38:33.007318",null,3,[],{"repoUrl":23,"stars":22,"forks":26,"topics":29,"description":30},[],"OpenClaw skill for the Amplifier project","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Famplifier-app-openclaw\u002Ftree\u002FHEAD\u002Fskill","---\nname: amplifier-openclaw\ndescription: \"Delegate complex tasks to Amplifier's multi-agent framework. Use when: (1) research\u002Fcomparison needing multiple perspectives, (2) multi-file code projects, (3) architecture\u002Fdesign reviews, (4) user asks for deep\u002Fthorough work. NOT for: simple Q&A, quick edits, casual chat, anything needing \u003C5s response. CLI: amplifier-openclaw.\"\nmetadata:\n  {\n    \"openclaw\":\n      {\n        \"emoji\": \"⚡\",\n        \"requires\": { \"bins\": [\"amplifier-openclaw\"] },\n        \"install\":\n          [\n            {\n              \"id\": \"uv\",\n              \"kind\": \"uv\",\n              \"package\": \"amplifier-app-openclaw @ git+https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Famplifier-app-openclaw@v1.0.5\",\n              \"bins\": [\"amplifier-openclaw\"],\n              \"label\": \"Install Amplifier OpenClaw integration (uv)\",\n            },\n          ],\n      },\n  }\n---\n\n# Amplifier — Multi-Agent Delegation\n\nAmplifier is a multi-agent AI framework. Delegate tasks that benefit from specialist agents, structured workflows, or parallel investigation.\n\n## When to Delegate\n\n**High confidence → delegate immediately:**\n- \"Research X and compare approaches\"\n- \"Build a Python tool that does X\"\n- \"Review this code for security and design\"\n- User says \"amplifier\", \"deep dive\", \"thorough\", \"comprehensive\"\n- Task has clear subtasks benefiting from parallel agents\n\n**Medium confidence → offer the choice:**\n- \"I can do a quick analysis, or delegate to Amplifier for a thorough multi-agent review.\"\n\n**Low confidence → handle yourself:**\n- Simple Q&A, quick code edits, casual conversation, anything needing immediate response\n\n## Usage\n\n### Basic Delegation\n\n```bash\nexec command:\"amplifier-openclaw run 'Research the top 3 Python web frameworks' --bundle foundation\" background:true timeout:600\n```\n\n### With Model Selection\n\nPass `--model` to override the default model:\n\n```bash\nexec command:\"amplifier-openclaw run --model your-preferred-model 'Deep code review' --bundle foundation\" background:true timeout:600\n```\n\n**Tip:** Pass `--model` matching the model from your OpenClaw Runtime line so Amplifier uses the same one.\n\n\n### Bundles\n\n```bash\namplifier-openclaw bundles list\n```\n\n| Bundle | Best For |\n|--------|----------|\n| `foundation` | General: research, analysis, planning (default) |\n| `superpowers` | Multi-agent brainstorm, deep investigation |\n| `coder` | Code generation, refactoring, debugging |\n\n### Session Persistence\n\n```bash\n# Start a named session\nexec command:\"amplifier-openclaw run --session-name my-project 'Start building the auth module' --bundle foundation\" background:true\n\n# Resume later\nexec command:\"amplifier-openclaw run --resume --session-name my-project 'Now add unit tests'\" background:true\n```\n\n### Modes\n\nAmplifier supports slash-command modes in prompts. **Modes do not carry over between runs** — include the mode at the start of each prompt:\n\n```bash\n# Brainstorm mode (uses all agents)\nexec command:\"amplifier-openclaw run --bundle superpowers '\u002Fbrainstorm How should we architect the new API?'\" background:true\n\n# Research mode\nexec command:\"amplifier-openclaw run --bundle foundation '\u002Fresearch Latest advances in RAG'\" background:true\n```\n\n## JSON Output\n\n```json\n{\n  \"response\": \"The analysis found...\",\n  \"usage\": {\n    \"input_tokens\": 28566,\n    \"output_tokens\": 1800,\n    \"estimated_cost\": 0.12,\n    \"tool_invocations\": 3\n  },\n  \"status\": \"completed\"\n}\n```\n\n## Cost Tracking\n\n```bash\nexec command:\"amplifier-openclaw cost --period week\"\n```\n\nReport costs only when asked or when notable (>$1).\n\n## Interpreting Results\n\n- **`response`**: Present to the user (the main output)\n- **`error`**: Report in plain language, don't dump raw JSON\n- **`usage.estimated_cost`**: May be `0.0` — don't alarm about zero\n- **`status`**: \"completed\", \"cancelled\", or error state\n\n## During Active Delegation\n\n- **\"stop\"\u002F\"cancel\"** → kill the background process\n- **Unrelated questions** → answer yourself, don't interrupt Amplifier\n- **Follow-up** → tell user you'll pass it along when current task finishes\n\n## Install\n\nIf not already installed:\n\n```bash\nuv tool install \"amplifier-app-openclaw @ git+https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Famplifier-app-openclaw@v1.0.5\"\n```\n",{"data":34,"body":46},{"name":4,"description":6,"metadata":35},{"openclaw":36},{"emoji":37,"requires":38,"install":40},"⚡",{"bins":39},[4],[41],{"id":42,"kind":42,"package":43,"bins":44,"label":45},"uv","amplifier-app-openclaw @ git+https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Famplifier-app-openclaw@v1.0.5",[4],"Install Amplifier OpenClaw integration (uv)",{"type":47,"children":48},"root",[49,58,64,71,80,110,118,126,134,142,148,155,215,221,234,277,294,300,325,404,410,511,517,529,623,629,880,886,917,922,928,993,999,1032,1038,1043,1079],{"type":50,"tag":51,"props":52,"children":54},"element","h1",{"id":53},"amplifier-multi-agent-delegation",[55],{"type":56,"value":57},"text","Amplifier — Multi-Agent Delegation",{"type":50,"tag":59,"props":60,"children":61},"p",{},[62],{"type":56,"value":63},"Amplifier is a multi-agent AI framework. 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