Skill: bkrabach/amplifier-openclaw (version 1.1.1)

--- name: amplifier-openclaw description: "Delegate complex tasks to Amplifier's multi-agent framework. Use when: (1) research/comparison needing multiple perspectives, (2) multi-file code projects, (3) architecture/design reviews, (4) user asks for deep/thorough work. NOT for: simple Q&A, quick edits, casual chat, anything needing <5s response. CLI: amplifier-openclaw." metadata: { "openclaw": { "emoji": "⚡", "requires": { "bins": ["amplifier-openclaw"] }, "install": [ { "id": "uv", "kind": "uv", "package": "amplifier-app-openclaw @ git+https://github.com/microsoft/amplifier-app-openclaw@v1.0.5", "bins": ["amplifier-openclaw"], "label": "Install Amplifier OpenClaw integration (uv)", }, ], }, } --- # Amplifier — Multi-Agent Delegation Amplifier is a multi-agent AI framework. Delegate tasks that benefit from specialist agents, structured workflows, or parallel investigation. ## When to Delegate **High confidence → delegate immediately:** - "Research X and compare approaches" - "Build a Python tool that does X" - "Review this code for security and design" - User says "amplifier", "deep dive", "thorough", "comprehensive" - Task has clear subtasks benefiting from parallel agents **Medium confidence → offer the choice:** - "I can do a quick analysis, or delegate to Amplifier for a thorough multi-agent review." **Low confidence → handle yourself:** - Simple Q&A, quick code edits, casual conversation, anything needing immediate response ## Usage ### Basic Delegation ```bash exec command:"amplifier-openclaw run 'Research the top 3 Python web frameworks' --bundle foundation" background:true timeout:600 ``` ### With Model Selection Pass `--model` to override the default model: ```bash exec command:"amplifier-openclaw run --model your-preferred-model 'Deep code review' --bundle foundation" background:true timeout:600 ``` **Tip:** Pass `--model` matching the model from your OpenClaw Runtime line so Amplifier uses the same one. ### Bundles ```bash amplifier-openclaw bundles list ``` | Bundle | Best For | |--------|----------| | `foundation` | General: research, analysis, planning (default) | | `superpowers` | Multi-agent brainstorm, deep investigation | | `coder` | Code generation, refactoring, debugging | ### Session Persistence ```bash # Start a named session exec command:"amplifier-openclaw run --session-name my-project 'Start building the auth module' --bundle foundation" background:true # Resume later exec command:"amplifier-openclaw run --resume --session-name my-project 'Now add unit tests'" background:true ``` ### Modes Amplifier supports slash-command modes in prompts. **Modes do not carry over between runs** — include the mode at the start of each prompt: ```bash # Brainstorm mode (uses all agents) exec command:"amplifier-openclaw run --bundle superpowers '/brainstorm How should we architect the new API?'" background:true # Research mode exec command:"amplifier-openclaw run --bundle foundation '/research Latest advances in RAG'" background:true ``` ## JSON Output ```json { "response": "The analysis found...", "usage": { "input_tokens": 28566, "output_tokens": 1800, "estimated_cost": 0.12, "tool_invocations": 3 }, "status": "completed" } ``` ## Cost Tracking ```bash exec command:"amplifier-openclaw cost --period week" ``` Report costs only when asked or when notable (>$1). ## Interpreting Results - **`response`**: Present to the user (the main output) - **`error`**: Report in plain language, don't dump raw JSON - **`usage.estimated_cost`**: May be `0.0` — don't alarm about zero - **`status`**: "completed", "cancelled", or error state ## During Active Delegation - **"stop"/"cancel"** → kill the background process - **Unrelated questions** → answer yourself, don't interrupt Amplifier - **Follow-up** → tell user you'll pass it along when current task finishes ## Install If not already installed: ```bash uv tool install "amplifier-app-openclaw @ git+https://github.com/microsoft/amplifier-app-openclaw@v1.0.5" ```


Security scan verdicts — ClawScan: clean | static analysis: clean | VirusTotal: clean | SkillSpector: clean (LOW)