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Canonical demo of the Command → Agent → Skill orchestration pattern: shows preloaded vs dynamic skill invocation, with a code-review example and templates.
The MPM Orchestration Demo is a reference skill that documents and demonstrates the Command → Agent → Skill pattern used in Claude MPM. It explains two invocation styles — preloaded skills injected via frontmatter, and dynamic runtime invocation via the Skill tool — and provides a concrete code-review orchestration example that wires a command, an agent with preloaded checklist skills, and a dynamic formatter skill.
Use this demo when designing new MPM workflows, onboarding developers to orchestration best practices, or when choosing between embedding knowledge in agents versus invoking skills dynamically. It's especially useful as a template for building commands that orchestrate agents and conditional skill calls.
Designed for Claude MPM environments and similar multi-participant agent frameworks that support frontmatter-preloaded skills and runtime Skill tool invocation; relevant to teams building agent orchestration with Claude, Sonnet, or other MPM-capable runtimes.
A well-structured reference skill documenting the Command→Agent→Skill orchestration pattern in Claude MPM. No scripts to execute — pure documentation with concrete code examples and ASCII flow diagrams. Demonstrates two invocation styles (preloaded vs dynamic) with a code-review workflow. Good progressive disclosure and anti-patterns section. Niche audience limited to MPM framework users.
Clean documentation-only skill. No security concerns whatsoever. Well-organized with clear frontmatter, progressive disclosure, and reference links. The skill serves as a canonical template for MPM workflows but has limited broad appeal.
WordPress Block Editor & Full Site Editing (FSE)
Guidance for building block themes and custom Gutenberg blocks using theme.json, HTML templates, and server-rendered blocks for WordPress 6.7+.
Hono JSX (server-side rendering)
Server-side JSX renderer for Hono: async components, Suspense streaming, head hoisting and error boundaries for fast SSR and HTML generation.
Axum (Rust) — Production Web APIs
Patterns and best-practices for building production-ready Rust HTTP APIs with Axum: typed handlers, extractors, middleware, error handling, tracing, graceful sh
Go CLI (Cobra + Viper)
Guides building production-quality Go CLIs using Cobra for commands and Viper for configuration, with patterns for flags, completion, testing and best practices
AI Session Compression Techniques
Techniques and patterns to compress multi-turn AI conversations (summaries, RAG, hierarchical summarization) to reduce token costs and preserve key information.
Datadog Observability
Guides setup and best practices for Datadog APM, logs, metrics, synthetics and RUM to implement full-stack monitoring, tracing, and cost optimization in product
Database Migration Patterns
Guided, safe patterns for evolving database schemas in production with decision trees, tooling examples, and rollback strategies.
Python asyncio
Guides for writing concurrent I/O-bound Python code with async/await: event loops, tasks, aiohttp, async DB patterns, and FastAPI async endpoints.
Hono (core) - JavaScript Framework Skill
Skill entry for Hono core framework (JavaScript) — metadata missing in source; flagged as failed.
Bounty Hunter — Atlas
Persona skill: 'Atlas' — a profit-focused developer persona for discovering, evaluating and executing paid bounties or freelance tasks with ROI-aware workflows.
Yielding Bear — Unified LLM Routing
A unified LLM routing API that automatically routes requests to the cheapest capable model across providers to reduce inference cost by ~60-80%.
Starlark Dev
Create, debug, and test Kurtosis Starlark packages — write package structure, run dry-runs, and inspect plan execution for reliable orchestration.
Maestro Orchestrate
Orchestrates complex engineering workflows with enforced design and approval gates, child-agent delegation, and session state management.
Run Execute
Orchestrates execution of work items across modes (autopilot, confirm, validate) with scripted init/complete tooling, plan/test/report artifacts and strict gati
FastAPI Project Templates
Creates production-ready FastAPI project scaffolds with async patterns, DI, middleware, and testing best practices for high-performance APIs.
Overnight — Autonomous Long-Running Coding
Orchestrates long-running coding goals: decomposes objectives into atomic tasks, dispatches isolated worktree workers, verifies acceptance criteria, and merges
Codex Collab
Bridge Claude and Codex to run tasks, perform code reviews, and run background jobs for research or implementation workflows.