Automatically routes AI requests to cost-optimal models based on task complexity and budget, saving 30-50% on model expenses with adaptive learning.
Use when performing video/audio processing tasks including transcoding, filtering, streaming, metadata manipulation, or complex filtergraph operations with FFmpeg.
Automatically assess task complexity and adjust reasoning level. Triggers on every user message to evaluate whether extended thinking (reasoning mode) would improve response quality. Use this as a pre
Decompose complex tasks into clear, independent modules based on user-provided context, proactively request missing background info before planning.
Intelligent model routing for sub-agent task delegation. Choose the optimal model based on task complexity, cost, and capability requirements. Reduces costs...
Multi-agent development team workflow skill. Use when coordinating complex development tasks requiring multiple specialized roles - PM, Architect, Developer,...
Smart coding skill that routes tasks by complexity. Simple→direct, Medium/Complex→ACP with auto-fallback. Integrates with qmd and smart-agent-memory when ava...
Production-grade multi-agent orchestration patterns. Decompose complex tasks into parallel subtasks, coordinate agent swarms, build sequential pipelines, and...
Use multiple models in a 4-step cycle of drafting, cross-critique, revision, and synthesis to generate higher-quality answers for complex, high-stakes queries.
Coordinate multiple agents and tasks for complex workflows. Orchestrate subagents, manage dependencies, handle parallel execution, and ensure successful comp...
Multi-agent collaboration and task orchestration. Decompose complex tasks, spawn sub-agents, coordinate execution, and synthesize results.
Multi-path reasoning for complex problems. Explore multiple solution branches → Evaluate each → Select optimal path. Use for: difficult decisions, creative p...
Generate ready-to-run shell loop commands for Claude Code, Gemini CLI, or Grok CLI, customized by AI tool, model, shell, complexity, and loop features.
Static code analysis tool. Detects security vulnerabilities, code smells, and complexity issues across 17 languages. All analysis runs locally — no code leav...
Autonomously run complex software engineering tasks like bug fixes or feature implementation using the mini-swe-agent CLI with full codebase edits.
Turn complex business goals into navigable strategic maps. Identify milestones, resource nodes, risk points, bottlenecks, and route logic so users can see th...
Code review automation for TypeScript, JavaScript, Python, Go, Swift, Kotlin. Analyzes PRs for complexity and risk, checks code quality for SOLID violations...
Generate a concept dependency graph for AI projects. Identifies what you need to learn, in what order, adapted to project complexity.
Calculate complex buffer recipes with precise measurements for molecular biology and biochemistry applications. Provides accurate mass/volume calculations, p...
Tokens tell you how much you paid. Tasks tell you what you got. Tally tracks every OpenClaw task from start to finish — cost, complexity, and efficiency score.
Dynamically select the best AI model for a task based on complexity, cost, and availability in GitHub Copilot. Use when deciding between free/paid models, or when you want automatic model routing base
Hierarchical project decomposition and planning. Use when breaking down complex projects, structuring information, planning multi-step workflows, or organizing any nested hierarchy. Supports 21 specia
Coordinate and manage multiple AI agents working together on complex tasks. Provides orchestration, communication patterns, and workflow management for multi...