Skills with input: task requirements

• impl - Implementation Skill Based on Plans.md

  implementationcodingfeaturesTDD

  ★ 602 · Updated 2026-06-15

  Implements features and writes code based on Plans.md tasks

  ⚙ implement features⚙ write code⚙ create functions
• async-python-patterns-v3 - Async Python Patterns Implementation Guide

  async-pythonasyncioconcurrencypython-development

  ★ 148 · Updated 2026-06-15

  Provides comprehensive guidance for implementing asynchronous Python applications using asyncio and concurrent programming patterns

  ⚙ build async web APIs⚙ implement I/O operations⚙ create web scrapers
• project-planner - Project planning and task breakdown

  project managementplanningtask breakdownmilestones

  ★ 602 · Updated 2026-05-28

  Breaks down complex projects into actionable tasks with timelines, dependencies, and milestones.

  ⚙ define project scope⚙ create work breakdown structures⚙ identify task dependencies
• framework-selection - Select the right LangChain framework layer

  framework selectionLangChainLangGraphDeep Agents

  ★ 7 · Updated 2026-03-26

  Determines which framework layer fits your task: LangChain, LangGraph, Deep Agents, or a combination. Use before writing agent code.

  ⚙ select framework layer⚙ recommend framework combination⚙ compare framework options
• planning-with-files - File-based planning for complex multi-step tasks

  planningproject managementfile organizationtask tracking

  ★ 18 · Updated 2026-03-26

  Use persistent markdown files to organize and track complex multi-step projects with automatic session recovery

  ⚙ create task_plan.md file⚙ create findings.md file⚙ create progress.md file
• planning-with-files - File-based planning for complex tasks

  task planningfile managementproject tracking

  ★ 57 · Updated 2026-03-25

  Creates markdown files for complex task planning and tracking

  ⚙ create task_plan.md⚙ create findings.md⚙ create progress.md
• developer - Programming and Web Development Expert

  web developmentAPI developmentscriptingReact

  ★ 0 · Updated 2026-03-25

  Execute programming tasks including web development, component creation, scripting, API integration, code debugging, and documentation

  ⚙ develop website⚙ create React component⚙ create Vue component
• planning-with-files - File-based planning for complex tasks

  planningtask-managementfile-basedmulti-step

  ★ 451 · Updated 2026-03-25

  Creates persistent markdown files for tracking complex multi-step tasks and research projects

  ⚙ create task plan file⚙ create findings file⚙ create progress file
• planning-with-files - File-based Planning for Complex Tasks

  planningfile-basedtask trackingdocumentation

  ★ 0 · Updated 2026-03-25

  Creates task_plan.md, findings.md, and progress.md to organize and track multi-step tasks

  ⚙ create task plan⚙ log findings⚙ track progress
• planning-with-files - File-based Task Planning & Progress Tracking

  task managementproject planningfile-based workflowprogress tracking

  ★ 59 · Updated 2026-03-25

  Organizes complex tasks using persistent markdown files for planning, findings, and progress tracking with session recovery.

  ⚙ create task plan file⚙ create findings file⚙ create progress file
• shader-router - GLSL Shader Project Router

  GLSLshaderroutingdecision framework

  ★ 27 · Updated 2026-03-23

  Routes GLSL shader tasks to specialized skills based on requirements

  ⚙ classify task type⚙ match signal words⚙ combine skills
• claude-ops - Constitutional multi-agent AI coordination framework

  multi-agentcoordinationgovernanceconstitutional

  ★ 0 · Updated 2026-03-23

  Spawn and coordinate AI directors with constitutional governance

  ⚙ spawn directors⚙ coordinate agents⚙ establish governance
• multi-agent-patterns - Multi-Agent Architecture Patterns with Context Isolation

  multi-agentorchestrationsupervisorswarm

  ★ 57 · Updated 2026-03-22

  Supervisor, swarm, and hierarchical multi-agent architectures with context isolation patterns

  ⚙ design supervisor pattern⚙ design swarm pattern⚙ design hierarchical pattern
• team-composition-patterns - Design Multi-Agent Team Compositions

  team designmulti-agentagent selectionteam configuration

  ★ 0 · Updated 2026-03-20

  Design agent team compositions with sizing heuristics, preset configurations, and agent type selection

  ⚙ decide team size⚙ select preset configurations⚙ choose agent types
• prompt-engineering - Prompt Engineering Patterns

  prompt engineeringLLM interactionAI designmachine learning

  ★ 0 · Updated 2026-03-11

  Techniques for designing effective AI prompts

  ⚙ design system prompts⚙ apply chain-of-thought⚙ provide few-shot examples
• planning - Software Implementation Planning

  planningdevelopment workflowtask managementdocumentation

  ★ 0 · Updated 2026-03-10

  Create implementation plans using file-based persistence for complex multi-file tasks and features requiring multiple tool calls

  ⚙ create task plan⚙ log findings⚙ track progress
• adapting-transfer-learning-models - Automated Transfer Learning Model Adaptation

  machine learningtransfer learningmodel adaptationfine-tuning

  ★ 2,781 · Updated 2026-03-09

  Automates the adaptation of pre-trained machine learning models using transfer learning techniques

  ⚙ analyze user requirements⚙ generate adaptation code⚙ implement validation handling
• prompt-craft - Craft effective prompts for Claude workers using Claude 4 best practices

  prompt-engineeringclaude-4workflow-optimizationissue-preparation

  ★ 147 · Updated 2026-03-09

  Create optimized prompts from backlog issues using proven Claude 4 patterns and best practices

  ⚙ craft prompts from backlog issues⚙ write effective worker prompts⚙ optimize prompt quality
• ecomode - Token-Efficient Model Routing for Cost Optimization

  cost-optimizationmodel-routingtoken-efficiencyai-agents

  ★ 211 · Updated 2026-02-24

  Overrides default model selection to prefer cheaper AI model tiers

  ⚙ override model selection⚙ select cheaper model tiers⚙ route tasks to agents
• task-contextualizer - Task Contextualizer: Prepare Rich Context for Subagent Tasks

  task-managementcontext-optimizationsubagent-efficiencydeveloper-tools

  ★ 0 · Updated 2026-02-18

  Prepares comprehensive context templates for subagent tasks to reduce wasted calls

  ⚙ create task context templates⚙ specify file paths for tasks⚙ define architecture context

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