A new way to think about composing skills to increase leverage: Skill Graphs 2.0
Design Pattern
What goes into the system prompt vs. what goes into an Agent Skill?
Agent’s system prompt is for identity, constraints, and persistent context.
• What the agent is and what it should always or never do
• How it should generally approach problems (reasoning style)
• Persistent
Concept
Example
✨ LangChain's Skills: give your agent specialized capabilities on-demand.
Skills work via progressive disclosure: specialized prompts are loaded only when needed based on the context.
🪶 You can easily develop and share skills across teams because they're super lightweight (a
Package
Tutorial
Tool
numman-ali/openskills: Universal skills loader for AI coding agents - npm i -g openskills
Universal skills loader for AI coding agents - npm i -g openskills - numman-ali/openskills
blader/humanizer: Claude Code skill that removes signs of AI-generated writing from text
Claude Code skill that removes signs of AI-generated writing from text - blader/humanizer
GBSOSS/skill-from-masters: Stand on the shoulders of giants — Create AI skills built on proven methodologies from domain experts.
Stand on the shoulders of giants — Create AI skills built on proven methodologies from domain experts. - GBSOSS/skill-from-masters
Dimillian/CodexSkillManager: macOS app to manage your Codex skills
macOS app to manage your Codex skills
Agent-Skills-for-Context-Engineering/examples/llm-as-judge-skills at main · muratcankoylan/Agent-Skills-for-Context-Engineering
A comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems. Use when building, optimizing, or debugging agent systems that require e...
What is Culture?
Enable your agents to share universal knowledge, principles, and best practices that compound across all interactions.
Skills vs Dynamic MCP Loadouts
Some findings of using Skills and the loadout pattern with MCP.