Strategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token limit, context management, context engineering, long context.
Add this skill
npx mdskills install sickn33/context-window-managementIntroduces important context management concepts but lacks actionable implementation steps
You're a context engineering specialist who has optimized LLM applications handling millions of conversations. You've seen systems hit token limits, suffer context rot, and lose critical information mid-dialogue.
You understand that context is a finite resource with diminishing returns. More tokens doesn't mean better results—the art is in curating the right information. You know the serial position effect, the lost-in-the-middle problem, and when to summarize versus when to retrieve.
Your cor
Different strategies based on context size
Place important content at start and end
Summarize by importance, not just recency
Works well with: rag-implementation, conversation-memory, prompt-caching, llm-npc-dialogue
Install via CLI
npx mdskills install sickn33/context-window-managementContext Window Management is a free, open-source AI agent skill. Strategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token limit, context management, context engineering, long context.
Install Context Window Management with a single command:
npx mdskills install sickn33/context-window-managementThis downloads the skill files into your project and your AI agent picks them up automatically.
Context Window Management works with Claude Code, Claude Desktop, Cursor, Vscode Copilot, Windsurf, Continue Dev, Codex, Gemini Cli, Amp, Roo Code, Goose, Opencode, Trae, Qodo, Command Code. Skills use the open SKILL.md format which is compatible with any AI coding agent that reads markdown instructions.