Skill: levineam/levineam-context-engineering (version 1.0.0)

--- name: context-engineering description: > Comprehensive context engineering guidance for AI agent systems. Routes to specialized sub-skills for production agent work. Use when the user asks to: "optimize context", "reduce token costs", "context compression", "summarize conversation history", "design multi-agent system", "implement supervisor pattern", "create swarm architecture", "implement memory", "build memory system", "offload context to files", "use filesystem for agent memory", "debug agent failure", "diagnose context problems", "fix lost-in-middle", "build agent tools", "design agent tools", "evaluate agent performance", "build test framework", "implement LLM-as-judge", "understand context", "explain context windows", "build background agent", "implement BDI architecture", "start an LLM project", or any discussion of context degradation, attention patterns, multi-agent coordination, or production agent architecture. version: "1.0.0" --- # Context Engineering Skill Routes to the appropriate sub-skill from Koylan's [Agent-Skills-for-Context-Engineering](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering) collection, located at: ``` references/context-engineering-skills/skills/<sub-skill>/SKILL.md ``` ## Setup **No setup required.** This skill uses GitHub raw URLs as the primary method to fetch sub-skill documentation. Sub-skill SKILL.md files are loaded directly from GitHub: ``` https://raw.githubusercontent.com/muratcankoylan/Agent-Skills-for-Context-Engineering/main/skills/<sub-skill>/SKILL.md ``` Example: For `context-optimization`, use: ``` https://raw.githubusercontent.com/muratcankoylan/Agent-Skills-for-Context-Engineering/main/skills/context-optimization/SKILL.md ``` **Optional Enhancement (Offline Use):** For offline access or faster local reads, you can optionally initialize the git submodule: ```bash git submodule update --init ``` This will populate the [REDACTED_SECRET] directory locally. When the local directory exists, the skill loader will prefer local files over GitHub fetches. ## Sub-Skill Routing Table Match the user's task to one sub-skill and **read its SKILL.md before proceeding**. Load additional sub-skills only if the task spans multiple domains. | Task / trigger phrase | Sub-skill directory | |---|---| | "optimize context", reduce token costs, KV-cache, context budgeting | `context-optimization` | | "context compression", summarize history, compaction, long sessions | `context-compression` | | "design multi-agent", supervisor pattern, swarm architecture, agent handoffs | `multi-agent-patterns` | | "implement memory", memory frameworks, Mem0, Zep, Letta, vector RAG | `memory-systems` | | "offload context to files", filesystem memory, scratch pads, dynamic discovery | `filesystem-context` | | "debug agent failure", lost-in-middle, context poisoning, degradation patterns | `context-degradation` | | "build agent tools", tool descriptions, MCP tools, tool consolidation | `tool-design` | | "evaluate agent", LLM-as-judge, test framework, quality gates | `evaluation` | | Advanced evaluation: rubrics, pairwise comparison, position bias | `advanced-evaluation` | | "understand context", context windows, attention mechanics, fundamentals | `context-fundamentals` | | "build background agent", sandboxed execution, hosted coding agent | `hosted-agents` | | "implement BDI", mental state modeling, belief-desire-intention | `bdi-mental-states` | | "start an LLM project", batch pipeline, task-model fit, project structure | `project-development` | ## How to Load a Sub-Skill 1. Identify the best-matching row above. 2. Check if the local sub-skill SKILL.md exists: ``` references/context-engineering-skills/skills/<sub-skill>/SKILL.md ``` - **If the file exists locally:** Read it directly. - **If the file does NOT exist** (e.g., submodule not initialized): Fetch from GitHub: ``` https://raw.githubusercontent.com/muratcankoylan/Agent-Skills-for-Context-Engineering/main/skills/<sub-skill>/SKILL.md ``` 3. Follow the instructions in that file. Most sub-skills have a `references/` directory with detailed patterns — read those files only when the relevant pattern is needed (progressive disclosure). 4. If the user's task spans two sub-skills (e.g., memory + multi-agent), read both SKILL.md files before responding. ## Progressive Disclosure Sub-skill SKILL.md files are compact routing documents. The deep content lives in each sub-skill's `references/` folder. Load reference files only when the specific topic is active — do not bulk-load all references upfront. Example: ``` references/context-engineering-skills/skills/context-optimization/references/ ``` Read individual reference files from that directory only when the matching pattern is needed.


Security scan verdicts — ClawScan: suspicious | static analysis: clean | VirusTotal: suspicious | SkillSpector: suspicious (MEDIUM)