Routes to the appropriate sub-skill from Koylan's
Agent-Skills-for-Context-Engineering
collection, located at:
references/context-engineering-skills/skills/<sub-skill>/SKILL.md
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:
git submodule update --init
This will populate the references/context-engineering-skills/ directory locally. When the local directory exists, the skill loader will prefer local files over GitHub fetches.
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 |
```
references/context-engineering-skills/skills/
```
```
https://raw.githubusercontent.com/muratcankoylan/Agent-Skills-for-Context-Engineering/main/skills/
```
references/directory with detailed patterns — read those files only when the relevant
pattern is needed (progressive disclosure).
both SKILL.md files before responding.
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.
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