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muratcankoylan AI Skills

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Browse published AI skills maintained by muratcankoylan. Compare skill descriptions and follow each source repository for setup instructions.

Author statistics

Indexed skills

23

Repository stars across indexed skills

150,914

Repository forks

11,806

Average repository stars per indexed skill

6,561

Repository stars may repeat across skills from the same repository.

23 skills

Browse skills

GitHub

tool-design

muratcankoylan

This skill should be used when the user asks to "design agent tools", "create tool descriptions", "reduce tool complexity", "implement MCP tools", or mentions tool consolidation, architectural reduction, tool n...

GitHub

context-compression

muratcankoylan

This skill should be used when the user asks to "compress context", "summarize conversation history", "implement compaction", "reduce token usage", or mentions context compression, structured summarization, tok...

GitHub

book-sft-pipeline

muratcankoylan

This skill should be used when the user asks to "fine-tune on books", "create SFT dataset", "train style model", "extract ePub text", or mentions style transfer, LoRA training, book segmentation, or author voic...

GitHub

skill-template

muratcankoylan

Template for creating new Agent Skills for context engineering. Use this template when adding new skills to the collection.

GitHub

digital-brain

muratcankoylan

This skill should be used when the user asks to "write a post", "check my voice", "look up contact", "prepare for meeting", "weekly review", "track goals", or mentions personal brand, content creation, network...

GitHub

memory-systems

muratcankoylan

This skill should be used when the user asks to "implement agent memory", "persist state across sessions", "build knowledge graph", "track entities", or mentions memory architecture, temporal knowledge graphs,...

GitHub

reasoning-trace-optimizer

muratcankoylan

Debug and optimize AI agents by analyzing reasoning traces. Activates on 'debug agent', 'optimize prompt', 'analyze reasoning', 'why did the agent fail', 'improve agent performance', or when diagnosing agent fa...

GitHub

bdi-mental-states

muratcankoylan

This skill should be used when the user asks to "model agent mental states", "implement BDI architecture", "create belief-desire-intention models", "transform RDF to beliefs", "build cognitive agent", or mentio...

GitHub

advanced-evaluation

muratcankoylan

This skill should be used when the user asks to "implement LLM-as-judge", "compare model outputs", "create evaluation rubrics", "mitigate evaluation bias", or mentions direct scoring, pairwise comparison, posit...

GitHub

context-degradation

muratcankoylan

This skill should be used when the user asks to "diagnose context problems", "fix lost-in-middle issues", "debug agent failures", "understand context poisoning", or mentions context degradation, attention patte...

GitHub

filesystem-context

muratcankoylan

This skill should be used when the user asks to "offload context to files", "implement dynamic context discovery", "use filesystem for agent memory", "reduce context window bloat", or mentions file-based contex...

GitHub

hosted-agents

muratcankoylan

This skill should be used when the user asks to "build background agent", "create hosted coding agent", "set up sandboxed execution", "implement multiplayer agent", or mentions background agents, sandboxed VMs,...

GitHub

project-development

muratcankoylan

This skill should be used when the user asks to "start an LLM project", "design batch pipeline", "evaluate task-model fit", "structure agent project", or mentions pipeline architecture, agent-assisted developme...

GitHub

context-optimization

muratcankoylan

This skill should be used when the user asks to "optimize context", "reduce token costs", "improve context efficiency", "implement KV-cache optimization", "partition context", or mentions context limits, observ...

GitHub

evaluation

muratcankoylan

This skill should be used when the user asks to "evaluate agent performance", "build test framework", "measure agent quality", "create evaluation rubrics", or mentions LLM-as-judge, multi-dimensional evaluation...

GitHub

multi-agent-patterns

muratcankoylan

This skill should be used when the user asks to "design multi-agent system", "implement supervisor pattern", "create swarm architecture", "coordinate multiple agents", or mentions multi-agent patterns, context...

GitHub

context-fundamentals

muratcankoylan

This skill should be used when the user asks to "understand context", "explain context windows", "design agent architecture", "debug context issues", "optimize context usage", or discusses context components, a...

GitHub

ralph-copywriter

muratcankoylan

Use this skill when the user asks to "analyze my content", "learn my writing style", "research competitors", "find content angles", "improve my blog", "write like me", "embody my brand voice", or mentions conte...

GitHub

context-compression

muratcankoylan

Design and evaluate context compression strategies for long-running agent sessions. Use when agents exhaust memory, need to summarize conversation history, or when optimizing tokens-per-task rather than tokens-...

GitHub

tool-design

muratcankoylan

Design tools that agents can use effectively, including when to reduce tool complexity. Use when creating, optimizing, or reducing agent tool sets.

GitHub

book-sft-pipeline

muratcankoylan

End-to-end system for creating supervised fine-tuning datasets from books and training style-transfer models. Covers text extraction, intelligent segmentation, synthetic instruction generation, Tinker-compatibl...

GitHub

project-development

muratcankoylan

Design and build LLM-powered projects from ideation through deployment. Use when starting new agent projects, choosing between LLM and traditional approaches, or structuring batch processing pipelines.

The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.