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muratcankoylan/Agent-Skills-for-Context-Engineering reference

Comprehensive collection of agent skills for context engineering, multi-agent architectures, and production agent systems. Organized into skills (context-fundamentals, context-compression, context-degradation, context-optimization, evaluation, advanced-evaluation, tool-design, hosted-agents, memory-systems, bdi-mental-states, filesystem-context, multi-agent-patterns, project-development) plus examples (book-sft-pipeline, digital-brain-skill, interleaved-thinking). Also includes a skill template.

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muratcankoylan/Agent-Skills-for-Context-Engineering

  • **Archetype**: mega-skill-pack
  • **Stars**: 14,978
  • **Last pushed**: 2026-04-12
  • **License**: MIT
  • **Discovered**: 2026-04-12
  • **Source**: gh-search (keyword: "agent skill")
  • **Skills found**: 19+

Summary

Comprehensive collection of agent skills for context engineering, multi-agent architectures, and production agent systems. Organized into skills (context-fundamentals, context-compression, context-degradation, context-optimization, evaluation, advanced-evaluation, tool-design, hosted-agents, memory-systems, bdi-mental-states, filesystem-context, multi-agent-patterns, project-development) plus examples (book-sft-pipeline, digital-brain-skill, interleaved-thinking). Also includes a skill template.

Assessment

HIGH VALUE. This is a methodology-rich collection covering agent system design patterns that overlap significantly with babysitter's architectural concerns. Key extractable content:

  • Context degradation patterns (lost-in-middle, U-shaped attention, context poisoning)
  • Multi-agent coordination patterns (supervisor, swarm, hierarchical)
  • Memory system design (vector RAG, knowledge graphs, filesystem-as-memory)
  • Context compression strategies (tokens-per-task optimization)
  • BDI mental states for agents (belief-desire-intention architecture)
  • Evaluation frameworks for agent systems
  • The book-SFT-pipeline example has a staged idempotent architecture pattern

Extraction Priority

HIGH -- Multiple skills map directly to babysitter process methodology areas:

  • context-compression -> methodologies/ (complements babysitter's compression layer)
  • multi-agent-patterns -> methodologies/ (orchestration patterns)
  • evaluation + advanced-evaluation -> methodologies/ (quality assessment)
  • memory-systems -> specializations/shared/ (cross-domain pattern)
  • project-development -> methodologies/ (task-model fit analysis)

Processes

1. **context-optimization-workflow** -- Systematic context window optimization: compaction, observation masking, prefix caching, strategic partitioning 2. **agent-evaluation-framework** -- Multi-dimensional agent evaluation: factual accuracy, completeness, tool efficiency, process quality 3. **multi-agent-architecture-design** -- Pattern selection for multi-agent systems (supervisor vs swarm vs hierarchical) 4. **memory-system-design** -- Choose and implement agent memory architecture (scratchpad -> temporal knowledge graph spectrum) 5. **book-sft-pipeline** -- Staged idempotent pipeline: acquire -> prepare -> process -> parse -> render 6. **digital-brain-skill** -- Personal knowledge management with agents (contacts, content, weekly reviews)

Plugin Ideas

  • **context-engineering-advisor plugin**: Babysitter plugin that analyzes process definitions for context engineering anti-patterns and suggests optimizations

Implicit Procedural Knowledge

  • Filesystem-as-memory pattern: using ls/glob/grep/read_file for targeted context discovery outperforms semantic search for structural queries
  • Context isolation as the primary reason for sub-agents (not role simulation)
  • Token-per-task as the correct optimization target (not tokens-per-request)
  • Warm sandbox pools and predictive warming for hosted agent infrastructure
  • Tool consolidation principle: prefer single comprehensive tools over multiple narrow ones

Library Mapping

Extractable ProcessLibrary StatusActionExisting PathTarget Placement
Context Optimization WorkflowUPGRADEEnhanced context window optimization strategieslibrary/specializations/shared/context-compression.jsspecializations/shared/context-compression.js
Agent Evaluation FrameworkNEWMulti-dimensional agent evaluation methodology-methodologies/agent-evaluation/
Multi-Agent Architecture DesignUPGRADEPattern selection for multi-agent coordinationlibrary/specializations/shared/orchestration-patterns.jsspecializations/shared/orchestration-patterns.js
Memory System DesignNEWAgent memory architecture selection and implementation-specializations/shared/memory-system-design.js
Context Degradation PreventionNEWLost-in-middle and context poisoning mitigation strategies-specializations/shared/context-degradation-prevention.js
BDI Mental States ArchitectureNEWBelief-desire-intention architecture for agent systems-specializations/ai-agents-conversational/bdi-mental-states.js
Filesystem-as-Memory PatternNEWStructural query optimization using filesystem operations-specializations/shared/filesystem-as-memory.js
Tool Design OptimizationNEWTool consolidation and efficiency principles-specializations/shared/tool-design-optimization.js
Hosted Agents InfrastructureNEWWarm sandbox pools and predictive warming patterns-specializations/devops-sre-platform/hosted-agents-infrastructure.js
Project Development Task-Model FitNEWTask-model fit analysis for project development-specializations/shared/project-development-task-model-fit.js

Plugin Marketplace Mapping

Plugin IdeaMarketplace StatusActionExisting PluginTarget Placement
Context Engineering AdvisorNEWAnalyze process definitions for context anti-patterns and optimization-plugins/a5c/marketplace/blueprints/context-engineering-advisor/

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