Mcp Server
MCP (Model Context Protocol) server development — use when the user mentions MCP, Model Context Protocol, FastMCP, MCP server, MCP tool, Claude Code plugin, or building agent tools with MCP. Covers server implementation in Python or TypeScript, evaluation testing, production deployment, and plugin packaging. NOT for designing tool interfaces or tool consolidation patterns for agents (use tool-des…
Coding Discipline
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Code Review
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Edge Case Coverage
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Structured Writing
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Documentation Generator
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Consistency Standards
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Interview Facilitation
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Cloud Finops
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Context Degradation
Diagnosing context FAILURES — lost-in-middle, poisoning, distraction, confusion, and clash patterns with model-agnostic measurement workflows. Use when the user asks to "diagnose context problems", "fix lost-in-middle issues", "debug agent failures", "understand context poisoning", or mentions context degradation, context clash, or agent performance degradation. NOT for learning context basics or…
Agent Project Development
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 development, cost estimation, or choosing between LLM and traditional approaches. NOT for evaluating agent quality or building evaluation rubrics (use agent-evaluation), NOT for multi-agent coordina…
Competitive Intelligence
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Context Fundamentals
Foundational theory of context engineering — what context IS, how attention works, progressive disclosure principles, and context budgeting basics. Use when the user asks to "understand context", "explain context windows", "learn context engineering", or discusses context components, attention mechanics, or context budgets. NOT for fixing broken context or diagnosing failures (use context-degrada…
Skill Template
Template for creating Claude Code skills. Replace this description with a clear explanation of what this skill does and when it should be used.
Example Design
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Deslop Detect
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Critical Intuition
Stress-test, critique, and challenge existing ideas through pattern recognition, bias detection, Bayesian reasoning, blind-spot exposure, and red-flag identification. Use when the user asks to stress-test a plan, challenge assumptions, find flaws, identify risks in an idea, expose hidden biases, audit a proposal for blind spots, or "poke holes in this". NOT for generating new ideas or solutions (…
Hosted Agents
Build and deploy hosted background coding agents with sandboxed VM execution, multiplayer sessions, and multi-client interfaces. Use 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, agent infrastructure, Modal sandboxes, self-spawning agents, or remote coding env…
Context Compression
REDUCING context size — summarization strategies, anchored iterative summarization, tokens-per-task optimization, compaction triggers, and probe-based evaluation. Use when the user asks to "compress context", "summarize conversation history", "implement compaction", "reduce token usage", or mentions structured summarization or long-running sessions exceeding context limits. NOT for diagnosing con…
Context Optimization
EXTENDING effective context capacity — KV-cache optimization, observation masking, context partitioning, and retrieval strategies. Use when the user asks to "optimize context", "implement KV-cache", "partition context", "mask observations", or mentions extending context capacity or cache-friendly prompt design. NOT for reducing or compressing content via summarization (use context-compression), N…
Git Workflow
Git workflow management — use when the user mentions git, conventional commits, commit quality, branch management, worktree operations, GitFlow, changelog generation, semantic versioning, release notes, backlog management, or issue tracking integration. NOT for CI/CD pipelines or pipeline YAML (use cicd-pipelines), NOT for non-git workflow orchestration (use skillstack-workflows or multi-agent-pa…
Cloud Infrastructure
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Deslop Ui
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Hindsight Memory
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Api Design
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Navigation Design
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Deslop Copy
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Bdi Mental States
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 mentions BDI ontology, mental state modeling, rational agency, or neuro-symbolic AI integration. NOT for multi-agent coordination or agent handoffs (use multi-agent-patterns), NOT for agent memor…
Custom Personas
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Creative Problem Solving
Generate new ideas and breakthrough solutions using brainstorming, lateral thinking, SCAMPER, first principles reasoning, game theory, and strategic reframing. Use when the user asks to brainstorm, ideate, "think outside the box", generate alternatives, explore creative solutions, reframe a problem, or come up with ideas — especially when stuck in conventional thinking. NOT for stress-testing or…
Stakeholder Alignment
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Memory Systems
Guides implementation of agent memory systems, compares production frameworks (Mem0, Zep/Graphiti, Letta, LangMem, Cognee), and designs persistence architectures for cross-session knowledge retention. Use when the user asks to "implement agent memory", "persist state across sessions", "build knowledge graph for agents", "track entities over time", "add long-term memory", "choose a memory framewor…
Gws Cli
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Swarm Protocol
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Swarm Synthesis
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Documentation Discipline
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Content Modelling
Design CMS content models — content types, fields, editorial workflows, governance rules, and COPE (Create Once, Publish Everywhere) patterns — for structured, multi-channel publishing. Use when the user asks to design a content model, define content types in a CMS, structure fields for editorial content, plan a headless CMS architecture, or design content reuse across channels. NOT for formal kn…
Clarity Editing
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Nextjs Development
Next.js framework development including App Router, Server Components, Server Actions, SSR, SSG, ISR, caching, data fetching, middleware, layouts, parallel routes, and module architecture for Next.js 13+/15/16. NOT for generic React patterns, hooks, or component logic (use react-development). NOT for UI/CSS design systems or visual styling (use frontend-design).
Visual Communication
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Elicitation
Psychological elicitation and deep-interview design using narrative identity (McAdams), self-defining memories (Singer), Motivational Interviewing (Miller & Rollnick OARS), values elicitation (Schwartz), schema detection (Young), and life review (Haight/Birren). Use when designing user interviews that need to reveal motivations rather than stated preferences, writing conversation flows for person…
Debugging
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Docker Containerization
Docker and container development — use when the user mentions Dockerfiles, multi-stage builds, Docker Compose, container optimization, image size reduction, DDEV, containerization, or dev environment setup with containers. NOT for CI/CD pipeline YAML or pipeline configuration (use cicd-pipelines), NOT for workflow orchestration or release automation (use workflow-automation), NOT for Kubernetes o…
Filesystem Context
Using the FILE SYSTEM for context — scratch pads, plan persistence, dynamic skill loading, sub-agent file workspaces, and terminal log persistence. Use when the user asks to "offload context to files", "implement scratch pads", "persist agent plans", "use filesystem for agent memory", or mentions file-based context management, tool output persistence, or just-in-time context loading. NOT for in-c…
Cicd Pipelines
CI/CD pipeline design and DevOps automation — use when the user mentions GitHub Actions, GitLab CI, Jenkins, Terraform, infrastructure as code, DevSecOps, ArgoCD, Kubernetes deployment automation, or pipeline configuration YAML. NOT for release orchestration or semantic-release workflows (use git-workflow), NOT for Docker containers or Dockerfiles (use docker-containerization), NOT for git branch…
Multi Agent Patterns
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 isolation, agent handoffs, sub-agents, or parallel agent execution. NOT for agent memory or persistence (use memory-systems), NOT for tool design or tool interfaces (use tool-design), NOT f…
Frontend Design
Visual design systems, UI/UX styling, Tailwind CSS, CSS variables, component libraries (shadcn/ui, Radix UI), design tokens, accessibility (WCAG), responsive layout, dark mode, and Figma-to-code workflows. NOT for React component logic, hooks, or state management (use react-development). NOT for Next.js routing, SSR, or server components (use nextjs-development).
Email Marketing
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Agent Evaluation
This skill should be used when the user asks to "evaluate agent performance", "build test framework", "measure agent quality", "create evaluation rubrics", "implement LLM-as-judge", "compare model outputs", "mitigate evaluation bias", or mentions multi-dimensional evaluation, agent testing, quality gates, direct scoring, pairwise comparison, position bias, evaluation pipelines, or automated quali…
Database Design
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