AI & ML

majiayu000 Bundle

LSP (Language Server Protocol) integration expert. Provides semantic code understanding using language servers for TypeScript, JavaScript, Python, Go, Rust, and more. Handles code navigation (go to definition, find references), symbol search, hover information, diagnostics, refactoring. 100x faster than grep for code exploration. Activates for LSP, language server, TypeScript, JavaScript, Python, Go, Rust, Java, C#, code navigation, go to definition, find references, find all references, hover type, type information, symbol search, document symbols, workspace symbols, diagnostics, code errors, type errors, refactoring, rename symbol, code actions, auto import, semantic analysis, code intelligence, intellisense, autocomplete context, type inference.

majiayu000 Bundle

A specialized tool for designing efficient and specific gRNA sequences for CRISPR-Cas9 experiments.

majiayu000 Bundle

LLM function calling and tool use patterns. Use when enabling LLMs to call external tools, defining tool schemas, implementing tool execution loops, or getting structured output from LLMs.

majiayu000 Bundle

Building LLM agents with LangChain and LangGraph, covering tool-calling model initialization, state management, and observability with LangSmith. Triggers: langchain, langgraph, langsmith, agent-execu

majiayu000 Bundle

Livewire 3 reactive components - wire:model, actions, events, Volt, Folio. Use when building reactive UI without JavaScript.

majiayu000 Bundle

Build CLI scripts alongside MCP servers for terminal environments. Scripts provide file I/O, batch processing, caching, and richer output formats that remote MCP servers cannot offer. Includes templates for TypeScript scripts and SCRIPTS.md. Use when: creating MCP server companion scripts, adding batch processing to MCP tools, saving MCP results to files, building CLI wrappers for APIs, or troubleshooting "context too large", "no file access", or batch input handling.

majiayu000 Bundle

Assist in generating comprehensive plans from templates using extended thinking. Use when generating plans from meta-prompt templates, reviewing plan quality, or ensuring plans meet team standards.

majiayu000 Bundle

Agent Skill: CKEditor 5 development for TYPO3 v12+. Use when developing custom plugins, configuring RTE presets, or migrating from CKEditor 4. By Netresearch.

majiayu000 Bundle

Security best practices for Tzurot v3 - Secret management, AI-specific security (prompt injection, PII scrubbing), Economic DoS prevention, Discord permission verification, microservices security, and supply chain integrity. Use when handling secrets, user input, or security-critical code.

majiayu000 Bundle

Agent Communication Skill

majiayu000 Bundle

Writes precise, autonomous-execution-ready tasks using the SMART+ framework (Specific, Measurable, Actionable, Referenced, Testable, +Context). Transforms vague task descriptions into detailed specifications with file paths, verification commands, and clear success criteria. Use when writing tasks for any agent, creating todos, planning features, decomposing work, or when tasks lack precision. Triggers on "write task", "create todo", "break down feature", "make task precise", "task is vague", or when task descriptions are missing file paths, verification steps, or clear success criteria. Works with todo.md, task lists, project planning documents, and agent instructions.

majiayu000 Bundle

Build agentic AI applications with OpenAI's Responses API - the stateful successor to Chat Completions. Preserves reasoning across turns for 5% better multi-turn performance and 40-80% improved cache utilization. Use when: building AI agents with persistent reasoning, integrating MCP servers for external tools, using built-in Code Interpreter/File Search/Web Search, managing stateful conversations, implementing background processing for long tasks, or migrating from Chat Completions to gain polymorphic outputs and server-side tools.

majiayu000 Bundle

Redis semantic caching for LLM applications. Use when implementing vector similarity caching, optimizing LLM costs through cached responses, or building multi-level cache hierarchies.

majiayu000 Bundle

Create, manage, and cleanup git worktrees with Claude Code agents across all projects. USE THIS SKILL when user says "create worktree", "spin up worktrees", "new worktree for X", "worktree status", "cleanup worktrees", or wants parallel development branches. Handles worktree creation, dependency installation, validation, agent launching in Ghostty, and global registry management.

majiayu000 Bundle

Query and analyze Turkish electricity market prices including MCP (PTF/Piyasa Takas Fiyatı), SMP (SMF/Sistem Marjinal Fiyatı), WAP (Ağırlıklı Ortalama Fiyat), and imbalance prices. Use when asking abo

majiayu000 Bundle

Execute the complete experimental workflow - model optimization followed by evaluation - for all runs in a scaffolded experiment. Use after scaffold-experiment to submit jobs to SLURM.

majiayu000 Bundle

Add text labels to OpenSCAD 3D models using BOSL2's face/anchor system and specialized labeling libraries. Use when you need to label model faces, add part numbers, create dimension annotations, or wrap text on curved surfaces. Triggers on "label this model", "add text to face", "how do I label in OpenSCAD", "text on cylinder", "attach text to TOP face", or "install text libraries". Works with .scad files, BOSL2, text_on_OpenSCAD, attachable_text3d, and Write.scad libraries.

majiayu000 Bundle

One lifecycle for Lambda repos: choose a bd task, start work, land the PR, and watch GitHub via Dumbwaiter MCP until it merges.

majiayu000 Bundle

Schedule swap workflow expertise for faculty and resident shift exchanges. Use when processing swap requests, finding compatible matches, or resolving scheduling conflicts. Integrates with swap auto-matcher and MCP tools.

majiayu000 Bundle

Create new Agent Skills for GitHub Copilot from prompts or by duplicating this template. Use when asked to "create a skill", "make a new skill", "scaffold a skill", or when building specialized AI capabilities with bundled resources. Generates SKILL.md files with proper frontmatter, directory structure, and optional scripts/references/assets folders.

majiayu000 Bundle

QCSD Ideation phase swarm for Quality Criteria sessions using HTSM v6.3, Risk Storming, and Testability analysis before development begins. Uses 5-tier browser cascade: Vibium → agent-browser → Playwright+Stealth → WebFetch → WebSearch-fallback.

majiayu000 Bundle

Canonical Claude Code authoring kit covering Skills, sub-agents, plugins, slash commands, hooks, memory, settings, sandboxing, headless mode, and advanced agent patterns. Use when creating Claude Code extensions or configuring Claude Code features.

majiayu000 Bundle

LLM Integration SKILL

majiayu000 Bundle

Design threat mitigation, input validation, and secure execution. Use when: sdd-design assigns Security Considerations section. Triggers: "security design", "threat model", "input validation", "xss prevention"

majiayu000 Bundle

Guidance for selecting appropriate AI model (sonnet vs haiku) based on task complexity, reasoning requirements, and performance needs. Use when implementing agents or justifying model selection.

majiayu000 Bundle

Analyze and improve the improvement process. Use for detecting regressions and meta-optimization.

majiayu000 Bundle

Create or modify evaluations for MCP Server(s). Use whenever you are tasked with changed MCP evals.

majiayu000 Bundle

AI-friendly documentation generation for Java services following RFC-37 standards. Covers documentation structure, templates, change detection, and RAG optimization. Use when generating or updating service documentation.

majiayu000 Bundle

Generate hierarchical AGENTS.md structure for codebases to optimize AI agent token usage. Use when creating AGENTS.md files, documenting codebase structure, setting up agent guidance, organizing project documentation for AI tools, implementing JIT indexing, or working with monorepos that need lightweight root guidance with detailed sub-folder documentation. Covers repository analysis, root AGENTS.md generation, sub-folder AGENTS.md creation, and token-efficient documentation patterns.

majiayu000 Bundle

MCP 1.0+ Custom Server Development with FastMCP Framework

majiayu000 Bundle

Delegate tasks to external LLM services (Gemini, Qwen) with quota, logging, and error handling.

majiayu000 Bundle

Techniques for ensuring LLM responses adhere to strict JSON schemas, utilizing Pydantic models, JSON mode, and schema-based refusals. Triggers: structured-output, pydantic, json-schema, json-mode, llm

majiayu000 Bundle

Minimize token usage through conservative prompting, work delegation, and quota tracking. Triggers: token usage, quota, token limits, prompt size, token conservation, usage tracking, delegation, context compression, token budget Use when: session starts (mandatory), prompt sizes spike, tool calls increase, before long-running analyses or massive context loads DO NOT use when: context-optimization already handles the scenario. DO NOT use when: simple queries with minimal context. Use this skill at the START of every session. This is MANDATORY for quota management.

majiayu000 Bundle

マーティン・ファウラーのPofEAAに基づくトランザクションスクリプトパターンを専門とするスキル。 シンプルなビジネスロジックを手続き型で組織化し、CRUDベースのアプリケーション開発を効率化します。 Anchors: • Patterns of Enterprise Application Architecture (Martin Fowler) / 適用: パターン定義と適用条件 / 目的: 適切なパターン選択 • Designing Data-Intensive Applications (Martin Kleppmann) / 適用: データモデリング / 目的: 手続き型アプローチの妥当性検証 Trigger: Use when implementing simple business logic, CRUD operations, building quick prototypes, or when domain model overhead is not justified. transaction script, executor pattern, procedural business logic, simple CRUD, PofEAA

majiayu000 Bundle

Use when creating new memories to check for duplicates first, when discovering outdated information that should be marked obsolete, when new decisions supersede old ones, or when building connections between related knowledge in Forgetful MCP (mcp__forgetful__* tools).

majiayu000 Bundle

Consolidates ephemeral LLM-generated markdown files into permanent documentation. Triggers: consolidate docs, untracked reports, ephemeral files, git cleanup, report consolidation, knowledge extraction, REPORT.md files, ANALYSIS.md files Use when: you have untracked *_REPORT.md or *_ANALYSIS.md files, git status shows markdown artifacts that shouldn't be committed, preparing PR and need to clean up working artifacts, preserving insights from code reviews DO NOT use when: files are already in docs/ or skills/ locations. DO NOT use when: files are intentionally temporary scratch notes. DO NOT use when: source files have no extractable value. Merges valuable content into permanent documentation, then deletes source files.