AI & ML

majiayu000 Bundle

Install and configure the shadcn MCP server for Codex. Use when a user asks to enable shadcn/ui MCP tools, set up the shadcn MCP server in Codex, or troubleshoot shadcn MCP startup.

majiayu000 Bundle

Decision guide for choosing the right specialized agent for each task type

majiayu000 Bundle

Critic agent that reviews pattern code for violations of documented rules, gotchas, and anti-patterns. Produces categorized checklist output with [PASS]/[FAIL] for each rule.

majiayu000 Bundle

Skillz is an MCP server that turns Claude-style skills (SKILL.md files plus optional resources) into callable tools for any MCP client. It discovers each skill, exposes instructions and resources, and

majiayu000 Bundle

Use when user mentions 'climpt' or 'climpt-agent', or gives project-specific instructions where general knowledge is insufficient. Climpt provides pre-configured prompts tailored to the project's workflow.

majiayu000 Bundle

Expert error coordinator specializing in distributed error handling, failure recovery, and system resilience. Masters error correlation, cascade prevention, and automated recovery strategies across multi-agent systems with focus on minimizing impact and learning from failures.

majiayu000 Bundle

Meta-skill for internal codebase exploration at varying depths (quick/deep/architecture)

majiayu000 Bundle

Build, run, test, and debug GrooveTech apps (Orchestrator, Pfizer, GMP, Media Server). Use gj commands - never construct xcodebuild commands manually.

majiayu000 Bundle

Code standards and templates for Django models, views, forms, templates, and URLs in this World of Darkness application. Use when creating new models (characters, items, locations), implementing reference/lookup models (factions, clans, disciplines), building CRUD views, designing forms, setting up URL patterns, or ensuring gameline consistency. Triggers on file creation/editing in characters/, items/, locations/ apps or when implementing polymorphic inheritance patterns.

majiayu000 Bundle

Use when starting a session on a project, returning after time away, or before making significant changes. Essential for building comprehensive understanding of project state through total recall and deep exploration.

majiayu000 Bundle

Build a live MotherDuck dashboard as a Dive. Use when composing one shareable KPI, trend, and breakdown story over existing MotherDuck data, especially when the result should stay a saved workspace artifact rather than a full application.

majiayu000 Bundle

Init phase skill. Creates plan directory, request.md, references, and status. Complete initialization in a single agent call.

majiayu000 Bundle

This skill should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description", "agent examples", "agent tools", "agent colors", "autonomous agent", or needs guidance on agent structure, system prompts, triggering conditions, or agent development best practices for Claude Code plugins.

majiayu000 Bundle

Build tools that agents can use effectively, including architectural reduction patterns. Use when creating new tools for agent systems, debugging tool-related failures or misuse, or optimizing existing tool sets for better agent performance.

majiayu000 Bundle

Train AI learning plugins with AgentDB's 9 reinforcement learning algorithms including Decision Transformer, Q-Learning, SARSA, Actor-Critic, PPO, and more. Build self-learning agents, implement RL, and optimize agent behavior through experience.

majiayu000 Bundle

Traditional software metrics (accuracy, F1) fail to capture the quality of LLM outputs. Evaluation frameworks like Ragas and DeepEval use "LLM-as-a-judge" to quantify subjective qualities like faithfu

majiayu000 Bundle

Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems.

majiayu000 Bundle

글로벌 정적 컨텍스트 파일의 인덱스를 제공합니다. 다른 스킬이나 에이전트가 정보를 찾을 때 먼저 참조해야 할 파일을 자연어 쿼리로 찾아줍니다. "내 정보", "보안 규칙" 등의 요청에 적절한 static 파일 경로를 반환합니다.

majiayu000 Bundle

Token-efficient code analysis via 5-layer stack (AST, Call Graph, CFG, DFG, PDG). 95% token savings.

majiayu000 Bundle

VR/AR development principles. Comfort, interaction, performance requirements.

majiayu000 Bundle

An advanced testing protocol that enforces TDD (Test Driven Development) and self-healing tests.

majiayu000 Bundle

Analyze an existing spec for inconsistencies, missing information, ambiguities, and structure issues. Use when user says "analyze spec", "review spec", "spec quality check", "validate requirements", "audit spec", or "check spec quality".

majiayu000 Bundle

Explore and investigate ideas before committing to a change. Trigger: When the orchestrator launches you to think through a feature, investigate the codebase, or clarify requirements.

majiayu000 Bundle

Master the art of creating effective AI agent personas for Jules. Learn how to design role-specific prompts that guide Jules to execute tasks with precision, following best practices, and maintaining project standards. Use when creating new Jules personas or improving existing ones.

majiayu000 Bundle

This sop guides the implementation of code tasks using test-driven development principles, following a structured Explore, Plan, Code, Commit workflow. It balances automation with user collaboration while adhering to existing package patterns and prioritizing readability and extensibility. The agent acts as a Technical Implementation Partner and TDD Coach - providing guidance, generating test cases and implementation code that follows existing patterns, avoids over-engineering, and produces idiomatic, modern code in the target language. Supports Python, Swift/iOS, and other languages.

majiayu000 Bundle

Differential gene expression analysis for bulk RNA-seq with PyDESeq2, including formulaic designs, Wald tests, FDR correction, LFC shrinkage, and result visualization.

majiayu000 Bundle

Stream-JSON chaining for multi-agent pipelines, data transformation, and sequential workflows

majiayu000 Bundle

Send implementation plan to Codex for critique and validation. Use PROACTIVELY after you produce a non-trivial plan (including after /plan mode) unless the user opts out, or when the user says review plan, codex plan review, or wants architectural feedback.

majiayu000 Bundle

Patterns and techniques for adding governance, safety, and trust controls to AI agent systems. Use this skill when: - Building AI agents that call external tools (APIs, databases, file systems) - Implementing policy-based access controls for agent tool usage - Adding semantic intent classification to detect dangerous prompts - Creating trust scoring systems for multi-agent workflows - Building audit trails for agent actions and decisions - Enforcing rate limits, content filters, or tool restrictions on agents - Working with any agent framework (PydanticAI, CrewAI, OpenAI Agents, LangChain, AutoGen)

majiayu000 Bundle

TOS-compliant approach to Discord security intelligence gathering.

majiayu000 Bundle

Use when creating new skills, editing existing skills, or verifying skills work before deployment

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

Create, fix, and validate skills for AI agents. Use when user says 'create a skill', 'build a skill', 'fix my skill', 'skill not working', 'analyze my skill', 'validate skill', 'audit my skills', 'check character budget', 'create a skill from this session', 'turn this into a skill', 'make this reusable', 'can this become a skill', 'should this be a skill', or asks for reusable patterns in the session.

majiayu000 Bundle

Expert performance monitor specializing in system-wide metrics collection, analysis, and optimization. Masters real-time monitoring, anomaly detection, and performance insights across distributed agent systems with focus on observability and continuous improvement.

majiayu000 Bundle

Multi-provider creative writing critique for Horus persona. Analyzes stories across four dimensions and returns structured feedback for iterative refinement.

majiayu000 Bundle

Step-by-step guidance for app builder.