AI & ML

majiayu000 Bundle

Use gspace CLI and MCP tools for Google Workspace operations including Drive file management, Gmail, Docs, Sheets, Calendar, and Tasks with 40+ MCP tools available.

majiayu000 Bundle

Use when the user wants to stress-test a plan against the existing domain model and documented decisions. Grilling session that interviews the user one question at a time, sharpens fuzzy terminology inline, updates CONTEXT.md lazily, and offers ADRs sparingly under a 3-criteria gate. Reads docs/adr/ and CONTEXT.md if present.

majiayu000 Bundle

Creates a structured wave execution plan with role-based assignment after user alignment. Decomposes agreed tasks into configurable waves (default 5) with optimal agent assignment, dependency ordering, and inter-wave checkpoints. Activated by session-start after Q&A phase completes.

majiayu000 Bundle

Plan and create SpecWeave increments with PM and Architect agent collaboration. Use when starting new features, hotfixes, bugs, or any development work that needs specification and task breakdown. Creates spec.md, plan.md, tasks.md with proper AC-IDs and living docs integration.

majiayu000 Bundle

Recall prior work from past sessions — how a bug was fixed, what was decided, where a pattern lives. Use when asked 'have we done this before' or 'how did I fix X' in Elixir/Phoenix work. ccrider MCP when available, else git + solution docs.

majiayu000 Bundle

Wind/Wall/Door multi-perspective debate orchestration using debate-hall-mcp tools. Use when facilitating structured debates, architectural decisions, or multi-perspective analysis.

majiayu000 Bundle

Expert in Retrieval-Augmented Generation systems - knowledge bases, chunking strategies, embedding optimization, and production RAG architectures

majiayu000 Bundle

Create, load, or summarize tasks via Graphiti MCP; triggers on 'tasks', 'list tasks', 'add task', usable by any model (Claude, Gemini).

majiayu000 Bundle

Use when local resource pressure would shrink or coordinator-direct a wave, a wave plan carries heavy build/test/audit roles (test, ui, perf), or the operator says offload, remote host, or auslagern — reference for routing that wave role to a declared SSH-reachable host instead of reducing agent count

majiayu000 Bundle

Multi-agent spec review with parallel Claude/OpenCode reviewers. Use after spec-create or standalone via /spec.review.

majiayu000 Bundle

Implementation agent that executes a single task and creates handoff on completion

majiayu000 Bundle

Claude Code CLI commands, flags, headless mode, and automation patterns

majiayu000 Bundle

Intent-based specification tests evaluated by LLM-as-judge. Use when the user asks to "create spec tests", "write intent tests", "TDD with intent", "natural language tests", or wants tests that capture WHY, not just WHAT. NOT pytest/jest/unittest - natural language specs Claude evaluates.

majiayu000 Bundle

Agent Skill: DDEV setup for TYPO3 extension development. Use when setting up local dev environment or multi-version testing (11.5/12.4/13.4/14.0). By Netresearch.

majiayu000 Bundle

Switch the agent's model at runtime and restart. Use when the user asks to change models (e.g., "switch to kimi", "use opus", "go cheaper"), or when the agent decides a different model is better for the current workload.

majiayu000 Bundle

My Personal AI System

majiayu000 Bundle

Initialize session as ORCHESTRATOR agent with multi-agent coordination capability. Use for complex tasks requiring parallel agent spawning and result synthesis.

majiayu000 Bundle

Generates production-ready n8n 2.0+ workflow JSON with nodes, connections, AI agents, RAG pipelines, Task Runners, MCP clients, and validation. Use when building workflow automations, scaffolding LangChain agents with tools/memory, implementing RAG retrieval systems, or converting requirements to n8n JSON.

majiayu000 Bundle

Comprehensive guide for LLM safety and guardrails implementation.

majiayu000 Bundle

Selects optimal sources for tool calls, balancing accuracy with token cost. Use before research tasks or when deciding whether a claim needs verification.

majiayu000 Bundle

Generate post-run analysis reports for batch processing jobs. Analyzes manifests, timings, and failures to produce comprehensive markdown reports. Optionally sends to agent-inbox for cross-project communication.

majiayu000 Bundle

Add a new field to an existing entity/model with related service and endpoint updates

majiayu000 Bundle

Semantic codebase search, code indexing, and prompt enhancement via standalone CLI. Use when: (1) Semantic code search with natural language queries, (2) Code indexing for remote codebase retrieval, (3) Prompt enhancement with codebase context, (4) Before grep/find/glob operations for better accuracy, (5) Complex requirements clarification, (6) Large codebase navigation. Triggers: "search context", "enhance prompt", "find code that", "index project", "clarify requirements". IMPORTANT: Always use ace-tool BEFORE grep/find/glob for semantic-level code location.

majiayu000 Bundle

Threat modeling methodologies (STRIDE, DREAD, PASTA, attack trees) for secure architecture design. Use when planning new systems, reviewing architecture security, identifying threats, or assessing ris

majiayu000 Bundle

DART model loading - URDF, SDF, MJCF, SKEL parsers and dart::io unified API

majiayu000 Bundle

Guidance on selecting and configuring supported model architectures like Llama 4, DeepSeek-R1, and Qwen3. Triggers: llama 4, deepseek-r1, qwen3, gemma 3, model selection, instruct vs base.

majiayu000 Bundle

This skill focuses on comprehensive evaluation of machine learning models across the entire ML lifecycle. It covers metric selection, validation strategies, fairness assessment, training debugging, hyperparameter tuning, LLM evaluation, A/B testing, and production monitoring for ensuring model quality and reliability.

majiayu000 Bundle

Configure which host directories agent containers can access. View, add, or remove mount allowlist entries. Triggers on "mounts", "mount allowlist", "agent access to directories", "container mounts".

majiayu000 Bundle

Data format specialist covering TOON encoding, JSON/YAML optimization, serialization patterns, and data validation for modern applications. Use when optimizing data for LLM transmission, implementing high-performance serialization, validating data schemas, or converting between data formats.

majiayu000 Bundle

Convert Synnovator data schema to OpenAPI 3.0 specification. Use when: (1) Need to generate REST API spec from Synnovator's content types and relations (2) Preparing input for api-builder skill to scaffold backend code (3) Want standardized, RESTful API design from the Synnovator data model Triggers: "generate openapi", "create api spec", "convert schema to openapi", "prepare for api-builder", "generate REST API from synnovator"

majiayu000 Bundle

Measure model performance on test datasets. Use when assessing accuracy, precision, recall, and other metrics.

majiayu000 Bundle

Delegate tasks to external LLM services (Gemini, Qwen) with quota, logging, and error handling. Triggers: delegate task, external LLM, gemini, qwen, large context, offload Use when: tasks exceed context window or need cheaper processing DO NOT use when: task requires Claude's reasoning.

majiayu000 Bundle

Build with Claude Messages API using structured outputs (v0.69.0+, Nov 2025) for guaranteed JSON schema validation. Covers prompt caching (90% savings), streaming SSE, tool use, model deprecations (3.5/3.7 retired Oct 2025). Use when: building chatbots/agents with validated JSON responses, or troubleshooting rate_limit_error, structured output validation, prompt caching not activating, streaming SSE parsing.

majiayu000 Bundle

Identify stale and empty Claude Code sessions in the Agent Monitor and explain the cleanup endpoint (POST /api/settings/cleanup), always showing the exact list of what WOULD be removed before anything is deleted. Cleanup permanently deletes data, so this skill previews first and requires explicit user confirmation. Use when tidying the monitoring database.

majiayu000 Bundle

Use when you need to generate an AGENTS.md file for a Java repository — covering project conventions, tech stack, file structure, commands, Git workflow, and contributor boundaries — through a modular, step-based interactive process that adapts to your specific project needs. This should trigger for requests such as Create AGENTS.md; Update AGENTS.md file; Add agent instructions. Part of cursor-rules-java project

majiayu000 Bundle

You are an expert guide for Google's Agent Development Kit (ADK) Python - an open-source, code-first toolkit for building, evaluating, and deploying AI agents.