three-layer-agent-stack
Use when building AI-powered products or agents, when raw model intelligence isn't enough to solve user problems, or when designing the architecture for agentic workflows
Use when building AI-powered products or agents, when raw model intelligence isn't enough to solve user problems, or when designing the architecture for agentic workflows
Systematic vulnerability finding, threat modeling, and attack surface analysis for AI/LLM security assessments
Single-skill vs multi-skill subagent architectures. Use when designing subagents.
Activate the Recursive Thought Committee multi-persona framework.
Orchestrate end-to-end processing of D&D session videos from upload through knowledge extraction. Use when the user wants a complete automated workflow to process a new session recording.
Conversation phases, topic drift, and convo-exit protocols
GitHub Copilot Skill ่ Agent ่จญ่จๆๅฐๆ่ฝ๏ผๅๅฉ้็ผ่ ่จญ่จ่ๅฏฆไฝ้ซๅ่ณช็ Skill ๅ Agent๏ผๅ ๅซๆถๆง่จญ่จใๆไฝณๅฏฆ่ธใๅทฅไฝๆต็จ่ฆๅ่ๅธธ่ฆๅๆจกๅผ่ญๅฅใ
Design computational models for cognitive simulation and analysis.
Create skills using the agentskills.io framework with init, validate, and package scripts. Use when users want to create distributable .skill packages, use the init_skill.py scaffolding, or follow the agentskills.io workflow with scripts, references, and assets directories.
Use when facing 3+ independent tasks that can be completed without shared state or dependencies - dispatches multiple agents to work concurrently on summarization, investigation, implementation, or analysis
ๆๅ๏ผๅๅปบ้ซ่ดจ้็ MCP๏ผๆจกๅไธไธๆๅ่ฎฎ๏ผๆๅกๅจ๏ผไฝฟ LLM ่ฝๅค้่ฟ็ฒพๅฟ่ฎพ่ฎก็ๅทฅๅ ทไธๅค้จๆๅกไบคไบใๅจๆๅปบ MCP ๆๅกๅจไปฅ้ๆๅค้จ API ๆๆๅกๆถไฝฟ็จ๏ผๆ ่ฎบๆฏ Python๏ผFastMCP๏ผ่ฟๆฏ Node/TypeScript๏ผMCP SDK๏ผใ
Create and scaffold new agent skills with proper structure, validation, and spec compliance. Use when building new skills from scratch.
Foundational Cypher (Neo4j) patterns covering graph pattern matching, MATCH/CREATE/MERGE/DELETE operations, relationships, path patterns, aggregation, filtering, and common graph query patterns. Use when writing Cypher queries, modeling graph data, or needing guidance on graph database operations. This is the entry point for Cypher development.
Expert knowledge for Technology Layer modeling in Documentation Robotics
Generates clean, runnable ROS 2, Gazebo, Isaac Sim, and VLA code for humanoid robotics
Tier escalation and human override cascade protocol for AI-to-Human governance bridge.
Create new Agent Skills with the proper directory structure and SKILL.md format. Use when the user wants to create a new skill or learn how to make one.
Recognize and mitigate context failures including lost-in-middle, context poisoning, distraction, confusion, and clash.
ใณใผใใฃใณใฐ็จใใญใณใใใๆ้ฉๅใปๆทปๅใใในใญใซใ ไปฅไธใฎ็ถๆณใงไฝฟ็จ: (1) ใฆใผใถใผใใใใฎใใญใณใใใๆนๅใใฆใใใใญใณใใใๆ้ฉๅใใฆใใจไพ้ ผใใๆ (2) ใฆใผใถใผใๆ็คบ็ใซใ/coding-prompt-optimizerใใๅฎ่กใใๆ (3) AIๅใใใญใณใใใฎๅ่ณชๆนๅใๆฑใใใใๆ
Craft effective prompts for Gemini image generation - MUST READ before any generate_image call
ๆบ่ฝๅณ็ญไฝๆถไฝฟ็จ subagent ๅค็ๅคๆไปปๅกใไปฃ็ ๆข็ดขใๆถๆ็่งฃใๅคๆๆ็ดขๆถไผๅ ไฝฟ็จ Task ๅทฅๅ ทๅฏๅจไธ้จ subagentใไฝฟ็จๅฝ่ฏทๆฑ '็่งฃไปฃ็ ๅบ'ใ'ๅๆๆถๆ'ใ'ๆข็ดขไปฃ็ 'ใ'ๆ็ดขๆๆ' ๆ '้ๆ' ๆถใ
Guide for creating or updating Agent Skills using the standardized SKILL.md specification, including naming rules, optional frontmatter fields, validation, packaging, and best practices for structuring scripts, references, and assets.