II.
SkillArea overview
Reference · liveskill-area:prompt-engineering
Prompt Engineering overview
Prompt design for LLMs — system/user roles, few-shot patterns, structured output, and prompt evaluation.
Attributes
displayName
Prompt Engineering
description
Prompt design for LLMs — system/user roles, few-shot patterns,
structured output, and prompt evaluation.
domains
expertiseLevels
- novice
- intermediate
- expert
Outgoing edges
applies_to1
- specialization:ai-agents-conversational·Specialization
prerequisite_for_learning6
- skill-area:autonomous-research-engineering·SkillAreaAutonomous Research Engineering
- skill-area:autonomous-coding-engagement·SkillAreaAutonomous Coding Engagement
- skill-area:deep-web-research·SkillAreaDeep Web Research
- skill-area:multi-app-orchestration·SkillAreaMulti-App Orchestration
- skill-area:closed-book-frontier-reasoning·SkillAreaClosed-Book Frontier Reasoning
- skill-area:visual-pattern-induction·SkillAreaVisual Pattern Induction
Incoming edges
covers1
- benchmark:promptbench·BenchmarkPromptBench
lib_requires_skill_area195
- lib-agent:shared--code-generator·LibraryAgentcode-generator
- lib-agent:shared--code-reviewer·LibraryAgentcode-reviewer
- lib-agent:shared--deployment-engineer·LibraryAgentdeployment-engineer
- lib-agent:shared--feature-planner·LibraryAgentfeature-planner
- lib-agent:shared--progress-streamer·LibraryAgentprogress-streamer
- lib-agent:shared--test-runner·LibraryAgenttest-runner
- lib-agent:shared--worktree-manager·LibraryAgentworktree-manager
- lib-agent:shared--analyst·LibraryAgentanalyst
- lib-agent:shared--architect·LibraryAgentarchitect
- lib-agent:shared--bmad-master·LibraryAgentbmad-master
- lib-agent:shared--developer·LibraryAgentdeveloper
- lib-agent:shared--product-manager·LibraryAgentproduct-manager
- lib-agent:shared--qa-engineer·LibraryAgentqa-engineer
- lib-agent:shared--scrum-master·LibraryAgentscrum-master
- lib-agent:shared--solo-dev·LibraryAgentsolo-dev
- lib-agent:shared--tech-writer·LibraryAgenttech-writer
- lib-agent:shared--ux-designer·LibraryAgentux-designer
- lib-agent:shared--bug-investigator·LibraryAgentbug-investigator
- lib-agent:shared--cc10x-router·LibraryAgentcc10x-router
- lib-agent:shared--code-reviewer·LibraryAgentcode-reviewer
- lib-agent:shared--component-builder·LibraryAgentcomponent-builder
- lib-agent:shared--github-researcher·LibraryAgentgithub-researcher
- lib-agent:shared--integration-verifier·LibraryAgentintegration-verifier
- lib-agent:shared--planner·LibraryAgentplanner
- lib-agent:shared--silent-failure-hunter·LibraryAgentsilent-failure-hunter
- lib-agent:shared--api-developer·LibraryAgentapi-developer
- lib-agent:shared--architect·LibraryAgentarchitect
- lib-agent:shared--database-engineer·LibraryAgentdatabase-engineer
- lib-agent:shared--documentation-writer·LibraryAgentdocumentation-writer
- lib-agent:shared--product-planner·LibraryAgentproduct-planner
- lib-agent:shared--project-tracker·LibraryAgentproject-tracker
- lib-agent:shared--task-analyst·LibraryAgenttask-analyst
- lib-agent:shared--test-engineer·LibraryAgenttest-engineer
- lib-agent:shared--ui-developer·LibraryAgentui-developer
- lib-agent:shared--architecture-reviewer·LibraryAgentarchitecture-reviewer
- lib-agent:shared--code-review-coordinator·LibraryAgentcode-review-coordinator
- lib-agent:shared--performance-analyst·LibraryAgentperformance-analyst
- lib-agent:shared--research-coordinator·LibraryAgentresearch-coordinator
- lib-agent:shared--security-analyst·LibraryAgentsecurity-analyst
- lib-agent:shared--spec-architect·LibraryAgentspec-architect
- lib-agent:shared--testing-specialist·LibraryAgenttesting-specialist
- lib-agent:shared--triage-specialist·LibraryAgenttriage-specialist
- lib-agent:shared--framework-builder·LibraryAgentframework-builder
- lib-agent:shared--intelligence-analyst·LibraryAgentintelligence-analyst
- lib-agent:shared--knowledge-curator·LibraryAgentknowledge-curator
- lib-agent:shared--meeting-analyst·LibraryAgentmeeting-analyst
- lib-agent:shared--reflection-coach·LibraryAgentreflection-coach
- lib-agent:shared--role-advisor·LibraryAgentrole-advisor
- lib-agent:shared--team-synthesizer·LibraryAgentteam-synthesizer
- lib-agent:shared--vault-architect·LibraryAgentvault-architect
- lib-agent:shared--architect·LibraryAgentarchitect
- lib-agent:shared--build-resolver·LibraryAgentbuild-resolver
- lib-agent:shared--code-reviewer·LibraryAgentcode-reviewer
- lib-agent:shared--e2e-runner·LibraryAgente2e-runner
- lib-agent:shared--planner·LibraryAgentplanner
- lib-agent:shared--refactor-cleaner·LibraryAgentrefactor-cleaner
- lib-agent:shared--security-reviewer·LibraryAgentsecurity-reviewer
- lib-agent:shared--tdd-guide·LibraryAgenttdd-guide
- lib-agent:shared--crew-lead·LibraryAgentcrew-lead
- lib-agent:shared--deacon·LibraryAgentdeacon
- lib-agent:shared--mayor·LibraryAgentmayor
- lib-agent:shared--polecat·LibraryAgentpolecat
- lib-agent:shared--refinery·LibraryAgentrefinery
- lib-agent:shared--witness·LibraryAgentwitness
- lib-agent:shared--gsd-codebase-mapper·LibraryAgentgsd-codebase-mapper
- lib-agent:shared--gsd-debugger·LibraryAgentgsd-debugger
- lib-agent:shared--gsd-executor·LibraryAgentgsd-executor
- lib-agent:shared--gsd-integration-checker·LibraryAgentgsd-integration-checker
- lib-agent:shared--gsd-phase-researcher·LibraryAgentgsd-phase-researcher
- lib-agent:shared--gsd-plan-checker·LibraryAgentgsd-plan-checker
- lib-agent:shared--gsd-planner·LibraryAgentgsd-planner
- lib-agent:shared--gsd-project-researcher·LibraryAgentgsd-project-researcher
- lib-agent:shared--gsd-research-synthesizer·LibraryAgentgsd-research-synthesizer
- lib-agent:shared--gsd-roadmapper·LibraryAgentgsd-roadmapper
- lib-agent:shared--gsd-verifier·LibraryAgentgsd-verifier
- lib-agent:shared--architect·LibraryAgentarchitect
- lib-agent:shared--code-reviewer·LibraryAgentcode-reviewer
- lib-agent:shared--coder·LibraryAgentcoder
- lib-agent:shared--hotfix-specialist·LibraryAgenthotfix-specialist
- lib-agent:shared--knowledge-curator·LibraryAgentknowledge-curator
- lib-agent:shared--maintenance-engineer·LibraryAgentmaintenance-engineer
- lib-agent:shared--product-manager·LibraryAgentproduct-manager
- lib-agent:shared--test-engineer·LibraryAgenttest-engineer
- lib-agent:shared--architect·LibraryAgentarchitect
- lib-agent:shared--code-reviewer·LibraryAgentcode-reviewer
- lib-agent:shared--coder·LibraryAgentcoder
- lib-agent:shared--cto·LibraryAgentcto
- lib-agent:shared--designer·LibraryAgentdesigner
- lib-agent:shared--issue-orchestrator·LibraryAgentissue-orchestrator
- lib-agent:shared--pr-shepherd·LibraryAgentpr-shepherd
- lib-agent:shared--product-manager·LibraryAgentproduct-manager
- lib-agent:shared--researcher·LibraryAgentresearcher
- lib-agent:shared--security-auditor·LibraryAgentsecurity-auditor
- lib-agent:shared--security-design·LibraryAgentsecurity-design
- lib-agent:shared--swarm-coordinator·LibraryAgentswarm-coordinator
- lib-agent:shared--context-monitor·LibraryAgentcontext-monitor
- lib-agent:shared--file-checker·LibraryAgentfile-checker
- lib-agent:shared--memory-curator·LibraryAgentmemory-curator
- lib-agent:shared--plan-reviewer·LibraryAgentplan-reviewer
- lib-agent:shared--spec-guard·LibraryAgentspec-guard
- lib-agent:shared--tdd-enforcer·LibraryAgenttdd-enforcer
- lib-agent:shared--unified-reviewer·LibraryAgentunified-reviewer
- lib-agent:shared--completion-verifier·LibraryAgentcompletion-verifier
- lib-agent:shared--error-analyst·LibraryAgenterror-analyst
- lib-agent:shared--execution-monitor·LibraryAgentexecution-monitor
- lib-agent:shared--findings-curator·LibraryAgentfindings-curator
- lib-agent:shared--plan-architect·LibraryAgentplan-architect
- lib-agent:shared--session-manager·LibraryAgentsession-manager
- lib-agent:shared--code-reviewer·LibraryAgentcode-reviewer
- lib-agent:shared--debugger·LibraryAgentdebugger
- lib-agent:shared--file-finder·LibraryAgentfile-finder
- lib-agent:shared--security-reviewer·LibraryAgentsecurity-reviewer
- lib-agent:shared--test-runner·LibraryAgenttest-runner
- lib-agent:shared--verifier·LibraryAgentverifier
- lib-agent:shared--web-researcher·LibraryAgentweb-researcher
- lib-agent:shared--adaptive-queen·LibraryAgentadaptive-queen
- lib-agent:shared--architect·LibraryAgentarchitect
- lib-agent:shared--coder·LibraryAgentcoder
- lib-agent:shared--optimizer·LibraryAgentoptimizer
- lib-agent:shared--reviewer·LibraryAgentreviewer
- lib-agent:shared--security-auditor·LibraryAgentsecurity-auditor
- lib-agent:shared--strategic-queen·LibraryAgentstrategic-queen
- lib-agent:shared--swarm-coordinator·LibraryAgentswarm-coordinator
- lib-agent:shared--tactical-queen·LibraryAgenttactical-queen
- lib-agent:shared--tester·LibraryAgenttester
- lib-agent:shared--consistency-analyzer·LibraryAgentconsistency-analyzer
- lib-agent:shared--constitution-architect·LibraryAgentconstitution-architect
- lib-agent:shared--implementation-engineer·LibraryAgentimplementation-engineer
- lib-agent:shared--quality-auditor·LibraryAgentquality-auditor
- lib-agent:shared--specification-writer·LibraryAgentspecification-writer
- lib-agent:shared--task-analyst·LibraryAgenttask-analyst
- lib-agent:shared--technical-planner·LibraryAgenttechnical-planner
- lib-agent:shared--code-quality-reviewer·LibraryAgentcode-quality-reviewer
- lib-agent:shared--code-reviewer·LibraryAgentcode-reviewer
- lib-agent:shared--implementer·LibraryAgentimplementer
- lib-agent:shared--spec-reviewer·LibraryAgentspec-reviewer
- lib-agent:ai-agents-conversational--cot-reasoning-expert·LibraryAgentcot-reasoning-expert
- lib-agent:ai-agents-conversational--few-shot-curator·LibraryAgentfew-shot-curator
- lib-agent:ai-agents-conversational--persona-designer·LibraryAgentpersona-designer
- lib-agent:ai-agents-conversational--prompt-optimizer·LibraryAgentprompt-optimizer
- lib-agent:ai-agents-conversational--system-prompt-engineer·LibraryAgentsystem-prompt-engineer
- lib-agent:arts-culture--visual-director-agent·LibraryAgentvisual-director-agent
- lib-agent:arts-culture--lyricist-agent·LibraryAgentlyricist-agent
- lib-agent:arts-culture--music-producer-agent·LibraryAgentmusic-producer-agent
- lib-agent:arts-culture--visual-director-agent·LibraryAgentvisual-director-agent
- lib-process:shared--automaker-agent-execution·LibraryProcessmethodologies/automaker/automaker-agent-execution
- lib-process:shared--automaker-orchestrator·LibraryProcessmethodologies/automaker/automaker-orchestrator
- lib-process:shared--base44·LibraryProcessmethodologies/base44
- lib-process:shared--bmad-document-project·LibraryProcessmethodologies/bmad-method/bmad-document-project
- lib-process:shared--bmad-party-mode·LibraryProcessmethodologies/bmad-method/bmad-party-mode
- lib-process:shared--build-realtime-remediation·LibraryProcessmethodologies/build-realtime-remediation
- lib-process:shared--cog-knowledge-capture·LibraryProcessmethodologies/cog-second-brain/cog-knowledge-capture
- lib-process:shared--cog-orchestrator·LibraryProcessmethodologies/cog-second-brain/cog-orchestrator
- lib-process:shared--cog-reflection-synthesis·LibraryProcessmethodologies/cog-second-brain/cog-reflection-synthesis
- lib-process:shared--cog-vault-management·LibraryProcessmethodologies/cog-second-brain/cog-vault-management
- lib-process:shared--consensus-and-voting-mechanisms·LibraryProcessmethodologies/consensus-and-voting-mechanisms
- lib-process:shared--ecc-multi-service·LibraryProcessmethodologies/everything-claude-code/ecc-multi-service
- lib-process:shared--gastown-merge-queue·LibraryProcessmethodologies/gastown/gastown-merge-queue
- lib-process:shared--gastown-orchestrator·LibraryProcessmethodologies/gastown/gastown-orchestrator
- lib-process:shared--gastown-patrol·LibraryProcessmethodologies/gastown/gastown-patrol
- lib-process:shared--iterative-convergence·LibraryProcessgsd/iterative-convergence
- lib-process:shared--quick·LibraryProcessgsd/quick
- lib-process:shared--maestro-hotfix·LibraryProcessmethodologies/maestro/maestro-hotfix
- lib-process:shared--maestro-knowledge-graph·LibraryProcessmethodologies/maestro/maestro-knowledge-graph
- lib-process:shared--maestro-maintenance·LibraryProcessmethodologies/maestro/maestro-maintenance
- lib-process:shared--metaswarm-knowledge-cycle·LibraryProcessmethodologies/metaswarm/metaswarm-knowledge-cycle
- lib-process:shared--metaswarm-pr-shepherd·LibraryProcessmethodologies/metaswarm/metaswarm-pr-shepherd
- lib-process:shared--metaswarm-swarm-coordinator·LibraryProcessmethodologies/metaswarm/metaswarm-swarm-coordinator
- lib-process:shared--plan-and-execute·LibraryProcessmethodologies/plan-and-execute
- lib-process:shared--ruflo-swarm-coordination·LibraryProcessmethodologies/ruflo/ruflo-swarm-coordination
- lib-process:shared--ruflo-task-routing·LibraryProcessmethodologies/ruflo/ruflo-task-routing
- lib-process:shared--requesting-code-review·LibraryProcessmethodologies/superpowers/requesting-code-review
- lib-process:shared--superpowers-workflow·LibraryProcessmethodologies/superpowers/superpowers-workflow
- lib-process:shared--using-superpowers·LibraryProcessmethodologies/superpowers/using-superpowers
- lib-process:shared--top-down·LibraryProcessmethodologies/top-down
- lib-process:media--image-generation·LibraryProcessspecializations/media/image-generation
- lib-process:media--music-generation·LibraryProcessspecializations/media/music-generation
- lib-process:meta--agent-creation·LibraryProcessmeta/agent-creation
- lib-process:meta--skill-creation·LibraryProcessmeta/skill-creation
- lib-process:meta--specialization-creation·LibraryProcessmeta/specialization-creation
- lib-skill:ai-agents-conversational--chain-of-thought-prompts·LibrarySkillchain-of-thought-prompts
- lib-skill:ai-agents-conversational--constitutional-ai-prompts·LibrarySkillconstitutional-ai-prompts
- lib-skill:ai-agents-conversational--few-shot-example-gen·LibrarySkillfew-shot-example-gen
- lib-skill:ai-agents-conversational--guardrails-ai-setup·LibrarySkillguardrails-ai-setup
- lib-skill:ai-agents-conversational--prompt-compression·LibrarySkillprompt-compression
- lib-skill:ai-agents-conversational--prompt-template-design·LibrarySkillprompt-template-design
- lib-skill:ai-agents-conversational--rag-query-transformation·LibrarySkillrag-query-transformation
- lib-skill:arts-culture--dialogue-crafting·LibrarySkilldialogue-crafting
- lib-skill:arts-culture--storyboard-prompting·LibrarySkillstoryboard-prompting
- lib-skill:arts-culture--video-prompt-engineering·LibrarySkillvideo-prompt-engineering
- lib-skill:arts-culture--cover-art-prompting·LibrarySkillcover-art-prompting
- lib-skill:arts-culture--lyric-writing·LibrarySkilllyric-writing
- lib-skill:arts-culture--music-prompt-engineering·LibrarySkillmusic-prompt-engineering
- lib-skill:arts-culture--style-specification·LibrarySkillstyle-specification
- lib-skill:arts-culture--vocal-direction·LibrarySkillvocal-direction
prerequisite_for_learning1
- skill-area:ai-agent-development·SkillAreaAI Agent Development
requires_expertise7
- responsibility:ai-agent-adoption-strategy·Responsibility
- responsibility:ai-safety-guardrails·Responsibility
- responsibility:ai-knowledge-sharing·ResponsibilityAI Knowledge Sharing
- responsibility:prompt-quality-assurance·ResponsibilityPrompt quality assurance
- role:ai-champion·RoleAI Champion
- role:ml-engineer-convergent·RoleML Engineer
- role:prompt-engineer·RolePrompt Engineer
requires_skill_area30
- skill-area:llm-summarization-qa·SkillAreaLLM-based Summarization and QA
- skill-area:prompt-instruction-tuning-agents·SkillAreaPrompt and Instruction Tuning for Agents
- stack-profile:agentic-rag·StackProfileAgentic RAG Stack (LlamaIndex, ChromaDB, LangChain, FastAPI, React)
- stack-profile:ai-code-review-pipeline·StackProfile
- stack-profile:autonomous-agent-fleet·StackProfile
- stack-profile:prompt-engineering-workbench·StackProfilePrompt Engineering Workbench (TypeScript, React, PostgreSQL, LLM APIs, Redis)
- stack-profile:ai-safety-guardrails·StackProfileAI Safety / Guardrails Stack (Python, OPA, FastAPI, Redis, Prometheus)
- stack-profile:ai-agent-stack·StackProfileAI Agent Stack (LLM, Vector DB, Orchestration, Memory)
- workflow:rag-pipeline-evaluation·WorkflowRAG Pipeline Evaluation
- workflow:ai-content-moderation-review·WorkflowAI Content Moderation Review
- workflow:ai-agent-adoption-rollout·WorkflowAI Agent Adoption Rollout
- workflow:ai-safety-guardrail-maintenance·WorkflowAI Safety Guardrail Maintenance
- workflow:ai-knowledge-sharing·WorkflowAI Knowledge Sharing
- workflow:ai-pair-programming-governance·WorkflowAI Pair-Programming Governance
- workflow:copilot-usage-review·WorkflowCopilot Usage Review
- workflow:llm-cost-optimization·WorkflowLLM Cost Optimization
- workflow:community-moderation-cycle·WorkflowCommunity Moderation Cycle
- workflow:ai-powered-product-feature-review·WorkflowAI-Powered Product Feature Review
- workflow:voice-of-customer-synthesis·WorkflowVoice of Customer Synthesis
- workflow:inclusive-hiring-audit·WorkflowInclusive Hiring Audit
- workflow:internal-hackathon·WorkflowInternal Hackathon
- workflow:ai-inference-cost-review·WorkflowAI Inference Cost Review
- workflow:prompt-regression-testing·WorkflowPrompt Regression Testing
- workflow:llm-eval-pipeline·WorkflowLLM Evaluation Pipeline
- workflow:support-tooling-review·WorkflowSupport Tooling Review
- workflow:support-queue-triage-automation·WorkflowSupport Queue Triage Automation
- workflow:support-chatbot-performance-review·WorkflowSupport Chatbot Performance Review
- workflow:ai-agent-adoption-rollout·WorkflowAI Agent Adoption Rollout
- workflow:ai-safety-guardrail-maintenance·WorkflowAI Safety Guardrail Maintenance
- workflow:ai-knowledge-sharing·WorkflowAI Knowledge Sharing