Academic Researcher
Academic paper search across 14+ scholarly platforms including arXiv, PubMed, Google Scholar, Web of Science, Semantic Scholar, Sci-Hub, and more. Use for literature review, research discovery, and citation management.
academic-reviewer
Expert guidance for reviewing academic manuscripts submitted to journals, particularly in political science, economics, and quantitative social sciences. Use when asked to review, critique, or provide feedback on academic papers, research designs, or empirical strategies. Emphasizes methodological rigor, causal identification strategies, and constructive feedback on research design.
academic-search
Search academic paper repositories (arXiv, Semantic Scholar) for scholarly articles in physics, mathematics, computer science, quantitative biology, AI/ML, and related fields
acc-create-factory
Generates DDD Factory for PHP 8.5. Creates factories for complex domain object instantiation with validation and encapsulated creation logic. Includes unit tests.
acc-create-integration-test
Generates PHPUnit integration tests for PHP 8.5. Creates tests with real dependencies, database transactions, HTTP mocking. Supports repositories, API clients, message handlers.
acc-create-mediator
Generates Mediator pattern for PHP 8.5. Creates coordination layer for complex component interactions with event dispatching, request/response handling, and colleague classes. Reduces coupling between interacting objects. Includes unit tests.
acc-create-mock-repository
Generates InMemory repository implementations for PHP 8.5 testing. Creates fake repositories with array storage, supporting CRUD operations and queries without database.
acc-create-null-object
Generates Null Object pattern for PHP 8.5. Creates safe default implementations eliminating null checks. Includes unit tests.
acc-create-object-pool
Generates Object Pool pattern for PHP 8.5. Creates reusable object containers for expensive resources like connections. Includes unit tests.
acc-create-outbox-pattern
Generates Transactional Outbox pattern components for PHP 8.5. Creates OutboxMessage entity, repository, publisher, and processor with unit tests.
acc-create-policy
Generates Policy pattern for PHP 8.5. Creates encapsulated business rules for authorization, validation, and domain constraints. Includes unit tests.
acc-create-psr11-container
Generates PSR-11 Container implementation for PHP 8.5. Creates ContainerInterface with service resolution, autowiring support, and exceptions. Includes unit tests.
acc-create-psr13-link
Generates PSR-13 Hypermedia Links implementation for PHP 8.5. Creates LinkInterface, EvolvableLinkInterface, and LinkProviderInterface for HATEOAS support. Includes unit tests.
acc-create-psr14-event-dispatcher
Generates PSR-14 Event Dispatcher implementation for PHP 8.5. Creates EventDispatcherInterface, ListenerProviderInterface, and StoppableEventInterface with event propagation. Includes unit tests.
acc-create-psr15-middleware
Generates PSR-15 HTTP Middleware implementation for PHP 8.5. Creates MiddlewareInterface and RequestHandlerInterface with pipeline composition. Includes unit tests.
acc-create-psr16-simple-cache
Generates PSR-16 Simple Cache implementation for PHP 8.5. Creates CacheInterface with get/set/delete operations and TTL handling. Includes unit tests.
acc-create-psr17-http-factory
Generates PSR-17 HTTP Factories implementation for PHP 8.5. Creates RequestFactoryInterface, ResponseFactoryInterface, StreamFactoryInterface, UriFactoryInterface, ServerRequestFactoryInterface, UploadedFileFactoryInterface. Includes unit tests.
acc-create-psr18-http-client
Generates PSR-18 HTTP Client implementation for PHP 8.5. Creates ClientInterface with request sending and exception handling. Includes unit tests.
acc-create-psr20-clock
Generates PSR-20 Clock implementation for PHP 8.5. Creates ClockInterface implementations including SystemClock, FrozenClock, and OffsetClock for time abstraction and testing. Includes unit tests.
acc-create-psr3-logger
Generates PSR-3 Logger implementation for PHP 8.5. Creates LoggerInterface implementations with log levels, context interpolation, and LoggerAwareTrait usage. Includes unit tests.
acc-create-psr6-cache
Generates PSR-6 Cache implementation for PHP 8.5. Creates CacheItemPoolInterface and CacheItemInterface implementations with TTL handling and deferred saves. Includes unit tests.
acc-create-psr7-http-message
Generates PSR-7 HTTP Message implementations for PHP 8.5. Creates Request, Response, Stream, Uri, and ServerRequest classes with immutability. Includes unit tests.
acc-create-query
Generates CQRS Queries and Handlers for PHP 8.5. Creates read-only query DTOs with handlers that return data without side effects. Includes unit tests.
acc-create-rate-limiter
Generates Rate Limiter pattern for PHP 8.5. Creates request throttling with token bucket, sliding window, and fixed window algorithms. Includes unit tests.
acc-create-read-model
Generates Read Model/Projection for PHP 8.5. Creates optimized query models for CQRS read side with projections and denormalization. Includes unit tests.
acc-create-repository
Generates DDD Repository interfaces and implementation stubs for PHP 8.5. Creates domain interfaces in Domain layer, implementation in Infrastructure.
acc-create-responder
Generates ADR Responder classes for PHP 8.5. Creates HTTP response builders with PSR-7/PSR-17 support. Includes unit tests.
acc-create-retry-pattern
Generates Retry pattern for PHP 8.5. Creates resilience component with exponential backoff, jitter, and configurable retry strategies. Includes unit tests.
agent-vue-expert
Expert Vue specialist mastering Vue 3 with Composition API and ecosystem. Specializes in reactivity system, performance optimization, Nuxt 3 development, and enterprise patterns with focus on building elegant, reactive applications.
agent-websocket-engineer
Real-time communication specialist implementing scalable WebSocket architectures. Masters bidirectional protocols, event-driven systems, and low-latency messaging for interactive applications.
agent-wordpress-master
Expert WordPress developer specializing in theme development, plugin architecture, and performance optimization. Masters both classic PHP development and modern block-based solutions, delivering scalable WordPress sites from simple blogs to enterprise platforms.
Agent Workflow Builder
Build multi-agent AI workflows with orchestration, tool use, and state management
agent-workflow-orchestrator
Expert workflow orchestrator specializing in complex process design, state machine implementation, and business process automation. Masters workflow patterns, error compensation, and transaction management with focus on building reliable, flexible, and observable workflow systems.
agent-workflow-patterns
AI agent workflow patterns including ReAct agents, multi-agent systems, loop control, tool orchestration, and autonomous agent architectures. Use when building AI agents, implementing workflows, creating autonomous systems, or when user mentions agents, workflows, ReAct, multi-step reasoning, loop control, agent orchestration, or autonomous AI.
agent-workflow-playbook
Guide plan → instrument → execute → validate with explicit checkpoints and questions. Use for ambiguous tasks or when enforcing a consistent agent workflow.
agent-workflow
Complete workflow for building, implementing, and testing goal-driven agents. Orchestrates building-agents-* and testing-agent skills. Use when starting a new agent project, unsure which skill to use, or need end-to-end guidance.
agent
Imported skill agent from langchain
agenta
LLM prompt management and evaluation platform. Version prompts, run A/B tests, evaluate with metrics, and deploy with confidence using Agenta's self-hosted solution.
agentation
Add Agentation visual feedback toolbar to a Next.js project
agentctl-cli
Build CLI tools using Go with Cobra and Viper. Use for implementing agentctl commands, interactive prompts, configuration management, and output formatting. Triggers on "CLI", "agentctl", "command line", "cobra", "terminal application", "interactive prompt", or when implementing spec/009-developer-experience.md CLI section.
AgentDB Advanced Features
Master advanced AgentDB features including QUIC synchronization, multi-database management, custom distance metrics, hybrid search, and distributed systems integration. Use when building distributed AI systems, multi-agent coordination, or advanced vector search applications.
AgentDB Learning Plugins
Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms. Includes Decision Transformer, Q-Learning, SARSA, Actor-Critic, and more. Use when building self-learning agents, implementing RL, or optimizing agent behavior through experience.
AgentDB Memory Patterns
Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants.
AgentDB Performance Optimization
Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations. Use when optimizing memory usage, improving search speed, or scaling to millions of vectors.
agentdb-persistent-memory-patterns
AgentDB Persistent Memory Patterns operates on 3 fundamental principles:
agentdb-reinforcement-learning-training
AgentDB Reinforcement Learning Training operates on 3 fundamental principles:
agentdb-semantic-vector-search
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agentdb-state-manager
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AgentDB Vector Search
Implement semantic vector search with AgentDB for intelligent document retrieval, similarity matching, and context-aware querying. Use when building RAG systems, semantic search engines, or intelligent knowledge bases.
agentdb-vector-search-optimization
AgentDB Vector Search Optimization operates on 3 fundamental principles:
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