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mcp-tool-developer
Expert in building MCP servers using the Official Python MCP SDK. Use this when defining tools, resources, and prompts that allow AI agents to manage application state.
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codebase-discovery-expert
Expert in codebase archaeology and documentation retrieval. Use this when starting new project phases, refactoring large modules, or integrating new frameworks.
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GitHub
dapr-microservices-architect
Expert in building distributed systems using Dapr. Use this for implementing pub/sub, state management, jobs, and secrets abstraction.
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GitHub
spec-driven-architect
Expert in the Spec-Kit Plus lifecycle (Specify -> Plan -> Tasks -> Implement). Use this when the user needs to define new features, plan architecture, or decompose work into atomic units.
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GitHub
sqlmodel-db-expert
Expert in designing SQLModel schemas and managing Neon PostgreSQL databases. Use this when defining data models, handling relationships, or performing database migrations.
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GitHub
kafka-data-engineer
Expert in event-driven architecture using Kafka. Use this for designing topics, schemas, and processing logic for asynchronous tasks.
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GitHub
build-feature
Autonomous task loop that picks ready tasks, implements them, updates progress.txt, commits, and repeats. Use when asked to 'build feature', 'run the loop', or 'implement these tasks'.
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GitHub
srt-summaries
Use this when you have an SRT subtitle file and want to generate two types of summaries.
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GitHub
testing-patterns
Testing best practices and TDD workflow. Use when writing tests, following TDD, or improving test coverage.
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GitHub
code-review
Comprehensive code review focusing on quality, security, performance, and best practices. Use when reviewing PRs, commits, or code changes.
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GitHub
frontend-design
Create production-ready frontend interfaces with high-quality, memorable design. Use when building web components, pages, or applications.
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GitHub
agent-memory
Retain and recall work context across sessions. Use when user asks to remember something, recall previous work, or reference past discussions. Triggered by phrases like 'remember this', 'save for later', 'recal...
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GitHub
documentation
Generate and maintain comprehensive documentation. Use when writing README, API docs, code comments, or technical documentation.
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GitHub
systematic-debugging
Four-phase systematic debugging methodology for efficient problem resolution. Use when investigating bugs, errors, or unexpected behavior.
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GitHub
ui-patterns
Opinionated UI constraints and patterns for building better interfaces. Focuses on accessibility, usability, and implementation best practices.
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GitHub
auto-generated-agent-orchestration-pattern
Agent orchestration pattern for multi-step email processing pipeline. Cost tracking, circuit breakers, graceful degradation, specialized agents. Triggers on "agent", "orchestrator", "pipeline", "multi-step proc...
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GitHub
auto-generated-aws-client-singleton-pattern
AWS SDK client initialization patterns for this project. Lazy singletons, conditional credentials, DocumentClient wrappers. Triggers on "aws client", "dynamodb", "lambda", "step functions", "singleton".
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GitHub
auto-generated-test-setup-with-msw
Testing setup for this project. MSW for API mocking, happy-dom environment, coverage thresholds. Triggers on "test setup", "msw", "mocking", "vitest", "testing".
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GitHub
auto-generated-error-handling-with-neverthrow
Error handling patterns for this project. Uses neverthrow for new code, custom Result type for legacy. Includes retry logic, parallel execution, and circuit breaker integration. Triggers on "error handling", "R...
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GitHub
auto-generated-cost-tracking-pattern
Cost control patterns preventing bankruptcy in this indie SaaS. Hard $1/run limit, service-specific cost calculation, graceful degradation. Triggers on "cost", "budget", "api calls", "cost tracking", "spending...
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GitHub
auto-generated-nextjs-api-route-patterns
Next.js API route patterns for this project. Runtime config, circuit breakers, demo mode fallback, multiple AWS invocation strategies. Triggers on "api route", "next.js", "route handler", "POST", "GET".
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GitHub
auto-generated-circuit-breaker-pattern
Opossum circuit breaker patterns for resilience. Singleton pattern per service, timeout from env, event listeners. Triggers on "circuit breaker", "resilience", "external api", "failure handling", "opossum".
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GitHub
auto-generated-structured-logging-with-pino
Structured logging with Pino for this project. Environment-aware configuration, context-based child loggers, ILogger adapter for compatibility. Triggers on "logging", "logger", "createLogger", "pino", "structur...
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GitHub
auto-generated-gmail-batch-operations
Gmail API batch operations for this project. Metadata-first fetching, known sender categorization, DynamoDB token management, batch archiving. Triggers on "gmail", "batch operations", "email fetching", "archive...
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