langchain-architecture
Design LLM applications using LangChain 1.x and LangGraph for agents, memory, and tool integration. Use when building LangChain applications, implementing AI agents, or creating complex LLM workflows.
llm-evaluation
Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking. Use when testing LLM performance, measuring AI application quality, or establishing evaluation frameworks.
ynab-automation
Automate Ynab tasks via Rube MCP (Composio). Always search tools first for current schemas.
prompt-engineering-patterns
Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production. Use when optimizing prompts, improving LLM outputs, or designing production prompt templates.
rag-implementation
Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases.
similarity-search-patterns
Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance.
vector-index-tuning
Optimize vector index performance for latency, recall, and memory. Use when tuning HNSW parameters, selecting quantization strategies, or scaling vector search infrastructure.
multi-agent-patterns
This skill should be used when the user asks to "design multi-agent system", "implement supervisor pattern", "create swarm architecture", "coordinate multiple agents", or mentions multi-agent patterns, context isolation, agent handoffs, sub-agents, or parallel agent execution.
async-python-patterns
Master Python asyncio, concurrent programming, and async/await patterns for high-performance applications. Use when building async APIs, concurrent systems, or I/O-bound applications requiring non-blocking operations.
python-anti-patterns
Use this skill when reviewing Python code for common anti-patterns to avoid. Use as a checklist when reviewing code, before finalizing implementations, or when debugging issues that might stem from known bad practices.
python-background-jobs
Python background job patterns including task queues, workers, and event-driven architecture. Use when implementing async task processing, job queues, long-running operations, or decoupling work from request/response cycles.
python-code-style
Python code style, linting, formatting, naming conventions, and documentation standards. Use when writing new code, reviewing style, configuring linters, writing docstrings, or establishing project standards.
python-configuration
Python configuration management via environment variables and typed settings. Use when externalizing config, setting up pydantic-settings, managing secrets, or implementing environment-specific behavior.
python-design-patterns
Python design patterns including KISS, Separation of Concerns, Single Responsibility, and composition over inheritance. Use this skill when designing a new service or component from scratch and choosing how to layer responsibilities, when refactoring a God class or monolithic function that has grown too large, when deciding whether to add a new abstraction or live with duplication, when evaluating a pull request for structural issues like tight coupling or leaking internal types, when choosing between inheritance and composition for a new class hierarchy, or when a codebase is becoming hard to test because of entangled I/O and business logic.
python-error-handling
Python error handling patterns including input validation, exception hierarchies, and partial failure handling. Use when implementing validation logic, designing exception strategies, handling batch processing failures, or building robust APIs.
python-observability
Python observability patterns including structured logging, metrics, and distributed tracing. Use when adding logging, implementing metrics collection, setting up tracing, or debugging production systems.
python-packaging
Create distributable Python packages with proper project structure, setup.py/pyproject.toml, and publishing to PyPI. Use when packaging Python libraries, creating CLI tools, or distributing Python code.
python-performance-optimization
Profile and optimize Python code using cProfile, memory profilers, and performance best practices. Use when debugging slow Python code, optimizing bottlenecks, or improving application performance.
python-project-structure
Python project organization, module architecture, and public API design. Use when setting up new projects, organizing modules, defining public interfaces with __all__, or planning directory layouts.
python-resilience
Python resilience patterns including automatic retries, exponential backoff, timeouts, and fault-tolerant decorators. Use when adding retry logic, implementing timeouts, building fault-tolerant services, or handling transient failures.
python-resource-management
Python resource management with context managers, cleanup patterns, and streaming. Use when managing connections, file handles, implementing cleanup logic, or building streaming responses with accumulated state.
python-testing-patterns
Implement comprehensive testing strategies with pytest, fixtures, mocking, and test-driven development. Use when writing Python tests, setting up test suites, or implementing testing best practices.
python-type-safety
Python type safety with type hints, generics, protocols, and strict type checking. Use when adding type annotations, implementing generic classes, defining structural interfaces, or configuring mypy/pyright.
uv-package-manager
Master the uv package manager for fast Python dependency management, virtual environments, and modern Python project workflows. Use when setting up Python projects, managing dependencies, or optimizing Python development workflows with uv.
retailed-automation
Automate Retailed tasks via Rube MCP (Composio). Always search tools first for current schemas.
sms-alert-automation
Automate SMS Alert tasks via Rube MCP (Composio). Always search tools first for current schemas.
smtp2go-automation
Automate Smtp2go tasks via Rube MCP (Composio). Always search tools first for current schemas.
smugmug-automation
Automate Smugmug tasks via Rube MCP (Composio). Always search tools first for current schemas.
Snowflake Automation
Automate Snowflake data warehouse operations -- list databases, schemas, and tables, execute SQL statements, and manage data workflows via the Composio MCP integration.
sourcegraph-automation
Automate Sourcegraph tasks via Rube MCP (Composio). Always search tools first for current schemas.
splitwise-automation
Automate Splitwise tasks via Rube MCP (Composio). Always search tools first for current schemas.
spoki-automation
Automate Spoki tasks via Rube MCP (Composio). Always search tools first for current schemas.
smartproxy-automation
Automate Smartproxy tasks via Rube MCP (Composio). Always search tools first for current schemas.
slackbot-automation
Automate Slackbot tasks via Rube MCP (Composio). Always search tools first for current schemas.
skyfire-automation
Automate Skyfire tasks via Rube MCP (Composio). Always search tools first for current schemas.
sitespeakai-automation
Automate Sitespeakai tasks via Rube MCP (Composio). Always search tools first for current schemas.
simplesat-automation
Automate Simplesat tasks via Rube MCP (Composio). Always search tools first for current schemas.
simple-analytics-automation
Automate Simple Analytics tasks via Rube MCP (Composio). Always search tools first for current schemas.
simla-com-automation
Automate Simla Com tasks via Rube MCP (Composio). Always search tools first for current schemas.
similarweb_digitalrank_api-automation
Automate SimilarWeb tasks via Rube MCP (Composio): website traffic, rankings, and digital market intelligence. Always search tools first for current schemas.
similarweb-digitalrank-api-automation
Automate SimilarWeb tasks via Rube MCP (Composio). Always search tools first for current schemas.
signwell-automation
Automate Signwell tasks via Rube MCP (Composio). Always search tools first for current schemas.
signpath-automation
Automate Signpath tasks via Rube MCP (Composio). Always search tools first for current schemas.
signaturely-automation
Automate Signaturely tasks via Rube MCP (Composio). Always search tools first for current schemas.
sidetracker-automation
Automate Sidetracker tasks via Rube MCP (Composio). Always search tools first for current schemas.
shotstack-automation
Automate Shotstack tasks via Rube MCP (Composio). Always search tools first for current schemas.
shortpixel-automation
Automate Shortpixel tasks via Rube MCP (Composio). Always search tools first for current schemas.
shorten-rest-automation
Automate Shorten Rest tasks via Rube MCP (Composio). Always search tools first for current schemas.
Shortcut Automation
Automate project management workflows in Shortcut -- create stories, manage tasks, track epics, and organize workflows through natural language commands.
short-menu-automation
Automate Short Menu tasks via Rube MCP (Composio). Always search tools first for current schemas.
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