Skill UI

Provides expert guidance on Unsloth to accelerate fine-tuning via LoRA/QLoRA, reduce memory usage, and streamline API usage, debugging, and best practices.

Step-by-step guidance for automating V0 operations through Composio’s Rube MCP, stressing up-front `RUBE_SEARCH_TOOLS` discovery, connection checks, schema compliance, and multi-tool execution with proper session reuse.

A comprehensive guide for diagnosing and resolving common errors encountered when utilizing the Vast.ai platform. It provides quick references and fixes for HTTP status codes (e.g., 401, 429), instance lifecycle issues, CLI command failures, Docker image loading problems, SSH connectivity errors, and CUDA memory issues. Essential for maximizing GPU rental efficiency and debugging cloud instances.

A comprehensive guide to optimizing deep learning workflows and maximizing efficiency on cloud GPU platforms like Vast.ai. Learn techniques for selecting optimal instances by performance-per-dollar, reducing startup latency, tuning data pipelines (DataLoader, pin_memory), and scaling multi-GPU training using PyTorch and Bash scripting.

This comprehensive guide outlines best practices for optimizing vector indexes for production systems. It covers critical techniques such as tuning HNSW parameters, implementing quantization strategies, and optimizing memory usage. Use this when you need to balance search latency, recall, and scalability for large-scale vector databases.

A comprehensive guide to optimizing cloud expenditure on the Vercel platform. It details how to understand the Fluid Compute pricing model, identify key cost drivers (such as function execution time, bandwidth, and middleware invocations), and implement best practices like edge caching, memory right-sizing, and aggressive asset caching. Use this when analyzing high Vercel billing, implementing cost controls, or managing a SaaS budget.

Automates Composio Veriphone operations through Rube MCP, guiding setup, tool discovery, connection validation, and multi-tool execution while enforcing schema-first searches, session reuse, and mandatory memory payloads.

This skill thoroughly inspects and validates Vertex AI Agent Engine deployments. It assesses critical components such as the Code Execution Sandbox, Memory Bank, A2A protocol compliance, security posture, and performance metrics. The tool generates weighted production-readiness scores (0-100%) and provides detailed, actionable recommendations to ensure the deployment is robust, secure, and ready for production use.

Automates Waboxapp operations through Composio’s Rube MCP by guiding the search for current tool schemas, verifying toolkit connections, and executing schema-compliant workflows with consistent session and memory handling.

Automates Wakatime operations through the Composio toolkit using Rube MCP, covering discovery of tool schemas, connection validation, and command execution with memory/session best practices for reliable workflows.

Coordinate Wati operations through Composio’s Rube MCP, always fetching the latest tool schemas, validating active connections, and executing schema-compliant workflows with proper session and memory handling.

This skill provides advanced context management for AI in large-scale, complex codebases. It optimizes context windows, ensures memory persistence across multiple sessions, and helps prioritize critical information. Use it when working with massive code repositories to maintain context and improve developer workflow.