Skill UI

Serve production-grade LLM APIs with vLLM, leveraging PagedAttention, continuous batching, quantization, and tensor parallelism to maximize throughput while keeping latency, GPU usage, and scalability under control for OpenAI-compatible deployments.

Automates setting up distributed tracing across a microservices landscape by guiding backend selection, instrumentation strategy, and configuration generation to enable end-to-end observability and aid performance troubleshooting.

Automates deployment and configuration of ELK, Loki, or Splunk log aggregation platforms by gathering requirements, crafting secure scalable configs, and producing deployment code for observability needs.

A comprehensive guide for writing efficient GLSL shaders (Vertex/Fragment) used in WebGL and game engines. Learn fundamental concepts like shader structure, uniforms, varying variables, and advanced techniques such as raymarching and post-processing effects, optimizing graphics rendering performance on the GPU.

Automates Short IO operations through Composio's Rube MCP toolkit while enforcing tool discovery, connection checks, and schema-compliant executions to keep workflows reliable.

Automates Shotstack workflows through Composio’s Rube MCP, outlining connection setup, mandatory tool discovery, and schema-compliant execution for reliable media tasks.

Details how to automate Signaturely tasks through Composio’s Rube MCP toolkit, covering discovery, connection checks, execution, and schema compliance for reliable workflows.

Automates Signpath tasks by orchestrating Composio tools through Rube MCP, detailing how to discover tool schemas, manage connections, execute workflows, and avoid schema-related pitfalls to keep automation reliable.

Analyzes existing Rails applications to provide a comprehensive and detailed upgrade assessment. This tool checks current gem and JavaScript dependencies, compares the running version against the latest stable release, fetches official upgrade guides, and generates diff reports. It assesses upgrade complexity (Small, Medium, Large) to ensure smooth and safe version migration for Ruby on Rails projects.

Toolkit for assembling Slack-optimized animated GIFs and emoji loops, with size/dimension validators, reusable animation primitives, and helpers for text/colors to keep creations within Slack limits.

This framework provides a comprehensive methodology for defining, measuring, and implementing Service Level Indicators (SLIs), Service Level Objectives (SLOs), and managing error budgets. It helps engineering teams quantify service reliability (e.g., availability, latency) and establish clear, measurable targets (SLOs). By tracking error budgets, teams can strategically balance rapid feature development (innovation velocity) against maintaining high system stability and reliability.

Automates Smtp2go tasks through the Rube MCP-powered Composio toolkit by enforcing a discovery-first workflow, connection checks, schema-compliant execution, and session reuse so SMTP operations stay reliable.