Does it support streaming responses?

Yes, the skill includes implementation patterns for streaming LLM responses to reduce time-to-first-token and improve user experience.

Can this skill help with RAG (Retrieval Augmented Generation)?

Yes, it provides specific patterns for text chunking, generating embeddings, and querying vector databases like Vectorize to build robust RAG systems.

How does this skill help optimize AI costs?

It provides guidance on model selection, implementing caching through KV or AI Gateway, and using batch processing for embeddings to reduce inference costs.

Which models does the Workers AI skill support?

It supports a wide range of models available on Cloudflare, including Llama 3.1, Mistral, BAAI embeddings, Stable Diffusion for images, and Whisper for speech-to-text.

Workers AI Expert

Name: Workers AI Expert
Author: involvex

byinvolvex

0•

Data Science & ML

Deploys and optimizes serverless AI models, embedding generation, and RAG architectures directly on Cloudflare’s edge network.

The Workers AI skill empowers developers to build and scale sophisticated AI-driven applications using Cloudflare's serverless infrastructure. It provides deep expertise in selecting the right models (like Llama 3.1 or BGE embeddings), implementing Retrieval Augmented Generation (RAG) with Vectorize, and managing AI workloads via AI Gateway. Whether you are building intelligent chatbots, semantic search engines, or automated image generation tools, this skill ensures best practices for performance, cost-efficiency, and seamless integration with the Cloudflare ecosystem.

Key Features

01AI Gateway integration for caching, rate limiting, and analytics

02Multi-modal capabilities including Image Generation, Vision, and Speech models

03Advanced Text Generation using Llama 3.1 and Mistral

040 GitHub stars

05End-to-end RAG (Retrieval Augmented Generation) implementation patterns

06High-performance Embedding generation for semantic search

Use Cases

01Implementing semantic search and document retrieval systems using Vectorize

02Building serverless AI assistants and chatbots at the edge

03Optimizing AI inference costs and performance via AI Gateway and model right-sizing

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add involvex/involvex-claude-marketplace workers-ai

For use in Claude.ai and ChatGPT

Download Skill