gh-jezweb-claude-skills-skills-cloudflare-workers-ai/references/models-catalog.md

Cloudflare Workers AI - Models Catalog

Complete catalog of Workers AI models organized by task type.

Last Updated: 2025-10-21 Official Catalog: https://developers.cloudflare.com/workers-ai/models/

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Text Generation (LLMs)

Meta Llama Models

Model ID	Size	Best For	Rate Limit
@cf/meta/llama-3.1-8b-instruct	8B	General purpose, balanced	300/min
@cf/meta/llama-3.1-8b-instruct-fast	8B	Faster inference	300/min
@cf/meta/llama-3.2-1b-instruct	1B	Ultra-fast, simple tasks	300/min
@cf/meta/llama-3.2-3b-instruct	3B	Fast, good quality	300/min
@cf/meta/llama-2-7b-chat-int8	7B	Legacy, reliable	300/min
@cf/meta/llama-2-13b-chat-awq	13B	Higher quality (slower)	300/min

Qwen Models

Model ID	Size	Best For	Rate Limit
@cf/qwen/qwen1.5-14b-chat-awq	14B	High quality, complex reasoning	150/min
@cf/qwen/qwen1.5-7b-chat-awq	7B	Balanced quality/speed	300/min
@cf/qwen/qwen1.5-1.8b-chat	1.8B	Fast, lightweight	720/min
@cf/qwen/qwen1.5-0.5b-chat	0.5B	Ultra-fast, ultra-lightweight	1500/min

Mistral Models

Model ID	Size	Best For	Rate Limit
@hf/thebloke/mistral-7b-instruct-v0.1-awq	7B	Fast, efficient	400/min
@hf/thebloke/openhermes-2.5-mistral-7b-awq	7B	Instruction following	300/min

DeepSeek Models

Model ID	Size	Best For	Rate Limit
@cf/deepseek-ai/deepseek-r1-distill-qwen-32b	32B	Coding, technical content	300/min
@cf/deepseek-ai/deepseek-coder-6.7b-instruct-awq	6.7B	Code generation	300/min

Other Models

Model ID	Size	Best For	Rate Limit
@cf/tinyllama/tinyllama-1.1b-chat-v1.0	1.1B	Extremely fast, limited capability	720/min
@cf/microsoft/phi-2	2.7B	Fast, efficient	720/min
@cf/google/gemma-2b-it-lora	2B	Instruction tuned	300/min
@cf/google/gemma-7b-it-lora	7B	Higher quality	300/min

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Text Embeddings

Model ID	Dimensions	Best For	Rate Limit
@cf/baai/bge-base-en-v1.5	768	General purpose RAG	3000/min
@cf/baai/bge-large-en-v1.5	1024	High accuracy search	1500/min
@cf/baai/bge-small-en-v1.5	384	Fast, low storage	3000/min
@cf/baai/bge-m3	1024	Multilingual	3000/min

Use Case: RAG, semantic search, similarity detection, clustering

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Image Generation

Model ID	Type	Best For	Rate Limit
@cf/black-forest-labs/flux-1-schnell	Text-to-Image	Photorealistic, high quality	720/min
@cf/stabilityai/stable-diffusion-xl-base-1.0	Text-to-Image	General purpose	720/min
@cf/lykon/dreamshaper-8-lcm	Text-to-Image	Artistic, stylized	720/min
@cf/runwayml/stable-diffusion-v1-5-img2img	Image-to-Image	Transform images	1500/min
@cf/runwayml/stable-diffusion-v1-5-inpainting	Inpainting	Edit specific areas	1500/min
@cf/bytedance/stable-diffusion-xl-lightning	Text-to-Image	Fast generation	720/min

Output: PNG images (~5 MB max)

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Vision Models

Model ID	Task	Best For	Rate Limit
@cf/meta/llama-3.2-11b-vision-instruct	Image Understanding	Q&A, captioning, analysis	720/min
@cf/unum/uform-gen2-qwen-500m	Image Captioning	Fast captions	720/min

Input: Base64-encoded images

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Translation

Model ID	Languages	Rate Limit
@cf/meta/m2m100-1.2b	100+ languages	720/min

Supported Language Pairs: https://developers.cloudflare.com/workers-ai/models/m2m100-1.2b/

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Text Classification

Model ID	Task	Rate Limit
@cf/huggingface/distilbert-sst-2-int8	Sentiment analysis	2000/min
@hf/thebloke/openhermes-2.5-mistral-7b-awq	General classification	300/min

Output: Label + confidence score

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Automatic Speech Recognition

Model ID	Best For	Rate Limit
@cf/openai/whisper	General transcription	720/min
@cf/openai/whisper-tiny-en	English only, fast	720/min

Input: Audio files (MP3, WAV, etc.)

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Object Detection

Model ID	Task	Rate Limit
@cf/facebook/detr-resnet-50	Object detection	3000/min

Output: Bounding boxes + labels

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Image Classification

Model ID	Classes	Rate Limit
@cf/microsoft/resnet-50	1000 ImageNet classes	3000/min

Output: Top-5 predictions with probabilities

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Summarization

Model ID	Best For	Rate Limit
@cf/facebook/bart-large-cnn	News articles, documents	1500/min

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Text-to-Image (Legacy)

Model ID	Type	Rate Limit
@cf/stabilityai/stable-diffusion-v1-5-img2img	Image-to-Image	1500/min

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Model Selection Guide

For Text Generation

Speed Priority:

1. @cf/qwen/qwen1.5-0.5b-chat (1500/min)
2. @cf/meta/llama-3.2-1b-instruct (300/min)
3. @cf/tinyllama/tinyllama-1.1b-chat-v1.0 (720/min)

Quality Priority:

1. @cf/qwen/qwen1.5-14b-chat-awq (150/min)
2. @cf/deepseek-ai/deepseek-r1-distill-qwen-32b (300/min)
3. @cf/meta/llama-3.1-8b-instruct (300/min)

Balanced:

1. @cf/meta/llama-3.1-8b-instruct (300/min)
2. @hf/thebloke/mistral-7b-instruct-v0.1-awq (400/min)
3. @cf/qwen/qwen1.5-7b-chat-awq (300/min)

For Embeddings

General Purpose RAG:

• @cf/baai/bge-base-en-v1.5 (768 dims, 3000/min)

High Accuracy:

• @cf/baai/bge-large-en-v1.5 (1024 dims, 1500/min)

Fast/Low Storage:

• @cf/baai/bge-small-en-v1.5 (384 dims, 3000/min)

For Image Generation

Best Quality:

• @cf/black-forest-labs/flux-1-schnell

General Purpose:

• @cf/stabilityai/stable-diffusion-xl-base-1.0

Artistic/Stylized:

• @cf/lykon/dreamshaper-8-lcm

Fast:

• @cf/bytedance/stable-diffusion-xl-lightning

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Rate Limits Summary

Task Type	Default Limit	High-Speed Models
Text Generation	300/min	400-1500/min
Text Embeddings	3000/min	1500/min (large)
Image Generation	720/min	720/min
Vision Models	720/min	720/min
Translation	720/min	720/min
Classification	2000/min	2000/min
Speech Recognition	720/min	720/min
Object Detection	3000/min	3000/min

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Pricing (Neurons)

Pricing varies by model. Common examples:

Model	Input (1M tokens)	Output (1M tokens)
Llama 3.2 1B	$0.027	$0.201
Llama 3.1 8B	$0.088	$0.606
BGE-base embeddings	$0.005	N/A
Flux image gen	~$0.011/image	N/A

Free Tier: 10,000 neurons/day Paid Tier: $0.011 per 1,000 neurons

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References

• Official Models Catalog
• Rate Limits
• Pricing