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Ragit uses AI models to answer your queries. You can use various AI models. Most models are pre-installed, so you don't have to download one from here.

Changing models

You can use rag config --set model gpt-4o command to change the model. If the model is not pre-installed, it will throw an error.

Downloading models

Ragit's model list can be found at .ragit/models.json (local) or ~/.config/ragit (global, if exists). You can either edit the json file manually, or use rag model command.

Using rag model command is simple. You'll see download button in each model card. Click the download button, paste the command, and run it. Then you'll have the model in your knowledge-base.

List models

You can use rag ls-models command to see available models in your local machine.

claude-3.5-haiku
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api: anthropic
price: input 0.8$, output 4$
modality: text & image
tags: #anthropic#claude
claude-3.5-sonnet
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api: anthropic
price: input 3$, output 15$
modality: text & image
tags: #anthropic#claude
claude-3.7-sonnet
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api: anthropic
price: input 3$, output 15$
modality: text & image
tags: #anthropic#claude
claude-4-1-opus
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api: anthropic
price: input 15$, output 75$
modality: text & image
tags: #anthropic#claude
claude-4-opus
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api: anthropic
price: input 15$, output 75$
modality: text & image
tags: #anthropic#claude
claude-4-sonnet
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api: anthropic
price: input 3$, output 15$
modality: text & image
tags: #anthropic#claude
claude-4.1-opus
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api: anthropic
price: input 15$, output 75$
modality: text & image
tags: #anthropic#claude
command-r
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api: cohere
price: input 0.15$, output 0.6$
modality: text & image
tags: #cohere
command-r-plus
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api: cohere
price: input 2.5$, output 10$
modality: text & image
tags: #cohere
deepseek-r1-14b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text & image
tags: #deepseek#ollama#14b
deepseek-r1-32b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text & image
tags: #deepseek#ollama#32b
deepseek-r1-671b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text & image
tags: #deepseek#ollama#671b
deepseek-r1-70b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text & image
tags: #deepseek#ollama#70b
deepseek-r1-7b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text & image
tags: #deepseek#ollama#7b
deepseek-r1-8b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text & image
tags: #deepseek#ollama#8b
gemini-1.5-pro
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api: google
price: input 1.25$, output 5$
modality: text & image
tags: #gemini#google
gemini-2.0-flash
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api: google
price: input 0.1$, output 0.4$
modality: text & image
tags: #gemini#google
gemma-3-12b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text & image
tags: #gemma#google#ollama#12b
gemma-3-27b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text & image
tags: #gemma#google#ollama#27b
gemma-3-4b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text & image
tags: #gemma#google#ollama#4b
gpt-4.1
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api: openai-compatible (https://api.openai.com/v1/chat/completions)
price: input 2$, output 8$
modality: text & image
tags: #gpt#openai
gpt-4.1-mini
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api: openai-compatible (https://api.openai.com/v1/chat/completions)
price: input 0.4$, output 1.6$
modality: text & image
tags: #gpt#openai
gpt-4.1-nano
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api: openai-compatible (https://api.openai.com/v1/chat/completions)
price: input 0.1$, output 0.4$
modality: text & image
tags: #gpt#openai
gpt-4o
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api: openai-compatible (https://api.openai.com/v1/chat/completions)
price: input 2.5$, output 10$
modality: text & image
tags: #gpt#openai
gpt-4o-mini
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api: openai-compatible (https://api.openai.com/v1/chat/completions)
price: input 0.15$, output 0.6$
modality: text & image
tags: #gpt#openai
gpt-5
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api: openai-compatible (https://api.openai.com/v1/chat/completions)
price: input 1.25$, output 10$
modality: text & image
tags: #gpt#openai
gpt-5-mini
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api: openai-compatible (https://api.openai.com/v1/chat/completions)
price: input 0.25$, output 2$
modality: text & image
tags: #gpt#openai
gpt-5-nano
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api: openai-compatible (https://api.openai.com/v1/chat/completions)
price: input 0.05$, output 0.4$
modality: text & image
tags: #gpt#openai
gpt-oss-120b-groq
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api: openai-compatible (https://api.groq.com/openai/v1/chat/completions)
price: input 0.15$, output 0.75$
modality: text only
tags: #gpt#groq#openai#120b
gpt-oss-120b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text only
tags: #gpt#ollama#openai#120b
gpt-oss-20b-groq
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api: openai-compatible (https://api.groq.com/openai/v1/chat/completions)
price: input 0.1$, output 0.5$
modality: text only
tags: #gpt#groq#openai#20b
gpt-oss-20b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text only
tags: #gpt#ollama#openai#20b
llama-3-8b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text & image
tags: #llama#meta#ollama#8b
llama3.1-8b-groq
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api: openai-compatible (https://api.groq.com/openai/v1/chat/completions)
price: input 0.05$, output 0.08$
modality: text only
tags: #groq#llama#meta#8b
llama3.3-70b-groq
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api: openai-compatible (https://api.groq.com/openai/v1/chat/completions)
price: input 0.59$, output 0.79$
modality: text only
tags: #groq#llama#meta#70b
o3
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api: openai-compatible (https://api.openai.com/v1/chat/completions)
price: input 2$, output 8$
modality: text & image
tags: #gpt#openai
o4-mini
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api: openai-compatible (https://api.openai.com/v1/chat/completions)
price: input 1.1$, output 4.4$
modality: text & image
tags: #gpt#openai
phi-4-14b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text & image
tags: #microsoft#ollama#phi#14b
qwen-3-14b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text & image
tags: #alibaba#ollama#qwen#14b
qwen-3-235b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text & image
tags: #alibaba#ollama#qwen#235b
qwen-3-30b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text & image
tags: #alibaba#ollama#qwen#30b
qwen-3-32b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text & image
tags: #alibaba#ollama#qwen#32b
qwen-3-4b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text & image
tags: #alibaba#ollama#qwen#4b
qwen-3-8b-ollama
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api: openai-compatible (http://127.0.0.1:11434/v1/chat/completions)
price: input 0$, output 0$
modality: text & image
tags: #alibaba#ollama#qwen#8b