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Documentation Index

Fetch the complete documentation index at: https://docs-omnicoreagent.omnirexfloralabs.com/llms.txt

Use this file to discover all available pages before exploring further.

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Universal Model Support

Model-agnostic through LiteLLM with the provider values supported by the OmniCoreAgent runtime:

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Supported Providers

# OpenAI
model_config = {"provider": "openai", "model": "gpt-4o"}

# Anthropic
model_config = {"provider": "anthropic", "model": "claude-3-5-sonnet-20241022"}

# Google Gemini
model_config = {"provider": "gemini", "model": "gemini-2.0-flash-exp"}

# Groq (Ultra-fast)
model_config = {"provider": "groq", "model": "llama-3.1-8b-instant"}

# DeepSeek
model_config = {"provider": "deepseek", "model": "deepseek-chat"}

# Mistral AI
model_config = {"provider": "mistral", "model": "mistral-7b-instruct"}

# Azure OpenAI
model_config = {"provider": "azure", "model": "gpt-4o"}

# OpenRouter (200+ models)
model_config = {"provider": "openrouter", "model": "anthropic/claude-3.5-sonnet"}

# Ollama (Local)
model_config = {"provider": "ollama", "model": "llama3.1:8b", "ollama_host": "http://localhost:11434"}

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Model Configuration Options

model_config = {
    "provider": "openai",
    "model": "gpt-4o",
    "temperature": 0.7,
    "max_tokens": 2000,
    "top_p": 0.95
}

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Azure OpenAI Configuration

model_config = {
    "provider": "azure",
    "model": "gpt-4",
    "azure_endpoint": "https://your-resource.openai.azure.com",
    "azure_api_version": "2024-02-01"
}

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Ollama Configuration (Local Models)

model_config = {
    "provider": "ollama",
    "model": "llama3.1:8b",
    "ollama_host": "http://localhost:11434"
}

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Environment Variables

# Hosted providers use this single OmniCoreAgent key
export LLM_API_KEY=your_api_key
OmniCoreAgent reads LLM_API_KEY. Select the provider through model_config["provider"]; do not set provider-specific API-key variables in OmniCoreAgent configuration.

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Provider Selection Guide

Use CaseRecommended Provider
Complex reasoningOpenAI (gpt-4o), Anthropic (claude-3.5)
Fast inferenceGroq (llama-3.1-8b-instant)
Cost-effectiveDeepSeek (deepseek-chat)
Privacy-sensitiveOllama (runs locally)
Multi-model accessOpenRouter (200+ models)
Enterprise / AzureAzure OpenAI
Switch providers based on your needs — use cheaper models (Groq, DeepSeek) for simple tasks, powerful models (GPT-4o, Claude) for complex reasoning, and local models (Ollama) for privacy-sensitive applications.