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Title: LLM Provider Integration Tutorials - Instructor - Instructor

Open Graph Title: LLM Provider Integration Tutorials - Instructor - Instructor

X Title: LLM Provider Integration Tutorials - Instructor - Instructor

Description: Complete tutorials for integrating Instructor with 15+ LLM providers. Learn structured data extraction with OpenAI, Anthropic Claude, Google Gemini, local models with Ollama, and more.

Open Graph Description: Complete tutorials for integrating Instructor with 15+ LLM providers. Learn structured data extraction with OpenAI, Anthropic Claude, Google Gemini, local models with Ollama, and more.

X Description: Complete tutorials for integrating Instructor with 15+ LLM providers. Learn structured data extraction with OpenAI, Anthropic Claude, Google Gemini, local models with Ollama, and more.

Opengraph URL: https://python.useinstructor.com/integrations/

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Domain: python.useinstructor.com

authorJason Liu
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instructor https://github.com/jxnl/instructor/
Introduction https://python.useinstructor.com/
Learning https://python.useinstructor.com/learning/getting_started/installation/
Integrations https://python.useinstructor.com/integrations/
Cookbook https://python.useinstructor.com/examples/
Concepts https://python.useinstructor.com/concepts/
Prompt Engineering https://python.useinstructor.com/prompting/
CLI Reference https://python.useinstructor.com/cli/
Find Jobs (External) https://python.useinstructor.com/jobs/
Blog https://python.useinstructor.com/blog/
https://python.useinstructor.com/
instructor https://github.com/jxnl/instructor/
Introduction https://python.useinstructor.com/
Learning https://python.useinstructor.com/learning/getting_started/installation/
Integrations https://python.useinstructor.com/integrations/
OpenAI https://python.useinstructor.com/integrations/openai/
OpenAI Responses https://python.useinstructor.com/integrations/openai-responses/
DeepSeek https://python.useinstructor.com/integrations/deepseek/
llama-cpp-python https://python.useinstructor.com/integrations/llama-cpp-python/
Gemini https://python.useinstructor.com/integrations/google/
Anthropic https://python.useinstructor.com/integrations/anthropic/
xAI https://python.useinstructor.com/integrations/xai/
Azure OpenAI https://python.useinstructor.com/integrations/azure/
Google GenAI https://python.useinstructor.com/integrations/genai/
AWS Bedrock https://python.useinstructor.com/integrations/bedrock/
Vertex AI https://python.useinstructor.com/integrations/vertex/
Groq https://python.useinstructor.com/integrations/groq/
Fireworks https://python.useinstructor.com/integrations/fireworks/
Together https://python.useinstructor.com/integrations/together/
Anyscale https://python.useinstructor.com/integrations/anyscale/
Cerebras https://python.useinstructor.com/integrations/cerebras/
Cohere https://python.useinstructor.com/integrations/cohere/
Databricks https://python.useinstructor.com/integrations/databricks/
Cortex https://python.useinstructor.com/integrations/cortex/
LiteLLM https://python.useinstructor.com/integrations/litellm/
Mistral https://python.useinstructor.com/integrations/mistral/
Ollama https://python.useinstructor.com/integrations/ollama/
Perplexity https://python.useinstructor.com/integrations/perplexity/
Writer https://python.useinstructor.com/integrations/writer/
OpenRouter https://python.useinstructor.com/integrations/openrouter/
SambaNova https://python.useinstructor.com/integrations/sambanova/
TrueFoundry https://python.useinstructor.com/integrations/truefoundry/
Cookbook https://python.useinstructor.com/examples/
Concepts https://python.useinstructor.com/concepts/
Prompt Engineering https://python.useinstructor.com/prompting/
CLI Reference https://python.useinstructor.com/cli/
Find Jobs (External) https://python.useinstructor.com/jobs/
Blog https://python.useinstructor.com/blog/
Common Features https://python.useinstructor.com/integrations/#common-features
Provider Modes https://python.useinstructor.com/integrations/#provider-modes
Getting Started https://python.useinstructor.com/integrations/#getting-started
1. Using Provider Initialization (Recommended) https://python.useinstructor.com/integrations/#1-using-provider-initialization-recommended
Provider Checklist https://python.useinstructor.com/integrations/#provider-checklist
2. Manual Client Setup https://python.useinstructor.com/integrations/#2-manual-client-setup
Need Help? https://python.useinstructor.com/integrations/#need-help
https://github.com/jxnl/instructor/edit/main/docs/integrations/index.md
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https://python.useinstructor.com/integrations/#llm-provider-integration-tutorials
OpenAIhttps://python.useinstructor.com/integrations/openai/
OpenAI Responseshttps://python.useinstructor.com/integrations/openai-responses/
Azurehttps://python.useinstructor.com/integrations/azure/
Anthropichttps://python.useinstructor.com/integrations/anthropic/
Google.GenerativeAIhttps://python.useinstructor.com/integrations/google/
Vertex AIhttps://python.useinstructor.com/integrations/vertex/
AWS Bedrockhttps://python.useinstructor.com/integrations/bedrock/
Google.GenAIhttps://python.useinstructor.com/integrations/genai/
Coherehttps://python.useinstructor.com/integrations/cohere/
Mistralhttps://python.useinstructor.com/integrations/mistral/
DeepSeekhttps://python.useinstructor.com/integrations/deepseek/
Together AIhttps://python.useinstructor.com/integrations/together/
Groqhttps://python.useinstructor.com/integrations/groq/
Fireworkshttps://python.useinstructor.com/integrations/fireworks/
Cerebrashttps://python.useinstructor.com/integrations/cerebras/
Writerhttps://python.useinstructor.com/integrations/writer/
Perplexityhttps://python.useinstructor.com/integrations/perplexity/
SambaNovahttps://python.useinstructor.com/integrations/sambanova/
Ollamahttps://python.useinstructor.com/integrations/ollama/
llama-cpp-pythonhttps://python.useinstructor.com/integrations/llama-cpp-python/
LiteLLMhttps://python.useinstructor.com/integrations/litellm/
OpenRouterhttps://python.useinstructor.com/integrations/openrouter/
https://python.useinstructor.com/integrations/#common-features
Patchinghttps://python.useinstructor.com/concepts/patching/
Modelshttps://python.useinstructor.com/concepts/models/
Validationhttps://python.useinstructor.com/concepts/validation/
Partialhttps://python.useinstructor.com/concepts/partial/
Iterablehttps://python.useinstructor.com/concepts/iterable/
Hookshttps://python.useinstructor.com/concepts/hooks/
https://python.useinstructor.com/integrations/#provider-modes
Modes Comparisonhttps://python.useinstructor.com/modes-comparison/
https://python.useinstructor.com/integrations/#getting-started
https://python.useinstructor.com/integrations/#1-using-provider-initialization-recommended
https://python.useinstructor.com/integrations/#__codelineno-0-1
https://python.useinstructor.com/integrations/#__codelineno-0-2
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https://python.useinstructor.com/integrations/#__codelineno-0-16
https://python.useinstructor.com/integrations/#__codelineno-0-17
https://python.useinstructor.com/integrations/#provider-checklist
https://python.useinstructor.com/integrations/#2-manual-client-setup
https://python.useinstructor.com/integrations/#__codelineno-1-1
https://python.useinstructor.com/integrations/#__codelineno-2-1
https://python.useinstructor.com/integrations/#__codelineno-2-2
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https://python.useinstructor.com/integrations/#__codelineno-3-1
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https://python.useinstructor.com/integrations/#__codelineno-3-3
https://python.useinstructor.com/integrations/#__codelineno-3-4
https://python.useinstructor.com/integrations/#need-help
exampleshttps://python.useinstructor.com/examples/
cookbookshttps://python.useinstructor.com/examples/
GitHub issueshttps://github.com/jxnl/instructor/issues
Discord communityhttps://discord.gg/bD9YE9JArw
feedback formhttps://forms.gle/ijr9Zrcg2QWgKoWs7
Previous Field-level Validation https://python.useinstructor.com/learning/validation/field_level_validation/
Next OpenAI https://python.useinstructor.com/integrations/openai/
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