# Integration

RagaAI Catalyst integrates seamlessly with the tools and workflows you're already using to build and monitor robust LLM applications. Whether you're fine-tuning models, tracing agent pipelines, or collecting runtime logs, Catalyst connects easily with your tech stack.

{% content-ref url="/pages/SCWDBN0z4uxzOvAI48TH" %}
[Fine Tuning (OpenAI)](/ragaai-catalyst/fine-tuning.md)
{% endcontent-ref %}

{% content-ref url="/pages/g7F9CP08stdIyBiwlFus" %}
[Langgraph (Agentic Tracing)](/ragaai-catalyst/agentic-testing/concepts/tracing/langgraph-agentic-tracing.md)
{% endcontent-ref %}

{% content-ref url="/pages/6iPEWiNUD64ZbCXjmOq7" %}
[Logging traces (LlamaIndex, Langchain, etc.)](/ragaai-catalyst/concepts/uploading-data/logging-traces.md)
{% endcontent-ref %}

{% content-ref url="/pages/i7wyPYO197z3IUuAqA2K" %}
[OpenAI](/ragaai-catalyst/concepts/supported-llms/openai.md)
{% endcontent-ref %}

{% content-ref url="/pages/5DCLAnoUKqyujkdy1B0D" %}
[ANTHROPIC](/ragaai-catalyst/concepts/supported-llms/anthropic.md)
{% endcontent-ref %}

{% content-ref url="/pages/A0YeghdjgD5027i7Cc85" %}
[Azure](/ragaai-catalyst/concepts/supported-llms/azure.md)
{% endcontent-ref %}

{% content-ref url="/pages/cn2VU5euO39HIUieTiON" %}
[AWS Bedrock](/ragaai-catalyst/concepts/supported-llms/aws-bedrock.md)
{% endcontent-ref %}

{% content-ref url="/pages/s0dsyFET4TGsIDSJgksW" %}
[Gemini](/ragaai-catalyst/concepts/supported-llms/gemini.md)
{% endcontent-ref %}


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# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://docs.raga.ai/ragaai-catalyst/integration.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.