> ## Documentation Index
> Fetch the complete documentation index at: https://docs.getnetra.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Integrations Overview

> Connect Netra with 50+ LLM providers, orchestration frameworks, vector databases, and speech APIs. Get instant observability with one-line SDK setup.

Netra provides seamless integrations with popular LLM providers, AI frameworks, vector databases, and speech services. With just a few lines of code, you can enable automatic tracing and observability for your AI applications.

<Check>
  **Missing an integration?** We'd love to hear from you! [Open a GitHub issue](https://github.com/KeyValueSoftwareSystems/netra-sdk-py/issues/new) to request a new integration.
</Check>

***

## Integration Types

Netra integrations fall into several categories:

<CardGroup cols={2}>
  <Card title="LLM Providers" href="#llm-providers">
    Direct integrations with model providers like OpenAI, Anthropic Claude, Google Gemini, and more.
  </Card>

  <Card title="AI Frameworks" href="#ai-frameworks">
    Trace applications built with LangChain, LlamaIndex, CrewAI, and other orchestration frameworks.
  </Card>

  <Card title="Vector Databases" href="#vector-databases">
    Monitor vector search operations with Pinecone, Chroma, Qdrant, Weaviate, and others.
  </Card>

  <Card title="Speech Services" href="#speech-services">
    Track speech-to-text and text-to-speech operations with Deepgram, ElevenLabs, and Cartesia.
  </Card>
</CardGroup>

***

## LLM Providers

Capture traces from direct LLM API calls including prompts, completions, token usage, and costs.

### Popular Providers

<CardGroup cols={3}>
  <Card title="OpenAI" href="/Integrations/ai_providers/OPENAI">
    <img src="https://mintcdn.com/netra/IXT7TOAHn4HQhvyF/images/integration-logos/llm-providers/openai.png?fit=max&auto=format&n=IXT7TOAHn4HQhvyF&q=85&s=a841531738176ac694dd5c40a1d486df" alt="OpenAI" width="274" height="80" data-path="images/integration-logos/llm-providers/openai.png" />

    GPT-4, GPT-3.5, Embeddings, DALL-E
  </Card>

  <Card title="Anthropic Claude" href="/Integrations/ai_providers/ANTHROPIC_CLAUDE">
    <img src="https://mintcdn.com/netra/u6ajHWd7ki_9CRWQ/images/integration-logos/llm-providers/claude.png?fit=max&auto=format&n=u6ajHWd7ki_9CRWQ&q=85&s=431b4b17bf8cbfc598a34706d646943f" alt="Anthropic Claude" width="321" height="80" data-path="images/integration-logos/llm-providers/claude.png" />

    Claude 3 Opus, Sonnet, Haiku
  </Card>

  <Card title="Google Gemini" href="/Integrations/ai_providers/GEMINI">
    <img src="https://mintcdn.com/netra/u6ajHWd7ki_9CRWQ/images/integration-logos/llm-providers/gemini.png?fit=max&auto=format&n=u6ajHWd7ki_9CRWQ&q=85&s=c78408dc0e7e51fcacc5cc19f791810f" alt="Google Gemini" width="354" height="80" data-path="images/integration-logos/llm-providers/gemini.png" />

    Gemini Pro, Gemini Ultra
  </Card>

  <Card title="AWS Bedrock" href="/Integrations/ai_providers/AWS_BEDROCK">
    <img src="https://mintcdn.com/netra/u6ajHWd7ki_9CRWQ/images/integration-logos/llm-providers/amazon-bedrock.png?fit=max&auto=format&n=u6ajHWd7ki_9CRWQ&q=85&s=e69a1516ebc1927d172d40227d37db4d" alt="AWS Bedrock" width="239" height="80" data-path="images/integration-logos/llm-providers/amazon-bedrock.png" />

    Claude, Titan, Llama on AWS
  </Card>

  <Card title="Mistral AI" href="/Integrations/ai_providers/MISTRAL">
    <img src="https://mintcdn.com/netra/IXT7TOAHn4HQhvyF/images/integration-logos/llm-providers/mistral-ai.png?fit=max&auto=format&n=IXT7TOAHn4HQhvyF&q=85&s=c7220bc9f657a7c2a10d66a2836286ed" alt="Mistral AI" width="242" height="80" data-path="images/integration-logos/llm-providers/mistral-ai.png" />

    Mistral Large, Medium, Small
  </Card>

  <Card title="Groq" href="/Integrations/ai_providers/GROQ">
    <img src="https://mintcdn.com/netra/IXT7TOAHn4HQhvyF/images/integration-logos/llm-providers/groq.png?fit=max&auto=format&n=IXT7TOAHn4HQhvyF&q=85&s=a2c43de7dbe8f9d4a04e2e9d95419b15" alt="Groq" width="224" height="85" data-path="images/integration-logos/llm-providers/groq.png" />

    Ultra-fast LLM inference
  </Card>
</CardGroup>

### All LLM Providers

| Provider             | Description                              | Link                                                             |
| -------------------- | ---------------------------------------- | ---------------------------------------------------------------- |
| **OpenAI**           | GPT-4, GPT-3.5 Turbo, Embeddings, DALL-E | [View Docs](/Integrations/ai_providers/OPENAI)                   |
| **Anthropic Claude** | Claude 3 Opus, Sonnet, Haiku             | [View Docs](/Integrations/ai_providers/ANTHROPIC_CLAUDE)         |
| **Google Gemini**    | Gemini Pro, Gemini Ultra, Embeddings     | [View Docs](/Integrations/ai_providers/GEMINI)                   |
| **AWS Bedrock**      | Claude, Titan, Llama 2 via AWS           | [View Docs](/Integrations/ai_providers/AWS_BEDROCK)              |
| **Google Vertex AI** | PaLM, Gemini on Google Cloud             | [View Docs](/Integrations/ai_providers/VERTEXAI)                 |
| **Mistral AI**       | Mistral Large, Medium, Small, Embeddings | [View Docs](/Integrations/ai_providers/MISTRAL)                  |
| **Groq**             | Ultra-fast inference for Llama, Mixtral  | [View Docs](/Integrations/ai_providers/GROQ)                     |
| **Cohere**           | Command, Embed, Rerank models            | [View Docs](/Integrations/ai_providers/COHERE)                   |
| **Ollama**           | Local LLM deployment                     | [View Docs](/Integrations/ai_providers/OLLAMA)                   |
| **Together AI**      | Open-source model hosting                | [View Docs](/Integrations/ai_providers/TOGETHERAI)               |
| **Replicate**        | Run ML models in the cloud               | [View Docs](/Integrations/ai_providers/REPLICATE)                |
| **Hugging Face**     | Transformers library                     | [View Docs](/Integrations/ai_providers/HUGGINGFACE_TRANSFORMERS) |
| **Aleph Alpha**      | Luminous models                          | [View Docs](/Integrations/ai_providers/ALEPH_ALPHA)              |
| **IBM watsonx**      | Enterprise AI platform                   | [View Docs](/Integrations/ai_providers/WATSONX)                  |

***

## AI Frameworks

Trace complex AI applications with full visibility into agent workflows, chains, and tool calls.

### Popular Frameworks

<CardGroup cols={3}>
  <Card title="LangChain" href="/Integrations/orchestrators/LangChain">
    <img src="https://mintcdn.com/netra/u6ajHWd7ki_9CRWQ/images/integration-logos/ai-frameworks/langchain.png?fit=max&auto=format&n=u6ajHWd7ki_9CRWQ&q=85&s=e4265291116185b4b1f86e4c62a44a88" alt="LangChain" width="504" height="80" data-path="images/integration-logos/ai-frameworks/langchain.png" />

    Build LLM-powered applications
  </Card>

  <Card title="LangGraph" href="/Integrations/orchestrators/LangGraph">
    <img src="https://mintcdn.com/netra/u6ajHWd7ki_9CRWQ/images/integration-logos/ai-frameworks/langgraph.png?fit=max&auto=format&n=u6ajHWd7ki_9CRWQ&q=85&s=99fd20e22c171dd171ed74d63ed58d22" alt="LangGraph" width="540" height="80" data-path="images/integration-logos/ai-frameworks/langgraph.png" />

    Stateful, multi-actor agents
  </Card>

  <Card title="LlamaIndex" href="/Integrations/orchestrators/LlamaIndex">
    <img src="https://mintcdn.com/netra/u6ajHWd7ki_9CRWQ/images/integration-logos/ai-frameworks/llamaindex.png?fit=max&auto=format&n=u6ajHWd7ki_9CRWQ&q=85&s=38b21b2a1746003a532700262a4893f6" alt="LlamaIndex" width="509" height="80" data-path="images/integration-logos/ai-frameworks/llamaindex.png" />

    Data framework for LLM apps
  </Card>

  <Card title="CrewAI" href="/Integrations/orchestrators/CrewAI">
    <img src="https://mintcdn.com/netra/u6ajHWd7ki_9CRWQ/images/integration-logos/ai-frameworks/crew-ai.png?fit=max&auto=format&n=u6ajHWd7ki_9CRWQ&q=85&s=109821848f0c2362d7185d0dfe2e04a3" alt="CrewAI" width="223" height="80" data-path="images/integration-logos/ai-frameworks/crew-ai.png" />

    Multi-agent orchestration
  </Card>

  <Card title="Pydantic AI" href="/Integrations/orchestrators/PydanticAI">
    <img src="https://mintcdn.com/netra/u6ajHWd7ki_9CRWQ/images/integration-logos/ai-frameworks/pydantic-ai.png?fit=max&auto=format&n=u6ajHWd7ki_9CRWQ&q=85&s=b4aa03558e0b5f9255191ead2cd2c502" alt="Pydantic AI" width="458" height="80" data-path="images/integration-logos/ai-frameworks/pydantic-ai.png" />

    Type-safe AI development
  </Card>

  <Card title="LiteLLM" href="/Integrations/orchestrators/LiteLLM">
    <img src="https://mintcdn.com/netra/u6ajHWd7ki_9CRWQ/images/integration-logos/ai-frameworks/litellm.png?fit=max&auto=format&n=u6ajHWd7ki_9CRWQ&q=85&s=9390406cfdd51e5bb7b8311400d5bce3" alt="LiteLLM" width="316" height="80" data-path="images/integration-logos/ai-frameworks/litellm.png" />

    Unified LLM API gateway
  </Card>
</CardGroup>

### All AI Frameworks

| Framework       | Description                                       | Link                                                |
| --------------- | ------------------------------------------------- | --------------------------------------------------- |
| **LangChain**   | Popular framework for LLM application development | [View Docs](/Integrations/orchestrators/LangChain)  |
| **LangGraph**   | Build stateful, multi-actor AI agents             | [View Docs](/Integrations/orchestrators/LangGraph)  |
| **LlamaIndex**  | Data framework for connecting LLMs to data        | [View Docs](/Integrations/orchestrators/LlamaIndex) |
| **CrewAI**      | Framework for orchestrating AI agents             | [View Docs](/Integrations/orchestrators/CrewAI)     |
| **Pydantic AI** | Type-safe AI application development              | [View Docs](/Integrations/orchestrators/PydanticAI) |
| **LiteLLM**     | Unified API for 100+ LLM providers                | [View Docs](/Integrations/orchestrators/LiteLLM)    |
| **Haystack**    | End-to-end NLP framework                          | [View Docs](/Integrations/orchestrators/Haystack)   |
| **DSPy**        | Programming with foundation models                | [View Docs](/Integrations/orchestrators/DSPy)       |
| **Google ADK**  | Agent Development Kit                             | [View Docs](/Integrations/orchestrators/ADK)        |
| **Cerebras**    | High-performance AI inference                     | [View Docs](/Integrations/orchestrators/Cerebras)   |
| **Groq**        | Low-latency LLM inference                         | [View Docs](/Integrations/ai_providers/GROQ)        |
| **MCP**         | Model Context Protocol                            | [View Docs](/Integrations/orchestrators/MCP)        |

***

## Vector Databases

Monitor vector search operations, embeddings, and retrieval performance.

<CardGroup cols={4}>
  <Card title="Pinecone" href="/Integrations/db-docs/Pinecone">
    <img src="https://mintcdn.com/netra/IXT7TOAHn4HQhvyF/images/integration-logos/vector-databases/pinecone.png?fit=max&auto=format&n=IXT7TOAHn4HQhvyF&q=85&s=08805855a7d4cbe7af6108fcad5c5881" alt="Pinecone" width="391" height="80" data-path="images/integration-logos/vector-databases/pinecone.png" />

    Managed vector DB
  </Card>

  <Card title="ChromaDB" href="/Integrations/db-docs/CHROMA">
    <img src="https://mintcdn.com/netra/IXT7TOAHn4HQhvyF/images/integration-logos/vector-databases/chroma.png?fit=max&auto=format&n=IXT7TOAHn4HQhvyF&q=85&s=44c2e0e8f04f3177557ab381650d1341" alt="ChromaDB" width="455" height="80" data-path="images/integration-logos/vector-databases/chroma.png" />

    Open-source embedding DB
  </Card>

  <Card title="Qdrant" href="/Integrations/db-docs/Qdrant">
    <img src="https://mintcdn.com/netra/IXT7TOAHn4HQhvyF/images/integration-logos/vector-databases/qdrant.png?fit=max&auto=format&n=IXT7TOAHn4HQhvyF&q=85&s=104856aee5a2eeba41af0ee9fc4522a0" alt="Qdrant" width="298" height="80" data-path="images/integration-logos/vector-databases/qdrant.png" />

    Vector similarity search
  </Card>

  <Card title="Weaviate" href="/Integrations/db-docs/Weavite">
    <img src="https://mintcdn.com/netra/IXT7TOAHn4HQhvyF/images/integration-logos/vector-databases/weaviate.png?fit=max&auto=format&n=IXT7TOAHn4HQhvyF&q=85&s=db37104ecd475443e32c601e47c357d0" alt="Weaviate" width="560" height="80" data-path="images/integration-logos/vector-databases/weaviate.png" />

    AI-native vector DB
  </Card>

  <Card title="Milvus" href="/Integrations/db-docs/Milvus">
    <img src="https://mintcdn.com/netra/IXT7TOAHn4HQhvyF/images/integration-logos/vector-databases/milvus.png?fit=max&auto=format&n=IXT7TOAHn4HQhvyF&q=85&s=1a46d8b3b7679a64e554b9ab5b88cde3" alt="Milvus" width="346" height="80" data-path="images/integration-logos/vector-databases/milvus.png" />

    Cloud-native vector DB
  </Card>

  <Card title="LanceDB" href="/Integrations/db-docs/LanceDB">
    <img src="https://mintcdn.com/netra/IXT7TOAHn4HQhvyF/images/integration-logos/vector-databases/lancedb.png?fit=max&auto=format&n=IXT7TOAHn4HQhvyF&q=85&s=2e8be60ae11a9b31699f1caec3f4467b" alt="LanceDB" width="346" height="80" data-path="images/integration-logos/vector-databases/lancedb.png" />

    Serverless vector DB
  </Card>

  <Card title="Redis" href="/Integrations/db-docs/Redis">
    <img src="https://mintcdn.com/netra/IXT7TOAHn4HQhvyF/images/integration-logos/vector-databases/redis.png?fit=max&auto=format&n=IXT7TOAHn4HQhvyF&q=85&s=be39e367050a9cd816a1c3c660f64f77" alt="Redis" width="209" height="80" data-path="images/integration-logos/vector-databases/redis.png" />

    Vector search with Redis
  </Card>

  <Card title="Marqo" href="/Integrations/db-docs/Margo">
    <img src="https://mintcdn.com/netra/IXT7TOAHn4HQhvyF/images/integration-logos/vector-databases/marqo.png?fit=max&auto=format&n=IXT7TOAHn4HQhvyF&q=85&s=5b2742bbed1a37942bdacd7add069522" alt="Marqo" width="360" height="80" data-path="images/integration-logos/vector-databases/marqo.png" />

    End-to-end vector search
  </Card>
</CardGroup>

***

## Speech Services

Track speech-to-text and text-to-speech operations for voice AI applications.

<CardGroup cols={3}>
  <Card title="Deepgram" href="/Integrations/stt-tts-docs/Deepgram">
    <img src="https://mintcdn.com/netra/IXT7TOAHn4HQhvyF/images/integration-logos/stt-tts/deepgram.png?fit=max&auto=format&n=IXT7TOAHn4HQhvyF&q=85&s=303c479e02c6eeba4bf203395b304094" alt="Deepgram" width="356" height="80" data-path="images/integration-logos/stt-tts/deepgram.png" />

    Speech recognition & understanding
  </Card>

  <Card title="ElevenLabs" href="/Integrations/stt-tts-docs/Elevenlabs">
    <img src="https://mintcdn.com/netra/IXT7TOAHn4HQhvyF/images/integration-logos/stt-tts/eleven-labs.png?fit=max&auto=format&n=IXT7TOAHn4HQhvyF&q=85&s=c4bec8cc7ae4341bf027c604b366df7b" alt="ElevenLabs" width="508" height="67" data-path="images/integration-logos/stt-tts/eleven-labs.png" />

    AI voice generation
  </Card>

  <Card title="Cartesia" href="/Integrations/stt-tts-docs/Cartesia">
    <img src="https://mintcdn.com/netra/IXT7TOAHn4HQhvyF/images/integration-logos/stt-tts/cartesia.png?fit=max&auto=format&n=IXT7TOAHn4HQhvyF&q=85&s=e57e3630b70b97479ab8c9db2b9c9efe" alt="Cartesia" width="364" height="80" data-path="images/integration-logos/stt-tts/cartesia.png" />

    Real-time voice AI
  </Card>
</CardGroup>

***

## Quick Start

Enable auto-instrumentation for any supported integration:

```python theme={null}
from netra import Netra
from netra.instrumentation.instruments import InstrumentSet

Netra.init(
    app_name="my-ai-app",
    headers=f"x-api-key={os.getenv('NETRA_API_KEY')}",
    instruments={
        InstrumentSet.OPENAI,
        InstrumentSet.LANGCHAIN,
        InstrumentSet.PINECONE,
    },
)

# Your LLM calls are now automatically traced
```

<Tip>
  If you don't specify `instruments`, Netra will auto-detect and instrument all supported libraries in your environment.
</Tip>

***

## Next Steps

* [Auto-Instrumentation](/Observability/Traces/auto-instrumentation) - Learn how automatic tracing works
* [Manual Tracing](/Observability/Traces/manual-tracing) - Add custom spans to your traces
* [Python SDK](/sdk-reference/sdk/python) - Complete SDK reference