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

# Monitoring

> See how to use Openlayer's monitoring mode

The examples below show how Openlayer's [monitoring mode](https://docs.openlayer.com/workspace-and-projects/project-overview#monitoring-mode) can be used in isolation.

For examples that span development and monitoring modes, check out the [Templates](https://docs.openlayer.com/examples/templates.md).

| Example | Stack |
| - | - |
| [OpenAI Chat Completions - Python](https://colab.research.google.com/github/openlayer-ai/openlayer-python/blob/main/examples/tracing/openai/openai_tracing.ipynb)  Monitoring OpenAI chat completion calls in Python. | Python  OpenAI |
| [OpenAI Chat Completions - TypeScript](https://github.com/openlayer-ai/openlayer-ts/blob/main/examples/openai-monitor.mjs)  Monitoring OpenAI chat completion calls in TypeScript. | TypeScript  OpenAI |
| [Tracing a RAG system](https://colab.research.google.com/github/openlayer-ai/openlayer-python/blob/main/examples/tracing/rag/rag_tracing.ipynb)  Tracing every step of a RAG pipeline. | Python  OpenAI |
| [Anthropic Messages - Python](https://colab.research.google.com/github/openlayer-ai/openlayer-python/blob/main/examples/tracing/anthropic/anthropic_tracing.ipynb)  Monitoring Anthropic message creation calls in Python. | Python  Anthropic |
| [Azure OpenAI Chat Completions - Python](https://colab.research.google.com/github/openlayer-ai/openlayer-python/blob/main/examples/tracing/azure-openai/azure_openai_tracing.ipynb)  Monitoring Azure OpenAI chat completion calls in Python. | Python  Azure OpenAI |
| [Mistral AI Chat Completions - Python](https://colab.research.google.com/github/openlayer-ai/openlayer-python/blob/main/examples/tracing/mistral/mistral_tracing.ipynb)  Monitoring Mistral AI chat completion and streaming calls in Python. | Python  Mistral AI |
| [LLMs with LangChain - Python](https://colab.research.google.com/github/openlayer-ai/openlayer-python/blob/main/examples/tracing/langchain/langchain_callback.ipynb)  Monitoring LLMs built with LangChain using a callback handler. | Python  LangChain |
| [LLMs with LangChain - TypeScript](https://github.com/openlayer-ai/openlayer-ts/blob/main/examples/langchain.mjs)  Streaming data from LangChain uses to Openlayer with TypeScript. | TypeScript  LangChain |
| [Vertex AI via LangChain - Python](https://colab.research.google.com/github/openlayer-ai/openlayer-python/blob/main/examples/tracing/vertex-ai/vertex_ai_tracing.ipynb)  Monitoring Vertex AI calls via LangChain using a callback handler. | Python  Vertex AI LangChain |
| [Ollama via LangChain - Python](https://colab.research.google.com/github/openlayer-ai/openlayer-python/blob/main/examples/tracing/ollama/ollama_tracing.ipynb)  Monitoring Ollama calls via LangChain using a callback handler. | Python  Ollama LangChain |
| [Groq Chat Completions - Python](https://colab.research.google.com/github/openlayer-ai/openlayer-python/blob/main/examples/tracing/groq/groq_tracing.ipynb)  Monitoring Groq LLM chat completion calls in Python. | Python  Groq |
| [OpenAI Assistants API - Python](https://colab.research.google.com/github/openlayer-ai/openlayer-python/blob/main/examples/tracing/openai-assistant/openai_assistant_tracing.ipynb)  Monitoring OpenAI Assistant API runs in Python. | Python  OpenAI |
| [OpenAI Assistants API - TypeScript](https://github.com/openlayer-ai/openlayer-ts/blob/main/examples/openai_assistant_monitor.mjs)  Monitoring OpenAI Assistant API runs in TypeScript. | TypeScript  OpenAI |
| [Manually streaming data for monitoring - Python](https://github.com/openlayer-ai/openlayer-python/blob/main/examples/rest-api/stream_data.py)  Monitoring a tabular classification model in production. | Python  Traditional ML |


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