> ## 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](/workspace-and-projects/project-overview#monitoring-mode) can be used in isolation.

For examples that span development and monitoring modes, check out the [Templates](/examples/templates).

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