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# Running Examples
Run the examples in this directory with:
```sh
# Run example
python3 examples/<example>.py
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See [ollama/docs/api.md](https://github.com/ollama/ollama/blob/main/docs/api.md) for full API documentation
### Chat - Chat with a model
- [chat.py](chat.py)
- [async-chat.py](async-chat.py)
- [chat-stream.py](chat-stream.py) - Streamed outputs
- [chat-with-history.py](chat-with-history.py) - Chat with model and maintain history of the conversation
### Generate - Generate text with a model
- [generate.py](generate.py)
- [async-generate.py](async-generate.py)
- [generate-stream.py](generate-stream.py) - Streamed outputs
- [fill-in-middle.py](fill-in-middle.py) - Given a prefix and suffix, fill in the middle
### Tools/Function Calling - Call a function with a model
- [tools.py](tools.py) - Simple example of Tools/Function Calling
- [async-tools.py](async-tools.py)
- [multi-tool.py](multi-tool.py) - Using multiple tools, with thinking enabled
#### gpt-oss
#### gpt-oss
- [gpt-oss-tools.py](gpt-oss-tools.py)
- [gpt-oss-tools-stream.py](gpt-oss-tools-stream.py)
- [gpt-oss-tools-stream.py](gpt-oss-tools-stream.py)
- [gpt-oss-tools-browser.py](gpt-oss-tools-browser.py) - Using browser research tools with gpt-oss
- [gpt-oss-tools-browser-stream.py](gpt-oss-tools-browser-stream.py) - Using browser research tools with gpt-oss, with streaming enabled
### Multimodal with Images - Chat with a multimodal (image chat) model
- [multimodal-chat.py](multimodal-chat.py)
- [multimodal-generate.py](multimodal-generate.py)
### Structured Outputs - Generate structured outputs with a model
- [structured-outputs.py](structured-outputs.py)
- [async-structured-outputs.py](async-structured-outputs.py)
- [structured-outputs-image.py](structured-outputs-image.py)
### Ollama List - List all downloaded models and their properties
- [list.py](list.py)
### Ollama Show - Display model properties and capabilities
- [show.py](show.py)
### Ollama ps - Show model status with CPU/GPU usage
- [ps.py](ps.py)
### Ollama Pull - Pull a model from Ollama
Requirement: `pip install tqdm`
- [pull.py](pull.py)
Requirement: `pip install tqdm`
- [pull.py](pull.py)
### Ollama Create - Create a model from a Modelfile
- [create.py](create.py)
- [create.py](create.py)
### Ollama Embed - Generate embeddings with a model
- [embed.py](embed.py)
### Thinking - Enable thinking mode for a model
- [thinking.py](thinking.py)
### Thinking (generate) - Enable thinking mode for a model
- [thinking-generate.py](thinking-generate.py)
### Thinking (levels) - Choose the thinking level
- [thinking-levels.py](thinking-levels.py)
### Web search and fetch MCP server
### MCP server - Expose web search and crawl tools to MCP clients
Requires: `pip install mcp`
- [mcp_web_search_crawl_server.py](mcp_web_search_crawl_server.py)
Run via stdio (for Cursor/Claude MCP):
```sh
python3 examples/mcp_web_search_crawl_server.py
uv run examples/mcp-web-search-and-fetch.py
```
Optional environment:
- `OLLAMA_API_KEY`: If set, will be passed as an Authorization header for Ollama hosted web search/crawl APIs.
`OLLAMA_API_KEY` is required. You can get one from [ollama.com/settings/keys](https://ollama.com/settings/keys).