ollama/ollama-python

Analysis updated 2026-07-03 · repo last pushed 2026-06-18

★ 10,226PythonAudience · developerComplexity · 2/5ActiveSetup · moderate

Mindmap

mindmap
  root((ollama-python))
    What It Does
      Chat with models
      Stream responses
      Generate embeddings
      Manage models
    Tech Stack
      Python
      Ollama server
    Use Cases
      Local AI apps
      Semantic search
      Custom assistants
    Audience
      Python developers
      AI builders

mindmap root((ollama-python)) What It Does Chat with models Stream responses Generate embeddings Manage models Tech Stack Python Ollama server Use Cases Local AI apps Semantic search Custom assistants Audience Python developers AI builders

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What do people build with it?

USE CASE 1

Add AI chat replies to a Python app by connecting to a locally running language model.

USE CASE 2

Stream AI-generated responses word-by-word to display results as they arrive in a web interface.

USE CASE 3

Generate text embeddings from sentences to power a local semantic search feature.

USE CASE 4

Manage AI models in your Python code by pulling, copying, or deleting them programmatically.

What is it built with?

PythonOllama

How does it compare?

	ollama/ollama-python	parthjadhav/tkinter-designer	ymcui/chinese-bert-wwm
Stars	10,226	10,234	10,208
Language	Python	Python	Python
Last pushed	2026-06-18	—	—
Maintenance	Active	—	—
Setup difficulty	moderate	moderate	moderate
Complexity	2/5	2/5	3/5
Audience	developer	vibe coder	researcher

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · moderate Time to first run · 30min

Requires Ollama installed locally and a model downloaded before the library will work.

Copy-paste prompts

Prompt 1

Using the ollama-python library, show me how to send a message to the Gemma3 model and print the full response.

Prompt 2

How do I stream a response word-by-word with ollama-python so I can display tokens in real time in a terminal app?

Prompt 3

Show me how to create a custom AI assistant with a specific system prompt using ollama-python's chat API.

Prompt 4

I want to generate embeddings for a list of sentences using ollama-python for semantic search. Show me how to call the embed endpoint.

Frequently asked questions

What is ollama-python?

A Python library that lets you run AI language models locally with a few lines of code, bridging your Python apps to the Ollama model server on your machine.

What language is ollama-python written in?

Mainly Python. The stack also includes Python, Ollama.

Is ollama-python actively maintained?

Active — commit in last 30 days (last push 2026-06-18).

How hard is ollama-python to set up?

Setup difficulty is rated moderate, with roughly 30min to a first successful run.

Who is ollama-python for?

Mainly developer.

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