Ollama agents

Install Ollama from a Python CLI.

Validate structured outputs from LLMs with Ollama and automatic retries.

Local control plane for the IPEX-backed Ollama runtime.

Ask questions about your documents using local LLMs — no cloud, no API keys

Manage Ollama models from your commandline!

Bridge API service connecting Ollama with Model Context Protocol (MCP) servers

Adapter to expose MCPO, the MCP-to-OpenAPI proxy server, tools in Ollama-compatible format

Python client for the ollama-models API — search and list Ollama model weights

OCR package using Ollama vision language models.

CLI tools to export and import Ollama models (.tar.gz)

CLI + TUI tool for benchmarking Ollama models side-by-side

Ollama CLI prompt tool for local LLM code analysis

ollama proxy to other cloud model service

A RAG (Retrieval-Augmented Generation) system using Llama Index and ChromaDB

A tool to digest PDF files for Large Language Models and serving them via a REST API, including their source references.

Expose OLLAMA models to the internet on a remote server via tunneling

Remote CLI client for Ollama servers - Network-ready chat interface with history tracking and inference control

A feature-rich Ollama client with enhanced terminal UI using the Rich library.

Functions to conveniently run asynchronous Ollama workflows, including RAG support.

Scan your hardware and find compatible Ollama LLMs

A Python package that ensures the Ollama server is running and ready with the models your project expects.

Provide interaction service to LLM with Ollama.

Terminal toolkit for local Ollama model recommendation, benchmarking, and comparison.

A package to manage Ollama service and models.

A light wrapper around ollama-python that introduces caching, syntax sugar and increased `think` compatibility

A tkinter GUI for interacting with any Ollama API.

CLI tool for Ollama - backup, restore, update, and list models

A complementary library to ollama-python to register your tools

A comprehensive Python client library for the Ollama API

A workaround for models on Ollama that does not support tool calling

Python utilities for integrating Ollama with Streamlit and building LLM applications

Local macOS menubar voice assistant powered by MLX Whisper, Ollama, and Kokoro TTS

MCP Service for Ollama Web Search

A Python library for running Ollama agents with automated server management

A benchmark tool for consumer hardware for AI inference using llm models, with version and quantization detection.

Local AI Image Generation with Ollama-style CLI for Stable Diffusion, FLUX, and LoRA support

A lightweight client for interacting with LLMs served via Ollama

A thin wrapper around `ollama` library

ollamaocr with Llama vision

A simple Python package for Ollama utilities with built-in AI vibe tests

Matrix chatbot powered by Ollama

A Python package for integrating Ollama with web search and RAG.

Ollamate is a simple AI assistant for local LLMs hosted on your machine using Ollama. it will support some custom functions and a RAG system.

OllamaWebUI-A Simple Flask WebUI, You Can Chat With Ollama On Web|Flask聊天界面，可以自定义设置Ollama Api（python学霸公众号）

A package to manage Ollama service and models.

Bundle Ollama models into single portable archives for transfer between machines.

CLI for MCP Client for Ollama - An easy-to-use command for interacting with Ollama through MCP

Ollama omnicomp provider

Local-first AI Agent for Mac. Zero cloud dependency.

Turn intention into infrastructure. Local-first AI agent bootstrapper.

Offline video analysis using Ollama models and local Whisper

OpenTelemetry Ollama instrumentation

OpenTelemetry Ollama instrumentation

A collection of Orange3 widgets that leverage Ollama to perform various data mining tasks

python inference handler for agents

OpenTelemetry Ollama instrumentation

LLM intent engine for OVOS

Natural language interface for pandas DataFrame analysis using Ollama models

A penetration testing agent powered by local LLMs via Ollama

RAG scaffolder + embedded library: 7 backbones incl. code-graph/R2R/Onyx, advanced retrieval (contextual, parent-doc, query-expansion+RRF, CRAG), scored advisor, SaaS Query API with auth + rate limit

Local-first AI project management agent — reads your repo, documents it, watches for changes, builds LLM prompts.

Intelligent LLM Execution Layer for developer teams — anonymize code, route models, solve tickets.

Intelligent LLM Execution Layer for developer teams — anonymize code, route models, solve tickets.

A git diff Summarizer backed by LLM on Ollama

Fix ollama pull TLS timeout and disconnects — resumable Ollama model downloader for slow connections

Ollama adapter for PULSE Protocol — run local AI models with the same interface as cloud providers

CLI coding assistant powered by your Ollama GPUs via PastaWater

Agent toolkit for Ollama

Pydantic AI Ollama integration

A reusable RAG core library built on FAISS and Ollama

A simple package to run a ReAct agent with Ollama and tools with privileges to run code inside a docker container.

Model manager compatible with Ollama models through Ollama API for Quackamollie Telegram chat bot

fast startup ollama server

A simple SDK for interacting with the Ollama API by automatically creating a conversation (chat history)

A project to show good CLI practices with a fully fledged RAG system.

CLI tool for RAG over local documents

Retrieval-Augmented Generation Driven by Offline Local LLMs — a fully-local RAG system for JIRA tickets, code, and PDFs, powered by Ollama.

MCP Server for RAG documentation search with Qdrant and Ollama

Automatic RAG Pattern Optimization Engine

Local-first RAG-lite CLI: condense docs into structured Markdown, then index/query with Chroma + hybrid search

Local-first evaluation framework for RAG pipelines and AI agents

Multi-knowledge-base RAG system with MCP integration

The Fastest Way to Audit Your RAG - Generate QA datasets & evaluate RAG systems in Colab, Jupyter, or CLI. Privacy-first, any LLM, visual reports.

Intelligent research paper analysis pipeline with LLM-driven categorization

Rev - Autonomous AI Development System with Multi-Agent Orchestration

A Python library that meters Ollama usage to Revenium.

A platform for reworkd

A Professional-Grade, Modular Agentic Framework for Ollama & LiteLLM.

Simple CLI runner for Ollama (LLM) models

SCBE agent-bus: Python surface over the SCBE governed event runner. Routes AI/human/AI events through the harmonic-wall pipeline, wraps the workspace audit chain (formation/ingest/export/verify/import/lineage/report), and the trap-in-good-loops dispatch surface (free-only: offline echo + local Ollama).

Scikit-Ollama: an extension of Scikit-LLM for Ollama served models.

Ollama integration for Serapeum

Shared Ollama gateway over Slurm — wake a GPU node on demand

A python app to serve smOllama

Space: A powerful, fully local CLI coding assistant powered by Ollama.

A Streamlit chatbot app integrating Ollama LLMs

Ollama provider for Stache AI

Streamlit utilities for Ollama LLM integration

A reusable Streamlit-based chat interface for Ollama models using PydanticAI