category

Open Source Machine Learning Infrastructure Tools

Open source machine learning infrastructure tools

projects 57 combined stars ★ 955K refresh nightly
Machine Learning Infrastructure is one of the most active slices of the open source world — the 18 projects below are ranked by GitHub stars, which makes this page roughly a community-voted shortlist rather than a vendor-curated catalogue. Every card shows the license and the last-commit date, so you can filter out the two failure modes of free software in one glance: restrictive licensing that blocks your use case, and abandonment that leaves you maintaining a fork. When two projects look comparable, prefer the one with more recent activity and the more permissive license (MIT/Apache-2.0 over AGPL) unless copyleft specifically serves your goals. Hover into any project for its full README — the documentation quality is usually the honest tell of engineering quality.

All Machine Learning Infrastructure tools

Ollama ★ 181K

Run open-source LLMs locally on your own machine

rank001 licenseMIT written inGo typeMachine Learning Infrastructure
llama.cpp ★ 129K

Run LLMs locally with minimal setup, maximum hardware support

rank002 licenseMIT written inC++ typeMachine Learning Infrastructure
vllm ★ 92K

A high-throughput and memory-efficient inference and serving engine for LLMs

rank003 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
GPT4All ★ 77K

Run open-source AI models privately on your own device

rank004 licenseMIT written inC++ typeMachine Learning Infrastructure
llama_index ★ 52K

LlamaIndex is the document processing platform for AI

rank005 licenseMIT written inPython typeMachine Learning Infrastructure
LocalAI ★ 49K

Self-hosted AI runtime for text, voice, vision, and agents

rank006 licenseMIT written inGo typeMachine Learning Infrastructure
PageIndex ★ 36K

📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG

rank007 licenseMIT written inPython typeMachine Learning Infrastructure
Langfuse ★ 35K

Open source LLM engineering platform for AI-powered applications

rank008 licenseNOASSERTION written inTypeScript typeMachine Learning Infrastructure
cognee ★ 31K

Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engi

rank009 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
taipy ★ 19K

Turns Data and AI algorithms into production-ready web applications in no time.

rank010 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
dagster ★ 16K

An orchestration platform for the development, production, and observation of data assets.

rank011 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
zvec ★ 16K

A lightweight, lightning-fast, in-process vector database

rank012 licenseApache-2.0 written inC++ typeMachine Learning Infrastructure
langchain4j ★ 13K

LangChain4j is an idiomatic, open-source Java library for building LLM-powered applications on the JVM. It offers a unified API over popular LLM providers and v

rank013 licenseApache-2.0 written inJava typeMachine Learning Infrastructure
txtai ★ 13K

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows

rank014 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
claude-context ★ 13K

Code search MCP for Claude Code. Make entire codebase the context for any coding agent.

rank015 licenseMIT written inTypeScript typeMachine Learning Infrastructure
OpenLLM ★ 13K

Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.

rank016 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
great_expectations ★ 12K

Always know what to expect from your data.

rank017 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
Arize Phoenix ★ 12K

Open-source LLM tracing & evaluation for AI optimization

rank018 licenseNOASSERTION written inPython typeMachine Learning Infrastructure
lancedb ★ 11K

Developer-friendly OSS embedded retrieval library for multimodal AI. Search More; Manage Less.

rank019 licenseApache-2.0 written inRust typeMachine Learning Infrastructure
paradedb ★ 9.3K

One Postgres for your application data, full-text search, vector retrieval, and aggregations. Home of the pg_search extension.

rank020 licenseAGPL-3.0 written inRust typeMachine Learning Infrastructure
deep-searcher ★ 8.3K

Open Source Deep Research Alternative to Reason and Search on Private Data. Written in Python.

rank021 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
server ★ 8.2K

MariaDB server is a community developed fork of MySQL server. Started by core members of the original MySQL team, MariaDB actively works with outside developers

rank022 licenseGPL-2.0 written inC++ typeMachine Learning Infrastructure
OpenLLMetry ★ 7.4K

Monitor LLM performance with open-source observability

rank023 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
vllm-omni ★ 6.9K

A framework for efficient model inference with omni-modality models

rank024 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
genkit ★ 6.4K

Open-source framework for building agentic apps in JavaScript, Go, Dart, and Python, built and used in production by Google

rank025 licenseApache-2.0 written inTypeScript typeMachine Learning Infrastructure
Helicone ★ 6.2K

Build reliable AI apps with comprehensive observability

rank026 licenseApache-2.0 written inTypeScript typeMachine Learning Infrastructure
gpustack ★ 5.7K

A GPU cluster manager for high-performance AI model serving (vLLM, SGLang) and on-demand SSH-accessible GPU instances.

rank027 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
MineContext ★ 5.5K

MineContext is your proactive context-aware AI partner(Context-Engineering+ChatGPT Pulse)

rank028 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
Olares ★ 5.3K

Open-Source Personal Cloud OS for Always-On Agents

rank029 licenseAGPL-3.0 written inGo typeMachine Learning Infrastructure
LangWatch ★ 4.8K

Simulation-based testing and evaluation for AI agents

rank030 licenseApache-2.0 written inTypeScript typeMachine Learning Infrastructure
Agenta ★ 4.8K

Build, automate, and improve AI agents with your team

rank031 licenseNOASSERTION written inTypeScript typeMachine Learning Infrastructure
infinity ★ 4.7K

The AI-native database built for LLM applications, providing incredibly fast hybrid search of dense vector, sparse vector, tensor (multi-vector), and full-text.

rank032 licenseApache-2.0 written inC++ typeMachine Learning Infrastructure
Latitude ★ 4.7K

Full observability for AI agents in production

rank033 licenseMIT written inTypeScript typeMachine Learning Infrastructure
LongMemory ★ 4.5K

Local persistent memory store for LLM applications including claude desktop, github copilot, codex, antigravity, etc.

rank034 licenseApache-2.0 written inTypeScript typeMachine Learning Infrastructure
lorax ★ 3.8K

Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs

rank035 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
FastDeploy ★ 3.7K

High-performance Inference and Deployment Toolkit for LLMs and VLMs based on PaddlePaddle

rank036 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
knowhere ★ 3.3K

Knowhere extracts, parses, and outputs structured chunks ready for AI Agents and RAG.

rank037 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
Laminar ★ 3.3K

AI-powered platform for engineering LLM products

rank038 licenseApache-2.0 written inTypeScript typeMachine Learning Infrastructure
chitu ★ 3.0K

High-performance inference framework for large language models, focusing on efficiency, flexibility, and availability.

rank039 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
datachain ★ 2.8K

The Context Layer for unstructured data: typed, versioned datasets over S3, GCS, Azure

rank040 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
OpenLIT ★ 2.8K

Monitor, debug, and scale LLM applications with ease

rank041 licenseApache-2.0 written inTypeScript typeMachine Learning Infrastructure
openlake ★ 2.7K

OpenLake is a high performance storage engine for efficient LLM inference and GPU Training

rank042 licenseApache-2.0 written inRust typeMachine Learning Infrastructure
burr ★ 2.6K

Build applications that make decisions (chatbots, agents, simulations, etc...). Monitor, trace, persist, and execute on your own infrastructure.

rank043 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
dstack ★ 2.3K

GPU orchestration across clouds, Kubernetes, and on-prem

rank044 licenseMPL-2.0 written inPython typeMachine Learning Infrastructure
envd ★ 2.2K

🏕️ Reproducible development environment for humans and agents

rank045 licenseApache-2.0 written inGo typeMachine Learning Infrastructure
Beam ★ 1.8K

Serverless GPU compute with sub-second cold starts

rank046 licenseAGPL-3.0 written inGo typeMachine Learning Infrastructure
InferenceX ★ 1.7K

Open Source Continuous Inference Benchmark Research Platform — Kimi K3 2.8T, MiniMax M3, DeepSeekv4, GLM5 - GB200 NVL72 vs MI355X vs B200 vs GB300 NVL72 & soon™

rank047 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
gpu-hot ★ 1.6K

🔥 Real-time NVIDIA GPU dashboard

rank048 licenseMIT written inJavaScript typeMachine Learning Infrastructure
kitops ★ 1.4K

An open source DevOps tool from the CNCF for packaging and versioning AI/ML models, datasets, code, and configuration into an OCI Artifact.

rank049 licenseApache-2.0 written inGo typeMachine Learning Infrastructure
sglang-omni ★ 1.2K

SGLang-Omni is a high-performance serving framework for audio models (TTS, ASR) and unified multimodal models.

rank050 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
lightly-studio ★ 889

LightlyStudio - The Unified Data Platform for Multimodal ML

rank051 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
ServerlessLLM ★ 715

Serverless LLM Serving for Everyone.

rank052 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
pegainfer ★ 704

Pure Rust + CUDA LLM inference engine — no PyTorch, OpenAI-compatible, serves Qwen3 to Kimi-K2

rank053 licenseApache-2.0 written inRust typeMachine Learning Infrastructure
ome ★ 509

Open Model Engine (OME) — Kubernetes operator for LLM serving, GPU scheduling, and model lifecycle management. Works with SGLang, vLLM, TensorRT-LLM, and Triton

rank054 licenseApache-2.0 written inGo typeMachine Learning Infrastructure
mlop ★ 392

Experiment tracking platform for ML teams

rank055 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
Spanlens ★ 13

LLM observability: cost, latency, and traces in one place

rank056 licenseMIT written inTypeScript typeMachine Learning Infrastructure
Grepture ★ 8

Trace, evaluate, and protect every LLM call in one SDK

rank057 licenseAGPL-3.0 written inTypeScript typeMachine Learning Infrastructure

Frequently asked questions

How many open source Machine Learning Infrastructure tools are there?

This registry tracks 57 open source Machine Learning Infrastructure projects, with 955,231 combined GitHub stars. The list is ranked by stars and refreshed nightly.

What is the most popular open source Machine Learning Infrastructure project?

Ollama leads this category with 181,161 GitHub stars, followed by llama.cpp.

Are these Machine Learning Infrastructure tools free?

Yes — every project listed here is open source. Some also offer paid hosted versions alongside the free self-hosted option; the licence for each project is shown on its card.