category

Open Source Machine Learning Infrastructure Tools

Open source machine learning infrastructure tools

projects 89 combined stars ★ 1.1M 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 ★ 186K

Run open-source LLMs locally on your own machine

rank001 licenseMIT written inGo typeMachine Learning Infrastructure
llama.cpp ★ 133K

Run LLMs locally with minimal setup, maximum hardware support

rank002 licenseMIT written inC++ typeMachine Learning Infrastructure
vllm ★ 96K

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
serviette ★ 59K

Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, K

rank005 licenseMIT written inPython typeMachine Learning Infrastructure
llama_index ★ 53K

LlamaIndex is the document processing platform for AI

rank006 licenseMIT written inPython typeMachine Learning Infrastructure
LocalAI ★ 50K

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

rank007 licenseMIT written inGo typeMachine Learning Infrastructure
faiss ★ 41K

A library for efficient similarity search and clustering of dense vectors.

rank008 licenseMIT written inC++ typeMachine Learning Infrastructure
PageIndex ★ 40K

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

rank009 licenseMIT written inPython typeMachine Learning Infrastructure
Langfuse ★ 37K

Open source LLM engineering platform for AI-powered applications

rank010 licenseNOASSERTION written inTypeScript typeMachine Learning Infrastructure
cognee ★ 33K

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

rank011 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
taipy ★ 19K

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

rank012 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
xerj ★ 19K

XERJ is the new way for AI to search data. Its autoindex capability activates agents to know your data without the token waste of grep and sed. One command inde

rank013 licenseApache-2.0 written inRust typeMachine Learning Infrastructure
dagster ★ 16K

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

rank014 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
zvec ★ 16K

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

rank015 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

rank016 licenseApache-2.0 written inJava typeMachine Learning Infrastructure
txtai ★ 13K

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

rank017 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.

rank018 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.

rank019 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
Arize Phoenix ★ 12K

Open-source LLM tracing & evaluation for AI optimization

rank020 licenseNOASSERTION written inPython typeMachine Learning Infrastructure
great_expectations ★ 12K

Always know what to expect from your data.

rank021 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
lancedb ★ 12K

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

rank022 licenseApache-2.0 written inRust typeMachine Learning Infrastructure
paradedb ★ 9.5K

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

rank023 licenseAGPL-3.0 written inRust typeMachine Learning Infrastructure
server ★ 8.5K

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

rank024 licenseGPL-2.0 written inC++ typeMachine Learning Infrastructure
deep-searcher ★ 8.4K

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

rank025 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
OpenLLMetry ★ 7.5K

Monitor LLM performance with open-source observability

rank026 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
vllm-omni ★ 7.5K

A framework for efficient model inference with omni-modality models

rank027 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
genkit ★ 6.6K

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

rank028 licenseApache-2.0 written inTypeScript typeMachine Learning Infrastructure
Helicone ★ 6.3K

Build reliable AI apps with comprehensive observability

rank029 licenseApache-2.0 written inTypeScript typeMachine Learning Infrastructure
gpustack ★ 5.9K

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

rank030 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
MineContext ★ 5.5K

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

rank031 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
Olares ★ 5.3K

Open-Source Personal Cloud OS for Always-On Agents

rank032 licenseAGPL-3.0 written inGo typeMachine Learning Infrastructure
LangWatch ★ 5.0K

Simulation-based testing and evaluation for AI agents

rank033 licenseApache-2.0 written inTypeScript typeMachine Learning Infrastructure
Agenta ★ 4.9K

Build, automate, and improve AI agents with your team

rank034 licenseNOASSERTION written inTypeScript typeMachine Learning Infrastructure
infinity ★ 4.8K

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

rank035 licenseApache-2.0 written inC++ typeMachine Learning Infrastructure
Latitude ★ 4.7K

Full observability for AI agents in production

rank036 licenseMIT written inTypeScript typeMachine Learning Infrastructure
LongMemory ★ 4.6K

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

rank037 licenseApache-2.0 written inTypeScript typeMachine Learning Infrastructure
knowhere ★ 3.9K

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

rank038 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
FastDeploy ★ 3.7K

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

rank039 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
Laminar ★ 3.5K

AI-powered platform for engineering LLM products

rank040 licenseApache-2.0 written inTypeScript typeMachine Learning Infrastructure
examples ★ 3.1K

Jupyter Notebooks to help you get hands-on with Pinecone vector databases

rank041 licenseMIT written inJupyter Notebook typeMachine Learning Infrastructure
chitu ★ 3.0K

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

rank042 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
autoflow ★ 3.0K

pingcap/autoflow is a Graph RAG based and conversational knowledge base tool built with TiDB Serverless Vector Storage. Demo: https://tidb.ai

rank043 licenseApache-2.0 written inTypeScript typeMachine Learning Infrastructure
OpenLIT ★ 2.9K

Monitor, debug, and scale LLM applications with ease

rank044 licenseApache-2.0 written inTypeScript typeMachine Learning Infrastructure
datachain ★ 2.8K

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

rank045 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
openlake ★ 2.6K

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

rank046 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.

rank047 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
vearch ★ 2.3K

Distributed vector search for AI-native applications

rank048 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
dstack ★ 2.3K

GPU orchestration across clouds, Kubernetes, and on-prem

rank049 licenseMPL-2.0 written inPython typeMachine Learning Infrastructure
JustHireMe ★ 2.3K

Local-first AI job intelligence workbench for scraping roles, ranking fit, and generating tailored application materials.

rank050 licenseAGPL-3.0 written inPython typeMachine Learning Infrastructure
envd ★ 2.2K

🏕️ Reproducible development environment for humans and agents

rank051 licenseApache-2.0 written inGo typeMachine Learning Infrastructure
neuron-ai ★ 2.2K

The Agentic Framework of the PHP ecosystem to build production-ready AI driven applications. Connect components (LLMs, Tools, vector DBs, memory) to agents that

rank052 licenseMIT written inPHP typeMachine Learning Infrastructure
matrixone ★ 2.1K

AI-native HTAP database with Git-for-Data and built-in vector search, serving as the data and memory backbone for intelligent agents and applications.

rank053 licenseApache-2.0 written inGo typeMachine Learning Infrastructure
mcp-memory-service ★ 2.1K

Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.

rank054 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
kvcached ★ 2.0K

Virtualized Elastic KV Cache for Dynamic GPU Sharing and Beyond

rank055 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
InferenceX ★ 2.0K

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™

rank056 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
Beam ★ 1.8K

Serverless GPU compute with sub-second cold starts

rank057 licenseAGPL-3.0 written inGo typeMachine Learning Infrastructure
opencode-mem ★ 1.8K

OpenCode plugin that gives coding agents persistent memory using local vector database

rank058 licenseMIT written inTypeScript typeMachine Learning Infrastructure
LLPhant ★ 1.7K

LLPhant - A comprehensive PHP Generative AI Framework using OpenAI GPT 4. Inspired by Langchain

rank059 licenseMIT written inPHP typeMachine Learning Infrastructure
dingo ★ 1.7K

A multi-modal vector database that supports upserts and vector queries using unified SQL (MySQL-Compatible) on structured and unstructured data, while meeting t

rank060 licenseApache-2.0 written inJava typeMachine Learning Infrastructure
sglang-omni ★ 1.7K

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

rank061 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
gpu-hot ★ 1.6K

🔥 Real-time NVIDIA GPU dashboard

rank062 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.

rank063 licenseApache-2.0 written inGo typeMachine Learning Infrastructure
ollaya ★ 1.4K

Jev-compatible API server for open decision models. Ollama for decision models: pull and serve 25 model families (Laya, pplx-decider, Clef, Winnow, coba...) loc

rank064 licenseApache-2.0 written inRust typeMachine Learning Infrastructure
qdrant-client ★ 1.4K

Python client for Qdrant vector search engine

rank065 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
infinispan ★ 1.4K

Infinispan is an open source data grid platform and highly scalable NoSQL cloud data store.

rank066 licenseApache-2.0 written inJava typeMachine Learning Infrastructure
SeaGOAT ★ 1.3K

local-first semantic code search engine

rank067 licenseMIT written inPython typeMachine Learning Infrastructure
arcadedb ★ 1.2K

ArcadeDB Multi-Model Database, one DBMS that supports SQL, Cypher, Gremlin, HTTP/JSON, MongoDB and Redis. ArcadeDB is a conceptual fork of OrientDB, the first M

rank068 licenseApache-2.0 written inJava typeMachine Learning Infrastructure
VectorDBBench ★ 1.2K

Benchmark for vector databases.

rank069 licenseMIT written inPython typeMachine Learning Infrastructure
Agent_Memory_Techniques ★ 1.1K

Agent memory for LLMs: 30 runnable Jupyter notebooks covering conversation buffers, vector stores, knowledge graphs, episodic and semantic memory, MemGPT, Mem0,

rank070 licenseApache-2.0 written inJupyter Notebook typeMachine Learning Infrastructure
kividb ★ 1.1K

A fast, multi-threaded Redis® and Valkey alternative written in Rust: drop-in compatible, with full-text and vector search built in

rank071 licenseAGPL-3.0 written inRust typeMachine Learning Infrastructure
selfhost-ai ★ 953

🚀 Self-hosted AI automation platform. Deploy n8n, Ollama, Flowise, RAG, Supabase & 30+ tools with one command. Auto HTTPS. Free Zapier/Make alternative.

rank072 licenseApache-2.0 written inShell typeMachine Learning Infrastructure
rag_api ★ 920

ID-based RAG FastAPI: Integration with Langchain and PostgreSQL/pgvector

rank073 licenseMIT written inPython typeMachine Learning Infrastructure
lightly-studio ★ 902

LightlyStudio - The Unified Data Platform for Multimodal ML

rank074 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
llamafarm ★ 836

Deploy any AI model, agent, database, RAG, and pipeline locally or remotely in minutes

rank075 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
pegainfer ★ 731

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

rank076 licenseApache-2.0 written inRust typeMachine Learning Infrastructure
mcp-server-elasticsearch ★ 728

rank077 licenseApache-2.0 written inRust typeMachine Learning Infrastructure
ServerlessLLM ★ 718

Serverless LLM Serving for Everyone.

rank078 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
RAGLight ★ 673

RAGLight is a modular framework for Retrieval-Augmented Generation (RAG). It makes it easy to plug in different LLMs, embeddings, and vector stores, and now inc

rank079 licenseMIT written inPython typeMachine Learning Infrastructure
next-plaid ★ 608

NextPlaid, ColGREP: Multi-vector search, from database to coding agents.

rank080 licenseApache-2.0 written inRust typeMachine Learning Infrastructure
embedJs ★ 601

A NodeJS RAG framework to easily work with LLMs and embeddings

rank081 licenseApache-2.0 written inTypeScript typeMachine Learning Infrastructure
Compartment ★ 580

Encrypted, fully offline agentic memory. One click install, GUI w/ memory map, all OS and agents. Superior memory creation, storage and retrieval.

rank082 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
langtest ★ 561

Deliver safe & effective language models

rank083 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
unbody ★ 524

The Supabase of AI era. A modular, open-source backend for building AI-native software — designed for knowledge, not static data.

rank084 licenseApache-2.0 written inTypeScript typeMachine Learning Infrastructure
ome ★ 523

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

rank085 licenseApache-2.0 written inGo typeMachine Learning Infrastructure
popmon ★ 512

Monitor the stability of a Pandas or Spark dataframe ⚙︎

rank086 licenseMIT written inPython typeMachine Learning Infrastructure
mlop ★ 394

Experiment tracking platform for ML teams

rank087 licenseApache-2.0 written inPython typeMachine Learning Infrastructure
Spanlens ★ 13

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

rank088 licenseMIT written inTypeScript typeMachine Learning Infrastructure
Grepture ★ 12

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

rank089 licenseAGPL-3.0 written inTypeScript typeMachine Learning Infrastructure

Frequently asked questions

How many open source Machine Learning Infrastructure tools are there?

This registry tracks 89 open source Machine Learning Infrastructure projects, with 1,141,612 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 185,702 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.