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Alternatives to Ray Serve

MindsDB
MindsDBMindsDB is an open-source AI analytics platform that lets teams query 200+ data sources in plain English using RAG and LLMs—no ETL required.
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MLflow
MLflowMLflow is the largest open source AI engineering platform. Debug, evaluate, monitor, and deploy AI agents, LLMs, and ML models with 30M+ monthly downloads.
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OmniParser
OmniParserOmniParser by Microsoft is an open-source tool that parses UI screenshots into structured elements, enabling accurate vision-based GUI automation agents powered by GPT-4V and other VLMs.
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Milvus AI Vector DB
Milvus AI Vector DBMilvus is an open-source vector database built for GenAI applications. Perform high-speed similarity searches and scale to tens of billions of vectors with minimal performance loss.
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Ray AI Framework
Ray AI FrameworkRay is an open source Python-native framework for scaling and orchestrating distributed AI, ML, and GenAI workloads across CPUs and GPUs at any scale.
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Qdrant
QdrantQdrant is a high-performance, open-source vector search engine and database written in Rust. Build production-ready RAG pipelines, recommendation systems, and semantic search at scale.
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ZenML
ZenMLZenML is an open-source AI control plane for orchestrating ML pipelines and LLM agent workflows with automated versioning, infrastructure abstraction, and governance from local to Kubernetes.
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Argilla Data Platform
Argilla Data PlatformArgilla is an open-source platform where AI engineers and domain experts collaborate to build high-quality datasets for LLM fine-tuning, RLHF, and NLP model evaluation.
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Quivr
QuivrQuivr is an opinionated open-source RAG framework supporting any LLM (GPT-4, Groq, Llama) and vectorstore (PGVector, Faiss). Build AI-powered apps faster without reinventing retrieval pipelines.
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Arize Phoenix AI
Arize Phoenix AIArize Phoenix is an open-source LLM observability platform built on OpenTelemetry. Instrument, trace, evaluate, and optimize AI applications in real time—framework-agnostic and vendor-lock-in free.
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