LLMWare

Enterprise RAG with small specialised models
LLM / RAG frameworkRAG frameworkApache-2.0Runs locallyPythonIntermediate
OSAI Pulse ⓘ ★★★★★★★★★★ /100 signals tracked
🐳 Docker pulls 📦 PyPI downloads / month 📦 npm downloads / month 🚀 Latest release ·
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What is LLMWare?

LLMWare focuses on RAG pipelines built from small, specialised models that run on CPU, aimed at private enterprise deployments.

Why people choose LLMWare

LLMWare at a glance

CategoryLLM / RAG framework
TypeRAG framework
LicenseApache-2.0
Runs locallyYes
Built withPython
Skill levelIntermediate
Best forprivate RAG on modest hardware

Open-source alternatives to LLMWare

Other open-source llm / rag framework tools worth comparing:

LangChainCompose chains, tools and agentsLlamaIndexThe data framework for RAGHaystackProduction pipelines for search and RAGDSPyProgram — not prompt — language modelstxtaiAll-in-one embeddings databaseRAGFlowDeep-document-understanding RAGSemantic KernelMicrosoft's enterprise agent frameworkGraphRAGRAG that builds a knowledge graph firstLiteLLMOne API for 100+ LLM providersInstructorReliable structured outputs from LLMsOutlinesGuarantee valid JSON and grammarsGuidanceInterleave control and generationFlashRankUltra-light reranking for better RAGSentence TransformersThe standard way to make embeddingsRagasMeasure whether your RAG is any goodPromptfooUnit tests for your promptsLangfuseSee what your LLM app actually didPhoenixTrace, evaluate and debug LLM apps

LLMWare head-to-head

LLMWare vs LangChainLLMWare vs LlamaIndexLLMWare vs HaystackLLMWare vs DSPyLLMWare vs txtaiLLMWare vs RAGFlowLLMWare vs Semantic KernelLLMWare vs GraphRAGLLMWare vs LiteLLMLLMWare vs InstructorLLMWare vs OutlinesLLMWare vs GuidanceLLMWare vs FlashRankLLMWare vs Sentence TransformersLLMWare vs RagasLLMWare vs PromptfooLLMWare vs LangfuseLLMWare vs Phoenix

FAQ

Is LLMWare free?

LLMWare is free and open-source (Apache-2.0 license), so you can use, self-host and modify it at no cost.

Can I run LLMWare locally?

Yes. LLMWare is designed to run on your own machine or server, keeping your data private.

What is the best alternative to LLMWare?

Popular open-source alternatives include LangChain, LlamaIndex, Haystack. See the comparisons above to choose.

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