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Self-hosted RAG servers (Docker)

Server tools you run with Docker on your own machine or network, good for teams and always-on setups. 17 tools, sorted by GitHub stars.

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ToolLicenseHardwareDocumentsFully offline
Dify
Active Difficulty: Medium Community report
Dify Open Source License (Apache-2.0 + conditions)Docker; minimum 2 CPU cores, 4GB RAMPDF, DOCX, XLSX, HTML, MDโœ… Yes
Open WebUI
Active Difficulty: Medium Vendor guide
Custom (BSD-3 based, branding clause)Light server; LLM via OllamaPDF, DOCX, TXT, webโœ… Yes
Langflow
Active Difficulty: Medium Docs only
MITPython serverAny via componentsโœ… Yes
RAGFlow
Active Difficulty: Medium Community report
Apache-2.04 cores, 16GB RAM, 50GB disk recommended (Docker)PDF, scans, DOCX, XLSX, PPT, imagesโœ… Yes
AnythingLLM
Active Difficulty: Easy Community report
MITDesktop or Docker; built-in engine runs CPU or GPU (NVIDIA CUDA, AMD/Intel Vulkan)PDF, DOCX, TXT, CSV, web pages, audioโœ… Yes
Flowise
Active Difficulty: Medium Docs only
Apache-2.0 (enterprise dir separate)Node serverAny via loadersโœ… Yes
LibreChat
No tracked release Difficulty: Medium Community report
MITServer + separate RAG API with pgvectorPDF, DOCX, TXTโš ๏ธ Needs config
Open Notebook
Active Difficulty: Medium Community report
MITDockerPDF, web, audio, videoโœ… Yes
Khoj
Active Difficulty: Medium Docs only
AGPL-3.0Server; GPU optionalPDF, Markdown, Org, Word, Notion, imagesโœ… Yes
Onyx
Active Difficulty: Medium Docs only
MIT core + enterprise (GitHub NOASSERTION)Docker; 16GB RAM suggested40+ connectors, PDFs, Officeโœ… Yes
Kotaemon
Active Difficulty: Medium Docs only
Apache-2.0Docker; GPU optionalPDF, HTML, MHTML, XLSX in lite image; DOCX and more need the full image (Unstructured)โœ… Yes
MaxKB
Active Difficulty: Medium Docs only
GPL-3.0Docker (PostgreSQL + pgvector)Uploaded documents and crawled web docs; text, image, audio and video inputโœ… Yes
DocsGPT
Active Difficulty: Medium Docs only
MITDocker (installer runs Docker Compose; pip, Kubernetes and air-gapped installs documented)PDF, Office files, web pages, audio; synced connectors (Google Drive, SharePoint, Confluence, GitHub, S3)โœ… Yes
R2R
Stale (no release in 12+ months) Difficulty: Medium Docs only
MITDocker, PostgresPDF, DOCX, images, audioโš ๏ธ Needs config
Verba
Stale (no release in 12+ months) Difficulty: Medium Docs only
BSD-3-ClauseDocker + WeaviatePDF, DOCX, TXT, CSVโœ… Yes
PipesHub
Active Difficulty: Medium Docs only
Apache-2.0Docker stackOffice docs, connectorsโœ… Yes
RAG Web UI
Active Difficulty: Medium Docs only
Apache-2.0DockerPDF, DOCX, MD, TXTโœ… Yes

How we know: Docs only = taken from the project's own README/docs, not tested by us. Community report = an owner published a working (or problem) report; links to the source. Vendor guide = an official NVIDIA playbook exists. We have not hands-on tested any tool yet, so nothing here says "Tested by RAGShelf".

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Groupings use only what each listing's data supports. Last updated 2026-10-26.

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