AnythingLLM vs Open WebUI vs Ollama

Side by side, as alternatives to ChatGPT Plus. Rows that differ are highlighted; the strongest value in a row is marked. Unknown means no source yet.

AnythingLLMMintplex-Labs/anything-llm

Open WebUIopen-webui/open-webui

Ollamaollama/ollama

ChatGPT Pluspaid product

Cost and coverage

Price

$0 software; you run it

Plus $20/month; Pro from $100/month source ↗

Chat assistant

Partly

Yes

Chat with your documents

Partly

Yes

Web search answers

Partly

Yes

Jobs covered

2 of 3 jobs

3 of 3 jobs

1 of 3 jobs

All 3

Popularity and activity (from GitHub)

Stars

67,366

156,304

184,074Top

—

Gain this week

Unknown

—

Signal

Building history

—

Commits / 4 wk

123

814Top

—

Latest release

v1.18.0 · 2026-10-13

v0.12.3 · 2026-10-16

v0.40.6 · 2026-10-16Top

—

Commits / 12 wk

299

1,869

294

—

People committing / 12 mo

55+

140+

36+

—

Issues opened / closed, 30 days

174 / 155

626 / 644

201 / 125

—

Facts, with sources on each project page

Runs on my machine?Differs

Yes, desktop app or Docker; local by default

Yes, self-hosted web app via pip or Docker; can run fully offline

Yes, installer or Docker; cloud models optional

Hosted by the vendor

Code licenceDiffers

MIT

Open WebUI License (BSD-3 style + branding clause); not OSI-approved

MIT

—

Model weights licenceDiffers

No bundled chat weights; licence depends on the model you pick

No bundled weights; licence depends on the model you connect

No bundled weights; each model you pull has its own licence

—

Commercial useDiffers

Yes, MIT code; check the licence or terms of the model you use

Yes, but branding must stay above 50 users/30 days unless enterprise licence

Runner is MIT; commercial use of a model depends on that model's licence

—

Paid services needed?Differs

None required; local LLM, embedder and vector DB by default; cloud optional

None required with local Ollama; paid APIs and Enterprise plan optional

None for local use; Ollama Cloud plans optional (Pro $20/month)

Subscription

HardwareDiffers

Recommended 16GB RAM, 8-core CPU; GPU recommended on Windows; storage varies by model

GPU optional (CUDA image falls back to CPU); RAM not documented; depends on model

Apple M-series or x86 (CPU only) on Mac; 4GB for Windows binary; RAM not stated

—

Operating systemsDiffers

Desktop for Mac, Windows and Linux; Docker for servers

macOS, Linux (x86_64, ARM64) and Windows (Docker via WSL)

macOS 14+, Windows 10 22H2+, Linux, Docker

—

Setup effortDiffers

Easy; desktop installer, or Docker for multi-user

Easy; pip install open-webui (Python 3.11) or one Docker command

Easy; one-line install script or installer, then ollama run

—

Stars over time

Switch to Growth % to compare projects of different sizes fairly.

AnythingLLM
Open WebUI
Ollama

Focus a point, use arrow keys, or tap for its value.

Tracked daily since 15 Oct 2026. Dashed history: estimated from public records of when people starred the repo. Lines connect observations only; gaps contain no measured points.

Growth % starts at each project's first observed point in the shown range. Zero-star starts are unavailable.

Notes for a video or post

A plain summary with today's date and a link to the sources. Check each project page before you publish.

AnythingLLM vs Open WebUI vs Ollama (as alternatives to ChatGPT Plus)
Figures from RepoQuarry, 21 Oct 2026. Sources: https://repoquarry.dev/compare?ids=anything-llm,open-webui,ollama&product=chatgpt-plus

ChatGPT Plus: Plus $20/month; Pro from $100/month
AnythingLLM: free software; does 2 of 3 ChatGPT Plus jobs
Open WebUI: free software; does 3 of 3 ChatGPT Plus jobs
Ollama: free software; does 1 of 3 ChatGPT Plus jobs

- AnythingLLM: 67,366 GitHub stars, 299 commits in 12 weeks, licence MIT
- Open WebUI: 156,304 GitHub stars, 1,869 commits in 12 weeks, licence Open WebUI License (BSD-3 style + branding clause); not OSI-approved
- Ollama: 184,074 GitHub stars, 294 commits in 12 weeks, licence MIT

Where they differ:
- Runs on my machine?: AnythingLLM Yes, desktop app or Docker; local by default; Open WebUI Yes, self-hosted web app via pip or Docker; can run fully offline; Ollama Yes, installer or Docker; cloud models optional
- Code licence: AnythingLLM MIT; Open WebUI Open WebUI License (BSD-3 style + branding clause); not OSI-approved; Ollama MIT
- Model weights licence: AnythingLLM No bundled chat weights; licence depends on the model you pick; Open WebUI No bundled weights; licence depends on the model you connect; Ollama No bundled weights; each model you pull has its own licence
- Commercial use: AnythingLLM Yes, MIT code; check the licence or terms of the model you use; Open WebUI Yes, but branding must stay above 50 users/30 days unless enterprise licence; Ollama Runner is MIT; commercial use of a model depends on that model's licence
- Paid services needed?: AnythingLLM None required; local LLM, embedder and vector DB by default; cloud optional; Open WebUI None required with local Ollama; paid APIs and Enterprise plan optional; Ollama None for local use; Ollama Cloud plans optional (Pro $20/month)
- Hardware: AnythingLLM Recommended 16GB RAM, 8-core CPU; GPU recommended on Windows; storage varies by model; Open WebUI GPU optional (CUDA image falls back to CPU); RAM not documented; depends on model; Ollama Apple M-series or x86 (CPU only) on Mac; 4GB for Windows binary; RAM not stated
- Operating systems: AnythingLLM Desktop for Mac, Windows and Linux; Docker for servers; Open WebUI macOS, Linux (x86_64, ARM64) and Windows (Docker via WSL); Ollama macOS 14+, Windows 10 22H2+, Linux, Docker
- Setup effort: AnythingLLM Easy; desktop installer, or Docker for multi-user; Open WebUI Easy; pip install open-webui (Python 3.11) or one Docker command; Ollama Easy; one-line install script or installer, then ollama run

Stars show popularity, not quality. Check each project page before publishing.

Want share images and a ready video description? Open a project's creator kit.

Numbers: GitHub, fetched nightly. Facts: read from each project's own documentation, with the source on its page. How we check. Mintplex-Labs/anything-llm ↗open-webui/open-webui ↗ollama/ollama ↗

AnythingLLM vs Open WebUI vs Ollama

Stars over time

Notes for a video or post

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