
Run open models locally with a CLI, app, and localhost API. / Why: no license fee; MIT; hardware is the bill.
Free· open source,MIT
Hardware is the billChecked 2026-10-19·ollama.com
vs Hugging Face253 tools. Most people should start with one of the three below: a local runtime, the public Hub, or a local image graph. Hardware is the bill when there is no license fee.
OUR TAKE
Start with Ollama to run open models on your machine, Hugging Face to find weights and Spaces, or ComfyUI for a local node-graph image UI.
Good fit
Developers and privacy-sensitive teams who have RAM or VRAM
Poor fit
Someone who wants a polished hosted chat and will not download a weight file
Start here · Editor picks

Run open models locally with a CLI, app, and localhost API. / Why: no license fee; MIT; hardware is the bill.
Free· open source,MIT
Hardware is the billChecked 2026-10-19·ollama.com
vs Hugging Face
Public Hub for models, datasets, and Spaces. / Why: Hub is free; PRO is $9/mo.
Free· paid from$9/mo
A Hub card is not a running appChecked 2026-10-19·huggingface.co/pricing
vs Ollama
Local node-graph image UI. / Why: GPL-3.0, $0; optional Comfy Cloud is a separate card.
Paid only$16/mo yearly
You bring the GPUChecked 2026-10-19·comfy.org/pricing
vs Stable Diffusion Web UIShowing 10 of 250 · page 23

LangChain is an open-source Python/JS framework for LLM apps (chains, agents, tools)
Free· paid from$39/mo
OSS is not a studioChecked 2026-10-19·langchain.com/pricing
vs Langflow
Langflow is a MIT visual builder for LLM agents and RAG flows: drag components (models, tools, vector stores), test them in a Playground,…
Free· open source,MIT
You bring the model keyChecked 2026-10-19·docs.langflow.org/get-started-installation
vs n8n
Langfuse is an LLM observability dashboard: the official docs still (see the cover) is traces, model cost, scores, and a usage chart
Free· paid from$2/mo
Hobby is two users and 30-day retentionChecked 2026-10-19·langfuse.com/pricing
vs LangChain
LiteLLM is an OpenAI-compatible AI gateway: the official docs still (see the cover) is the Admin UI Virtual Keys table — alias, team,…
Free· open source,open source
$0 is the proxy, not the tokensChecked 2026-10-19·litellm.ai/pricing
vs Ollama
LlamaIndex is an open-source data framework (RAG, indexes, agents) plus LlamaParse / LlamaCloud, a hosted document platform: the official…
Free· paid from$1.25
LlamaParse is not MITChecked 2026-10-19·llamaindex.ai/pricing
vs LangChain
n8n is a visual workflow and AI-agent builder: connect 1,000+ apps, add LLM and MCP nodes, and run automations on a schedule or webhook
Free· paid from€20/mo yearly
You operate the graphChecked 2026-10-19·n8n.io/pricing
vs Zapier
Open WebUI is a self-hosted ChatGPT-style shell: New Chat, Search, Notes, Workspaces, a model picker, and “How can I help you today?”
Paid onlyNot published by the vendor
You operate itChecked 2026-10-19·docs.openwebui.com/getting-started
vs Ollama
OpenHands is an autonomous software-engineering agent with a product UI: the official still (see the cover) is the Automations list — PR…
Free· open source,open source
Free SaaS is not free tokensChecked 2026-10-19·all-hands.dev/pricing
vs Cursor
AUTOMATIC1111 Stable Diffusion Web UI is a browser form for local diffusion: txt2img prompt, negative prompt, sampler, steps, and Generate
Free· open source,AGPL
You install Python, CUDA, and modelsChecked 2026-10-19·github.com/AUTOMATIC1111/stable-diffusion-webui
vs ComfyUI
Tabby is a self-hosted coding assistant (completions, chat, Answer Engine): the official docs still (see the cover) is the Answer Engine…
Free· paid from$19/user/mo
Community is 5 usersChecked 2026-10-19·tabbyml.com/pricing
vs Continue