Run open models locally; no license fee. / Why: MIT; hardware is the bill.
Free· open source,MIT
Hardware is the billChecked 2026-10-19·ollama.com
vs Hugging FaceFree only
62 tools. Most people should start with one of the three below: a local runtime, a git-native terminal pair, or an OSS IDE sidebar. You still pay the model or the hardware.
OUR TAKE
Start with Ollama (no license fee; hardware is the bill), Aider if you already live in git and a TTY, or Continue for an OSS IDE agent.
Good fit
Developers who will bring a key or a GPU and do not want a seat
Poor fit
Teams that need a hosted seat with a public monthly card
Sort
Start here · Editor picks
Git-native pair programmer in the terminal. / Why: Apache-2.0, $0; you bring the key.
Free· open source,Apache-2.0
$0 is the CLI, not SonnetChecked 2026-10-20·aider.chat
vs Cursor
OSS IDE agent sidebar. / Why: Apache 2.0; the extension is $0.
Free· open source,Apache 2.0
The repo is read-onlyChecked 2026-10-19·continue.dev
vs CursorAll 59, in editor's order
Showing 11 of 59 · page 6
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
Semantic Scholar is Allen AI’s free paper library: the live paper page (see the cover) is title, TLDR, Semantic Reader, citations, figures…
Free
Free is not a systematic-review workflowChecked 2026-10-19·semanticscholar.org
vs Elicit
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