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6 jobs · 22 apps

AI for banking: open source tools you can self-host

For banks and fintech companies, the core of a private AI stack is Ollama for running open models locally, LibreChat for a private chat interface and RAGFlow for answering questions over your documents, all running on your own servers.

Pointed at a model on your own hardware, these tools keep customer and transaction data on your infrastructure.

Financial data is often the hardest data to send to a cloud AI service. Running models and AI tools on your own servers keeps prompts, customer records and documents inside your own controls.

Updated · data from GitHub, refreshed daily

Top picks

  1. Rank 1:

    Ollama

    ollama/ollama

    Get up and running with Llama 3.3, DeepSeek-R1, Phi-4, Gemma 3, and other large language models.

    Active · last commit Oct 28, 2026

    AI & LLM ToolsGoDocker

    AI-nativeStands out for the most GitHub stars. Ollama has 185,075 GitHub stars, uses the MIT license, ships a Docker image and had 1,263 commits in the last year; it replaces ChatGPT.

  2. Rank 2:

    LocalAI

    mudler/LocalAI

    Run your AI models locally and generate images and audio (alternative to OpenAI and Claude).

    Active · last commit Oct 28, 2026

    AI & LLM ToolsGoDocker

    AI-nativeStands out for a permissive MIT license. LocalAI has 50,019 GitHub stars, uses the MIT license, ships a Docker image and had 3,909 commits in the last year; it replaces ChatGPT.

  3. Rank 3:

    LLM Harbor

    av/harbor

    Containerized LLM toolkit. Run LLM backends, APIs, frontends, and additional services via a concise CLI.

    Active · last commit Oct 24, 2026

    AI & LLM ToolsPythonDocker

    AI-nativeStands out for a permissive Apache-2.0 license. LLM Harbor has 3,256 GitHub stars, uses the Apache-2.0 license, ships a Docker image and had 1,315 commits in the last year.

At a glance

AI for banking: open source tools you can self-host compared

Picked by hand for each job from apps whose own description or topics match it, in curated order inside each section, with GitHub data from October 2026; an app appears only once.

Top 10 picks compared, data as of Oct 28, 2026
AppStands out forLicenseGitHub starsCommits (12 mo)Last commitDocker image
Ollamathe most GitHub starsMIT185,0751,263Oct 28, 2026Yes
LocalAIa permissive MIT licenseMIT50,0193,909Oct 28, 2026Yes
LLM Harbora permissive Apache-2.0 licenseApache-2.03,2561,315Oct 24, 2026Yes
LibreChatAI features named in its own descriptionMIT46,4093,220Oct 28, 2026Yes
Open-WebUIthe most commits in the last 12 months (6,037)source-available, Open WebUI License (BSD-3-Clause plus branding clause)157,0046,037Oct 28, 2026Yes
LobeHub–source-available, LobeHub Community License83,5508,610Oct 28, 2026Yes
Onyx Community Edition–MIT33,0426,557Oct 28, 2026Yes
RAGFlow–Apache-2.092,9976,295Oct 28, 2026Yes
AnythingLLM–MIT67,665998Oct 27, 2026Yes
Khoj–AGPL-3.037,865120Aug 2, 2026Yes

1 of 6 · 3 picks

Run models on your own hardware

Model runners that serve open-weight LLMs on your own CPU or GPU, with an OpenAI-compatible API the other tools can call.

  1. 1

    Ollama

    Get up and running with Llama 3.3, DeepSeek-R1, Phi-4, Gemma 3, and other large language models.

    AI-nativeStands out for the most GitHub stars. Ollama has 185,075 GitHub stars, uses the MIT license, ships a Docker image and had 1,263 commits in the last year; it replaces ChatGPT.

  2. 2

    LocalAI

    Run your AI models locally and generate images and audio (alternative to OpenAI and Claude).

    AI-nativeStands out for a permissive MIT license. LocalAI has 50,019 GitHub stars, uses the MIT license, ships a Docker image and had 3,909 commits in the last year; it replaces ChatGPT.

  3. 3

    LLM Harbor

    Containerized LLM toolkit. Run LLM backends, APIs, frontends, and additional services via a concise CLI.

    AI-nativeStands out for a permissive Apache-2.0 license. LLM Harbor has 3,256 GitHub stars, uses the Apache-2.0 license, ships a Docker image and had 1,315 commits in the last year.

2 of 6 · 4 picks

Private chat interface

Chat front ends for your team. Point them at a local model and prompts never leave your network.

  1. 1

    LibreChat

    Enhanced ChatGPT-compatible AI chat interface supporting multiple AI providers, with multi-user auth, message search, and plugin support.

    AI-nativeStands out for AI features named in its own description. LibreChat has 46,409 GitHub stars, uses the MIT license, ships a Docker image and had 3,220 commits in the last year; it replaces ChatGPT and Lovable.

  2. 2

    Open-WebUI

    User-friendly AI Interface, supports Ollama, OpenAI API.

    AI-nativeStands out for the most commits in the last 12 months (6,037). Open-WebUI has 157,004 GitHub stars, is source-available under the Open WebUI License (BSD-3-Clause plus branding clause) (not an open-source license), ships a Docker image and had 6,037 commits in the last year; it replaces ChatGPT and Lovable.

  3. 3

    LobeHub

    Modern design AI chat framework supporting multiple AI providers, one click install MCP Marketplace and Artifacts / Thinking.

    AI-nativeLobeHub has 83,550 GitHub stars, is source-available under the LobeHub Community License (not an open-source license), ships a Docker image and had 8,610 commits in the last year; it replaces ChatGPT and Lovable.

  4. 4

    Onyx Community Edition

    Chat UI that works with any LLM. It comes loaded with advanced features like agents, web search, RAG, MCP, deep research, Connectors to 40+ knowledge sources, and more.

    AI-nativeOnyx Community Edition has 33,042 GitHub stars, uses the MIT license, ships a Docker image and had 6,557 commits in the last year.

3 of 6 · 3 picks

Questions over your documents (RAG)

Retrieval-augmented generation: index your own files and ask questions about them.

  1. 1

    RAGFlow

    Open-source RAG engine with deep document understanding.

    AI-nativeRAGFlow has 92,997 GitHub stars, uses the Apache-2.0 license, ships a Docker image and had 6,295 commits in the last year.

  2. 2

    AnythingLLM

    All-in-one desktop & Docker AI application with built-in RAG, AI agents, No-code agent builder, MCP compatibility, and more.

    AI-nativeAnythingLLM has 67,665 GitHub stars, uses the MIT license, ships a Docker image and had 998 commits in the last year; it replaces ChatGPT.

  3. 3

    Khoj

    Your AI second brain. Get answers from the web or your docs. Build custom agents, schedule automations, do deep research. Turn any online or local LLM into your personal, autonomous AI.

    AI-nativeKhoj has 37,865 GitHub stars, uses the AGPL-3.0 license, ships a Docker image and had 120 commits in the last year; it replaces ChatGPT.

4 of 6 · 4 picks

Agents and workflows

Visual builders that chain models, tools and your own APIs into agents and automations.

  1. 1

    Langflow

    Visual framework for building and deploying AI agents and RAG workflows.

    AI-nativeLangflow has 156,084 GitHub stars, uses the MIT license, ships a Docker image and had 2,758 commits in the last year.

  2. 2

    Dify.ai

    Build, test and deploy LLM applications.

    AI-nativeDify.ai has 159,780 GitHub stars, is source-available under the Dify Open Source License (modified Apache 2.0) (not an open-source license), ships a Docker image and had 6,840 commits in the last year.

  3. 3

    n8n

    Free node based Workflow Automation Tool. Easily automate tasks across different services.

    n8n has 208,840 GitHub stars, is source-available under the Sustainable Use License 1.0 (not an open-source license), ships a Docker image and had 10,360 commits in the last year; it replaces Zapier and IFTTT.

  4. 4

    Activepieces

    No-code business automation tool like Zapier or Tray. For example, you can send a Slack notification for each new Trello card.

    AI-nativeActivepieces has 25,258 GitHub stars, uses the MIT license, ships a Docker image and had 6,366 commits in the last year; it replaces Zapier and IFTTT.

5 of 6 · 4 picks

LLM observability and gateways

Trace prompts, measure cost and evaluate answers once AI features reach production.

  1. 1

    Langfuse

    LLM engineering platform for model tracing, prompt management, and application evaluation. Langfuse helps teams collaboratively debug, analyze, and iterate on their LLM applications such as chatbots…

    AI-nativeLangfuse has 36,628 GitHub stars, uses the MIT license, ships a Docker image and had 5,125 commits in the last year; it replaces Sentry.

  2. 2

    Opik

    Evaluate, test, and ship LLM applications with a suite of observability tools to calibrate language model outputs across your dev and production lifecycle.

    AI-nativeOpik has 22,980 GitHub stars, uses the Apache-2.0 license, ships a Docker image and had 4,455 commits in the last year.

  3. 3

    Agenta

    LLMOps platform for prompt management, LLM evaluation, and observability. Build, evaluate, and monitor production-grade LLM applications with collaborative prompt engineering.

    AI-nativeAgenta has 4,868 GitHub stars, uses the MIT license, ships a Docker image and had 21,140 commits in the last year.

  4. 4

    GoModel

    AI gateway written in Go with a unified OpenAI-compatible API for multiple LLM providers, USD cost tracking, budgets, usage analytics, guardrails, caching, and an admin dashboard.

    AI-nativeGoModel has 1,280 GitHub stars, uses the MIT license, ships a Docker image and had 1,218 commits in the last year.

6 of 6 · 4 picks

What to connect it to

  1. 1

    Metabase

    Easy way for everyone in your company to ask questions and learn from data.

    Metabase has 49,881 GitHub stars, uses the AGPL-3.0 license, ships a Docker image and had 7,206 commits in the last year; it replaces Metabase Cloud and Tableau.

  2. 2

    HyperSwitch

    Payment switch to make payments fast, reliable and affordable. Connect with multiple payment processors and route traffic effortlessly, all with a single API integration.

    HyperSwitch has 45,422 GitHub stars, uses the Apache-2.0 license, ships a Docker image and had 2,323 commits in the last year.

  3. 3

    Lago

    Metering and usage-based billing.

    Lago has 10,714 GitHub stars, uses the AGPL-3.0 license, ships a Docker image and had 199 commits in the last year.

  4. 4

    Bigcapital

    Financial accounting and inventory management software for small to medium businesses.

    Bigcapital has 3,970 GitHub stars, uses the AGPL-3.0 license, ships a Docker image and had 1,135 commits in the last year; it replaces QuickBooks and Xero.

FAQ

Questions and answers

Still curious? Email info@appsgit.com.

Does self-hosted AI keep my data private?

It can. When the chat interface and RAG tools are pointed at a model running on your own server (for example through Ollama or LocalAI), prompts and documents are not sent to an outside AI provider, so customer and transaction data stays on infrastructure you control. Several of these tools can also call cloud APIs, so check each connection you configure.

Does self-hosted AI make a bank compliant?

No tool does that on its own. Keeping data on your servers helps with data residency and third-party risk, but you still need model risk management, access control, logging and review under your regulator's rules. This page is not legal or compliance advice.

Is Ollama free?

Yes. Ollama is open-source software released under the MIT license, so you can self-host it at no cost. You only pay for the server it runs on, and some projects also offer an optional paid cloud plan.

Can I run this stack with Docker?

All 22 apps here publish Docker images, including Ollama, LocalAI and LLM Harbor, so most of the stack can run side by side with Docker Compose on one server. Size the server for the heaviest app and add off-site backups.

How is this list ranked?

Picked by hand for each job from apps whose own description or topics match it, in curated order inside each section, with GitHub data from October 2026; an app appears only once.

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