Open Source Khoj Alternatives

Lumo is an AI chat assistant built by the team behind Proton Mail and Proton Drive. Its core promise is simple: your conversations stay yours. Every chat is stored with zero-access encryption, meaning not even Proton can read what you've asked. No logs, no ad targeting, no data sold to third parties.

Most popular AI chat alternatives collect and retain your messages, often using them to train future models or serve targeted ads. Lumo's open-source code lets anyone verify that it doesn't. You can also use it anonymously via Tor without creating an account.

Based in Switzerland and subject to GDPR, Lumo sits outside US jurisdiction and Big Tech infrastructure. You can delete your account at any time, and Proton cannot share your data with governments or advertisers even if asked.

What Lumo can do day-to-day:

• Image generation: Turn text descriptions into images, with iterative refinement. Your inputs aren't reused to train the model.
• Web search: Built-in real-time search for current information, without queries being tied to an ad profile.
• Document analysis: Upload confidential reports or research and extract insights without that data appearing in future AI outputs.
• Project organization: Turn messy workloads into prioritized plans, handle sensitive admin tasks like visa or tax paperwork.
• Code review and file linking: Connect files from Proton Drive to work with full context across projects.
• Custom Lumos: Create specialized assistants for specific workflows (paid tier).

The free tier covers limited messages, image generations, and one project. Lumo Plus adds unlimited chats, higher model usage, more image generations, and unlimited projects. It's aimed at professionals and teams who handle sensitive information and can't afford to have that data harvested by the tools they rely on daily.

Jan is a desktop AI chat app built for people who want the capabilities of ChatGPT without handing their conversations to a cloud service. It runs entirely on your own machine using open-source models, or you can connect it to hosted providers when you need more power. Either way, you stay in control.

The model selection is broad. Out of the box, Jan supports:

• Local models like Llama, Mistral, Qwen, Gemma, and DeepSeek, downloaded and run on your hardware
• Cloud providers including OpenAI, Anthropic (Claude), Google (Gemini), and others, connected via API key
• Switching between them without leaving the app, so you're not locked into one backend

This flexibility is what separates Jan from simpler local-model runners. You get offline capability when you want privacy, and cloud fallback when a task demands it.

Jan is built in public and has crossed 5.7 million downloads, which puts it among the more widely adopted self-hosted AI interfaces alongside tools like Open WebUI and LibreChat. The codebase is open, community-driven, and free.

The interface is clean and focused on conversation. A memory feature is in development that will carry context and preferences across sessions, so you won't need to re-explain your setup or working style each time you start a new chat.

It's a practical fit for developers, designers, researchers, or anyone who handles sensitive work and doesn't want that data leaving their machine. Local inference does require reasonable hardware, but Jan handles model management inside the app, so you don't need to touch a terminal to get started.

Morphic revolutionizes the way users interact with AI systems by dynamically generating user interfaces as part of its response mechanism. This open-source answer engine goes beyond traditional chatbot interactions by creating contextual UI elements that enhance the user experience.

Key capabilities:

• Generates custom UI components on-the-fly based on user queries
• Provides AI-powered responses with interactive elements
• Handles diverse query types from quick searches to complex analysis
• Creates visual summaries and interactive displays
• Supports both conversational and structured data interactions

The system excels at adapting its interface to match user needs, whether it's displaying comparative analyses, generating charts, or presenting document summaries. Its open-source nature allows for community contributions and customizations, making it a versatile tool for developers and end-users alike.

5ire brings sophisticated AI capabilities to your desktop with a clean, intuitive interface that makes advanced AI features accessible to everyone. The application stands out with its support for multiple leading AI providers including OpenAI, Anthropic, Google, and Mistral.

A key differentiator is the integration of the Model Context Protocol (MCP), which acts like a universal connector for AI applications. This allows 5ire to leverage various tools for file system access, database interactions, and remote data retrieval, expanding far beyond simple chat capabilities.

The built-in local knowledge base powered by bge-m3 embedding model enables multilingual document processing and vectorization. Users can analyze docx, pdf, xlsx, and other document formats for powerful local Retrieval-Augmented Generation. Additional features include:

• Usage analytics to track API spending and optimize costs
• Custom prompt library with variable support for reusable templates
• Conversation bookmarks that persist even after message deletion
• Full-text search across all conversations
• Free and open source with cross-platform support

5ire combines enterprise-grade AI capabilities with user-friendly design, making it an ideal choice for both casual users and professionals seeking a powerful desktop AI assistant.