AI tool comparison
Onyx vs QwenPaw
Which one should you ship with? Here is the side-by-side panel verdict, pricing read, reviewer split, and community vote comparison.
AI Assistants
Onyx
Open-source AI chat with enterprise RAG that runs anywhere
75%
Panel ship
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Community
Free
Entry
Onyx is a fully open-source AI platform that brings together chat, agentic RAG, deep research, and custom agents in a single self-hostable application. Unlike cloud-only alternatives, Onyx runs on Docker, Kubernetes, or any major cloud provider, giving teams complete control over their data and deployment. The platform connects to 50+ data sources via indexing connectors and supports every major LLM provider — from self-hosted Ollama models to OpenAI and Anthropic. Its hybrid search combines keyword and vector indexing, while multi-step research agents ranked top on their benchmark as of February 2026. Onyx ships in two editions: a Community Edition (MIT-licensed) covering chat, RAG, agents, and actions, and an Enterprise Edition adding SSO, RBAC, audit logs, and whitelabeling. With nearly 24k GitHub stars and 4k new this week, it's become the de facto open-source alternative to tools like Glean and Guru.
Personal AI
QwenPaw
Self-hosted personal AI assistant that runs in your own environment
75%
Panel ship
—
Community
Free
Entry
QwenPaw (formerly CoPaw) is an open-source personal AI assistant you run on your own machine or cloud server. It connects to multiple chat platforms — Discord, DingTalk, Feishu, QQ, iMessage — and handles scheduled tasks, custom skills, and document processing all from a single local process. Nothing leaves your infrastructure. The April 22 v1.1.3 release added a Backup & Restore system, the ability to run QwenPaw as an ACP (Agent Communication Protocol) server, proactive agent messaging, a Console Plugin System, and a Shell Evasion Guard for security. It's built on the AgentScope framework and is now deeply integrated with the Qwen open-source model ecosystem, including local model support. QwenPaw sits in a sweet spot between consumer AI apps (which own your data) and raw agent frameworks (which require heavy engineering). The skills system makes it extensible without requiring code changes for each new capability — built-in skills handle PDF/Office files, news digests, and cron jobs, with custom skills easily added.
Reviewer scorecard
“If you've been paying for Glean or Guru, Onyx is your escape hatch. Self-hosting is straightforward with Docker, and the 50+ connectors cover virtually every data source your team needs. The hybrid search quality is genuinely competitive.”
“The ACP server mode in v1.1.3 is underrated — it means QwenPaw can act as an agent backend for other tools. Apache 2.0 license, multi-channel support, and local Qwen model integration make this a genuinely solid self-hosted assistant stack.”
“Self-hosting a full AI platform isn't actually free — you're paying in ops overhead, GPU costs, and the engineer-hours to maintain it. The enterprise features that actually matter (SSO, RBAC) are paywalled behind a license that isn't priced publicly, which is a red flag for budget planning.”
“The Qwen branding pivot is a bit of a red flag — it suggests this is now more of a Alibaba/Qwen showcase than a truly independent project. The multi-channel support sounds good but each integration adds surface area for breakage when APIs change.”
“Onyx represents a critical counter-movement to AI centralization. As enterprise AI spending scrutiny intensifies, self-hostable alternatives with full data sovereignty will capture the compliance-sensitive markets that hyperscalers are locked out of.”
“Local-first AI assistants that run across all your communication channels are the next wave of personal productivity. QwenPaw's Shell Evasion Guard and offline-capable architecture show the team understands that security and privacy are table stakes for self-hosted agents.”
“For content teams that need AI over their own knowledge base without shipping documents to a third-party cloud, Onyx is a genuine solution. The voice mode and image generation are unexpected bonuses that make it a complete workspace.”
“Having your AI assistant available in Discord, iMessage, AND DingTalk from one local setup is genuinely useful. The proactive messaging feature means it can push you reminders and digests without you having to ask — that's where personal assistants actually earn their keep.”
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