A BYO-API alternative to OpenAI’s Deep Research agent

What it does Auto-Deep-Research is a single-purpose agent carved out of the broader AutoAgent framework. It automates multi-step research—browsing, reasoning, and file handling—using whichever LLM provider you supply, all inside a containerized environment.

The interesting bit The authors essentially pruned their own generalist AutoAgent repo, threw away everything unrelated to deep research, and tuned the remainder for immediate launch. That narrow focus is the product: it demonstrates how a sprawling agent framework can be distilled into a specific, reusable appliance.

Key highlights

• Plugs into a wide range of LLMs—OpenAI, Anthropic, DeepSeek, Gemini, Groq, Hugging Face, OpenRouter, and OpenAI-compatible endpoints—using LiteLLM-style model identifiers.
• Supports both function-calling and non-function-calling models, which lowers the barrier if you want to use cheaper or local models that lack reliable tool schemas.
• Handles file uploads and can import existing browser cookies so the agent isn’t locked out of authenticated sites.
• Markets itself as a “zero configuration” experience once API keys are in place.

Caveats

• The web GUI and comprehensive documentation are still marked “coming soon,” so expect a terminal-driven workflow for now.
• Despite the “zero configuration” branding, you still need to supply API keys and, for most providers, explicitly set a model identifier.
• The GAIA benchmark claim is hand-wavy: the README cites only “good performance,” with no actual score or percentile shown.

Verdict Good fit if you want Deep Research-like capabilities without paying a flat $200 subscription or marrying a single provider. Skip it if you need a polished GUI, detailed docs, or a fully local, API-free stack.