local-deep-research
Local Deep Research achieves ~95% on SimpleQA benchmark (tested with GPT-4.1-mini). Supports local and cloud LLMs (Ollama, Google, Anthropic, ...). Searches 10+ sources - arXiv, PubMed, web, and your private documents. Everything Local & Encrypted.
accelerate your local deep research with Docker Compose and NVIDIA GPUs. Follow our guide to easily set up GPU acceleration for faster development and experimentation.
Troubleshooting Search Engine Rate Limits and API Errors in local-deep-researchResolve search engine rate limit and API errors in local deep research. Bypass throttling, reset wait times, and verify API keys with these troubleshooting steps.
How to Configure OAuth or Integrate with Existing Authentication Systems in Local Deep ResearchLearn to configure OAuth or integrate with existing authentication systems in Local Deep Research. Extend LDR's session model with Google GitHub or Azure AD for seamless user access.
How the Candidate Exploration System Works with Exploration Strategies in Local Deep ResearchDiscover how the candidate exploration system uses pluggable architecture and exploration strategies like Adaptive and Parallel to optimize local deep research.
Comparing Evidence-Based Research Strategies in Local Deep Research: A Technical GuideExplore evidence-based research strategies in `learningcircuit/local-deep-research`. Compare EvidenceBasedStrategy EnhancedEvidenceBasedStrategy and ImprovedEvidenceBasedStrategy for optimal research depth and speed.
How to Run Benchmarks to Evaluate and Optimize Your Configuration in Local Deep ResearchLearn to run benchmarks in local deep research using our CLI or Python API. Evaluate accuracy and speed, then optimize your configuration automatically for peak performance.
How Document Analysis Mode Searches Private Documents with AI in Local Deep ResearchDiscover how Document Analysis Mode uses AI to search private documents. Learn how it bypasses protections to access internal services and generate AI summaries locally.
Environment Variables That Control Research Behavior and LLM Configuration in local-deep-researchDiscover the LDR_ environment variables that control local-deep-research behavior and LLM configuration. Customize API binding, search, rate limiting, and LLM provider settings easily.
How to Migrate from v1 to the New Encrypted Database Architecture in Local-Deep-ResearchEasily migrate from v1 to the new encrypted database architecture in Local-Deep-Research. Set the LDR_ENCRYPTION_PASSWORD, run the migration script, and verify your SQLCipher update.
How News Subscriptions and Automated Research Digests Work in Local Deep ResearchLearn how Local Deep Research leverages automated news subscriptions to run scheduled searches, store results, and deliver curated findings in a unified digest feed.
Keyboard Shortcuts in the Local-Deep-Research Web Interface: A Complete GuideMaster Local-Deep-Research web interface keyboard shortcuts. Learn Enter, Esc, /, Ctrl+Enter, and Ctrl+S to boost your research workflow efficiency. Explore the complete guide.
How to Configure the Analytics Dashboard to Track Costs and Performance in Local Deep ResearchLearn how to configure the analytics dashboard to track costs and performance in Local Deep Research. Modify the PRICING_TABLE and access the dashboard at /cost-analytics/ for detailed insights.
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