Local Deep Research
LLM FrameworksAI‑powered research assistant you control that runs locally for privacy, using any LLM to perform deep agentic searches with proper citations
Features
- Runs entirely locally for full data privacy
- Agentic research using multiple LLMs and search engines
- Provides accurate citations and searchable knowledge base
Recent releases
View all 57 releases →Math rendering + citation format + upload limits
SSRF parser‑differential bypass fix
- Changed default `local_context_window_size` from 30208 to 20480
- Migrated release notes generation to towncrier news fragments
- Added prerelease Docker image workflow for CI testing
Full changelog
TL;DR
This release smooths out the research UI and tightens default resource limits.
- UX: Research queries are now validated only on submit, not on blur (#3785).
- Defaults: Reduced the default
local_context_window_sizefrom 30208 to 20480 (#3787), and setsearch.fetch.modeto default tosummary_focus_queryin LangGraph (#3793). - Fixes: Increased AI summary timeout and added diagnostics for empty content (#3783); underlined help-text links for WCAG compliance (#3784).
What's Changed
✨ New Features
- docs: link benchmarks dataset from FAQ and news model pickers by @LearningCircuit in https://github.com/LearningCircuit/local-deep-research/pull/3782
- chore(settings): reduce default local_context_window_size 30208 -> 20480 by @LearningCircuit in https://github.com/LearningCircuit/local-deep-research/pull/3787
- feat(release): migrate to towncrier news fragments by @LearningCircuit in https://github.com/LearningCircuit/local-deep-research/pull/3773
- feat(ci): add prerelease Docker image workflow for pre-release testing by @LearningCircuit in https://github.com/LearningCircuit/local-deep-research/pull/3761
🐛 Bug Fixes
- fix(release): bump AI summary timeout + diagnose empty content by @LearningCircuit in https://github.com/LearningCircuit/local-deep-research/pull/3783
- fix(a11y): underline help-text links to satisfy WCAG link-in-text-block by @LearningCircuit in https://github.com/LearningCircuit/local-deep-research/pull/3784
- fix(ui): only validate research query on submit, not on blur by @LearningCircuit in https://github.com/LearningCircuit/local-deep-research/pull/3785
- fix(langgraph): default search.fetch.mode to summary_focus_query by @LearningCircuit in https://github.com/LearningCircuit/local-deep-research/pull/3793
🔧 CI/CD & Maintenance
- chore(css): remove redundant .ldr-input-help duplicates by @LearningCircuit in https://github.com/LearningCircuit/local-deep-research/pull/3786
- chore: bump patch version to 1.6.9 by @github-actions[bot] in https://github.com/LearningCircuit/local-deep-research/pull/3781
🧪 Tests
- test(security): add happy-path coverage to login_required test suite by @LearningCircuit in https://github.com/LearningCircuit/local-deep-research/pull/3779
Full Changelog: https://github.com/LearningCircuit/local-deep-research/compare/v1.6.8...v1.6.9
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