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local-deep-research
~95% on SimpleQA (e.g. Qwen3.6-27B on a 3090). Supports all local and cloud LLMs (llama.cpp, Ollama, Google, ...). 10+ search engines - ...

Python · 9109 stars
Friendly-AI-Reviewer
Creates highly-customizable AI Reviews as PR comments. Installation: Just 2 files copied to your repo and an OpenRouter API Key in your s...

Python · 10 stars

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web: settings-page API-key save uses full force_refresh; research page's targeted refresh_provider is cheaper Open

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

LearningCircuit/local-deep-research#6620 · Opened Sep 18, 2026
providers: google/anthropic list_models overrides don't trim whitespace API keys Open

Difficulty 2/5 1-3 hours Newbie friendliness 82/100

LearningCircuit/local-deep-research#6617 · Opened Sep 18, 2026
fix(db): close the raw SQLCipher connection when the reserved-file identity check refuses Open

database from-review-extraction python security severity:suggested

Difficulty 2/5 1-3 hours Newbie friendliness 86/100

LearningCircuit/local-deep-research#6608 · Opened Sep 18, 2026
_validated_collection_id echoes alias UUID spellings and logs the raw value unbounded Open

Difficulty 2/5 1-3 hours Newbie friendliness 86/100

LearningCircuit/local-deep-research#6602 · Opened Sep 18, 2026
search_engine_library still runs the full RAG stats query per collection to decide eligibility Open

performance

Difficulty 2/5 1-3 hours Newbie friendliness 86/100

LearningCircuit/local-deep-research#6598 · Opened Sep 17, 2026
safe_requests.py still logs raw URLs in its remaining warnings Open

security

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

LearningCircuit/local-deep-research#6597 · Opened Sep 17, 2026
NOTIFICATION_FLOW.md still recommends logger.error(f'... {e}') in exception handlers Open

documentation

Difficulty 2/5 1-3 hours Newbie friendliness 86/100

LearningCircuit/local-deep-research#6594 · Opened Sep 17, 2026
test_pdf_service: accept-control test resolves example.com via real validate_url — live DNS in a unit test Open

ci-cd from-review-extraction python severity:suggested tests

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

LearningCircuit/local-deep-research#6589 · Opened Sep 17, 2026
settings.js: fold the provider-emptiness check into the provider condition — the early return bypasses the tab filter (hardening) Open

from-review-extraction javascript priority: low severity:suggested

Difficulty 2/5 1-3 hours Newbie friendliness 82/100

LearningCircuit/local-deep-research#6586 · Opened Sep 17, 2026
collection_details.js's showError is shadowed by services/ui.js, so its errors are silently dropped Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

LearningCircuit/local-deep-research#6585 · Opened Sep 17, 2026
Dead formatFileSize fallback disagrees with the shared formatBytes formatter Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 76/100

LearningCircuit/local-deep-research#6583 · Opened Sep 17, 2026
research.js shows the ChatGPT catalogue error without the non-blank guard the Copilot path uses Open

bug

Difficulty 1/5 1-3 hours Newbie friendliness 90/100

LearningCircuit/local-deep-research#6582 · Opened Sep 17, 2026
log_sanitizer: extend the URL-query stop-set with > and backtick, and pin the accepted fragment/space edges Open

from-review-extraction priority: low python severity:nit tests

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

LearningCircuit/local-deep-research#6581 · Opened Sep 17, 2026
research.js compares stored model IDs case-sensitively while the dropdown resolves case-insensitively Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 86/100

LearningCircuit/local-deep-research#6579 · Opened Sep 17, 2026
reset_to_defaults keeps whitespace-only secrets that the save path treats as blank Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

LearningCircuit/local-deep-research#6577 · Opened Sep 17, 2026
Wiki-link autocomplete in note-detail.js commits on Enter during IME composition Open

bug

Difficulty 1/5 Under an hour Newbie friendliness 90/100

LearningCircuit/local-deep-research#6573 · Opened Sep 17, 2026
source_based and focused_iteration strategies still let an empty citation 'content' erase the answer Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

LearningCircuit/local-deep-research#6540 · Opened Sep 16, 2026
Inline session expiry in validate_session never severs the session's sockets Open

security

Difficulty 2/5 1-3 hours Newbie friendliness 82/100

LearningCircuit/local-deep-research#6538 · Opened Sep 16, 2026
check-sensitive-logging does not propagate taint through plain assignment Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

LearningCircuit/local-deep-research#6536 · Opened Sep 16, 2026
agents-lint pre-commit hook (#5286) flags AGENTS.md under .claude/worktrees/ as missing frontmatter Open

ci-cd priority: low

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

LearningCircuit/local-deep-research#6531 · Opened Sep 16, 2026
settings.py _api_update_setting_sync still logs a setting's raw value; duplicated asserts from #6201 Open

priority: low python

Difficulty 2/5 1-3 hours Newbie friendliness 86/100

LearningCircuit/local-deep-research#6529 · Opened Sep 16, 2026
docs(security): add ::ffff:0:0:0/96 (IPv4-Translated, RFC 2765) to the blocked-prefix enumerations Open

documentation from-review-extraction security severity:suggested

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

LearningCircuit/local-deep-research#6512 · Opened Sep 15, 2026
test(rate-limit): pin the bool rejection in set_request_api_rate_limit — parametrize True/False Open

from-review-extraction python severity:nit testing

Difficulty 1/5 Under an hour Newbie friendliness 92/100

LearningCircuit/local-deep-research#6507 · Opened Sep 15, 2026
docs(db): document change_password's split failure contract — False returns vs raise ValueError Open

documentation from-review-extraction python severity:nit touches-encryption

Difficulty 1/5 Under an hour Newbie friendliness 92/100

LearningCircuit/local-deep-research#6498 · Opened Sep 14, 2026
Proxy diagnostic reads the left-most X-Forwarded-Proto entry Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 76/100

LearningCircuit/local-deep-research#6464 · Opened Sep 13, 2026
Rate-limit key reads only the first X-Forwarded-For header line Open

security

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

LearningCircuit/local-deep-research#6463 · Opened Sep 13, 2026
AI review sticky comment is selected by body substring, so any commenter can capture it Open

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

LearningCircuit/local-deep-research#6393 · Opened Sep 12, 2026
Chat stream terminate path never flushes the citation carry buffer Open

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

LearningCircuit/local-deep-research#6391 · 1 comment · Opened Sep 12, 2026
SECURITY.md claims core-dump exclusion for in-memory credentials, but nothing enforces it (CWE-200) Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 75/100

LearningCircuit/local-deep-research#6361 · 1 comment · Opened Sep 9, 2026
fix(security): log file sink writes raw key=value credentials (patcher only strips control chars) Open

security

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

LearningCircuit/local-deep-research#6334 · Opened Sep 7, 2026
fix(security): clear_history bulk deletion still unlinks report_path without containment (single-delete got the guard) Open

security

Difficulty 2/5 Half a day Newbie friendliness 84/100

LearningCircuit/local-deep-research#6333 · Opened Sep 7, 2026
test(journal_quality): pin the close-before-unlink ordering in _validate_existing_db Open

from-review-extraction python severity:nit testing

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

LearningCircuit/local-deep-research#6299 · Opened Sep 6, 2026
run_db_sync's hand-rolled thread cleanup is missing clear_search_context() Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

LearningCircuit/local-deep-research#6290 · 1 comment · Opened Sep 6, 2026
publish.yml wheel gate: no font check, and a missing Vite manifest is only a warning Open

ci-cd

Difficulty 2/5 1-3 hours Newbie friendliness 82/100

LearningCircuit/local-deep-research#6272 · Opened Sep 6, 2026
Workflow pip pins still at 25.0 (fuzz, mcp-tests, update-precommit-hooks) Open

ci-cd

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

LearningCircuit/local-deep-research#6271 · Opened Sep 6, 2026
ldr-web: enqueue=True stderr sink is never drained before main() returns Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

LearningCircuit/local-deep-research#6270 · Opened Sep 6, 2026
url_validator: URLValidationError message interpolates the full URL Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

LearningCircuit/local-deep-research#6267 · 1 comment · Opened Sep 6, 2026
Iterate the egress URI normaliser to a fixed point (interleaved whitespace/control prefixes) Open

enhancement

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

LearningCircuit/local-deep-research#6264 · Opened Sep 6, 2026
docs: stale rationale in fastapi_app._is_private_ip docstring (Secure flag) Open

documentation

Difficulty 1/5 Under an hour Newbie friendliness 92/100

LearningCircuit/local-deep-research#6263 · Opened Sep 6, 2026
Set backtrace=False on the stderr loguru sink so diagnose mode stops rendering caller frames' args Open

enhancement

Difficulty 1/5 Under an hour Newbie friendliness 88/100

LearningCircuit/local-deep-research#6260 · Opened Sep 5, 2026
gh api -F used for string scalars in release.yml and RELEASE_GUIDE (and one site that must keep -F) Open

Difficulty 2/5 1-3 hours Newbie friendliness 86/100

LearningCircuit/local-deep-research#6256 · 1 comment · Opened Sep 5, 2026
egress: vector-store containment fails open when the provider set is empty Open

Difficulty 1/5 1-3 hours Newbie friendliness 88/100

LearningCircuit/local-deep-research#6252 · 1 comment · Opened Sep 5, 2026
api_v1: analyze_documents accepts its own params with no type validation Open

Difficulty 2/5 1-3 hours Newbie friendliness 82/100

LearningCircuit/local-deep-research#6215 · 1 comment · Opened Sep 4, 2026
upload_pdf: vestigial `files: list = None` parameter consumes the multipart stream before the manual form parse Open

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

LearningCircuit/local-deep-research#6182 · 1 comment · Opened Sep 3, 2026
ci: retire the merged FastAPI migration branch trigger Open

ci-cd github-actions maintenance priority: low

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

LearningCircuit/local-deep-research#6151 · 1 comment · Opened Sep 3, 2026
docs: add a vendor-engine acceptance policy to CONTRIBUTING/EXTENDING Open

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

LearningCircuit/local-deep-research#6140 · Opened Sep 2, 2026
journal_quality: session() except arm misses InterfaceError — catch DBAPIError so the engine resets on the actual #5931 symptom Open

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

LearningCircuit/local-deep-research#6136 · Opened Sep 2, 2026
rag: reconcile_collection_index deletes RagDocumentStatus rows for ALL indexes of a collection Open

Difficulty 2/5 1-3 hours Newbie friendliness 86/100

LearningCircuit/local-deep-research#6129 · Opened Sep 2, 2026
rag: get_current_index_info counts RagDocumentStatus unscoped by rag_index_id (same class as #5529) Open

Difficulty 2/5 1-3 hours Newbie friendliness 86/100

LearningCircuit/local-deep-research#6128 · Opened Sep 2, 2026
settings: slider/multiselect missing from UI_ELEMENT_TO_SETTING_TYPE flips import verdicts Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 86/100

LearningCircuit/local-deep-research#6127 · Opened Sep 2, 2026

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