linagora/openrag

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An open source, modular, lightweight, and extensible RAG application stack, designed for anyone and everyone.

Stars: 248
Forks: 57
Open beginner issues: 6
Indexed issues: 109
Avg merge: 2d 15h
Merged PRs (30d): 71

Dominant language: Python
License: AGPL-3.0
Last GitHub push: Sep 18, 2026
Latest indexed: Sep 20, 2026
Contributing guide: Contributing guide
Code of conduct: No code of conduct
Beginner labels: No beginner labels indexed

Beginner friendly Everything

Open All

109 open issues indexed

No memory bound on a single parse: an unbounded parser OOM-kills the pod and every file sharing it Open

Difficulty 5/5 Over a week Newbie friendliness 38/100

linagora/openrag#997 · Opened Sep 21, 2026
Backport #950 (retrieve by default) to a 2.2.x patch release — v2.2.1 silently skips retrieval on general-sounding questions Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

linagora/openrag#996 · Opened Sep 19, 2026
Content-hash dedup has no vector-store-level backstop Open

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

linagora/openrag#993 · Opened Sep 18, 2026
file_content_claims TTL expiry can let concurrent duplicate uploads through Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

linagora/openrag#992 · Opened Sep 18, 2026
Content dedup is scoped per-partition only, no cross-partition detection Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

linagora/openrag#991 · Opened Sep 18, 2026
Two routes rely on AuthMiddleware alone, and nothing asserts that every route declares an auth dependency Open

linagora/openrag#987 · 1 assignee · Opened Sep 17, 2026
Chart: rotating an env Secret does not roll the openrag pods Open

chore

Difficulty 3/5 1-2 days Newbie friendliness 68/100

linagora/openrag#985 · Opened Sep 17, 2026
Seeded default prompts are never refreshed when a bundled template changes Open

backend-refacto enhancement

Difficulty 3/5 1-2 days Newbie friendliness 45/100

linagora/openrag#982 · 1 comment · Opened Sep 17, 2026
Chart: the embedder has no model storage and re-downloads its weights on every pod start Open

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

linagora/openrag#977 · Opened Sep 16, 2026
Chart: split the reranker's HF cache so no first-party PVC needs ReadWriteMany Open

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

linagora/openrag#975 · Opened Sep 16, 2026
Images ship no Python dependencies; the venv is installed at runtime into a PVC Open

Difficulty 5/5 Over a week Newbie friendliness 38/100

linagora/openrag#972 · Opened Sep 16, 2026
The semaphore starvation fix does not reach a detached actor on a persistent Ray cluster until it restarts Open

enhancement severity:medium

Difficulty 4/5 3-5 days Newbie friendliness 48/100

linagora/openrag#967 · 1 comment · Opened Sep 15, 2026
Add a content check for .doc uploads Open

Difficulty 3/5 1-2 days Newbie friendliness 68/100

linagora/openrag#964 · Opened Sep 15, 2026
Prompt template improvements never reach existing deployments, and nothing flags them at release time Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 45/100

linagora/openrag#963 · Opened Sep 15, 2026
Multi-partition fan-out does not cancel sibling legs when one leg cancels itself Open

Difficulty 4/5 3-5 days Newbie friendliness 50/100

linagora/openrag#959 · Opened Sep 14, 2026
Per-embedder vector fields: follow-ups to #762 Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

linagora/openrag#958 · 2 comments · Opened Sep 14, 2026
Temporal/caller filters are inert on expansion: the `filter` expression is dropped at `expand_search_results` Open

bug severity:medium

Difficulty 4/5 3-5 days Newbie friendliness 72/100

linagora/openrag#953 · Opened Sep 14, 2026
scripts/data_indexer.py cannot perform a reliable bulk import: dead existence probe, colliding file ids, no failure accounting Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

linagora/openrag#948 · Opened Sep 11, 2026
/ready model checks probe the "default" endpoint, not the one serving the partition — and refresh on every probe Open

bug severity:medium

Difficulty 5/5 Over a week Newbie friendliness 35/100

linagora/openrag#945 · Opened Sep 11, 2026
Degraded boot returns 500 instead of 503 on every authenticated request Open

Difficulty 3/5 1-2 days Newbie friendliness 74/100

linagora/openrag#937 · 1 comment · Opened Sep 9, 2026
Logs are written to a shared file volume and shipped nowhere: no aggregation across API and Ray workers, no retention Open

feat

Difficulty 5/5 Over a week Newbie friendliness 25/100

linagora/openrag#935 · Opened Sep 9, 2026
Admin UI jobs list shows that tasks failed but not why; the reason is one click away and already summarised Open

admin-ui

Difficulty 3/5 1-2 days Newbie friendliness 72/100

linagora/openrag#934 · Opened Sep 9, 2026
No synthetic end-to-end check: every metric can be green while retrieval returns nothing Open

feat

Difficulty 4/5 3-5 days Newbie friendliness 48/100

linagora/openrag#933 · Opened Sep 9, 2026
No GPU metrics on Kubernetes, and gpu-metrics.json queries an exporter namespace that does not exist there Open

feat

linagora/openrag#932 · 1 assignee · Opened Sep 9, 2026
Nothing scrapes Milvus, Postgres or Ray on Kubernetes — Ray already exports and is simply not collected Open

feat

linagora/openrag#931 · 1 comment · 1 assignee · Opened Sep 9, 2026
No alert rules exist anywhere: metrics are collected but nothing notifies Open

feat

linagora/openrag#930 · 1 assignee · Opened Sep 9, 2026
Only HTTP transport metrics exist: nothing measures indexing, queue depth, or inference health Open

feat

linagora/openrag#929 · 1 assignee · Opened Sep 9, 2026
Security headers are set by the API middleware but not on the statically served admin UI Open

security severity:low

linagora/openrag#927 · 1 assignee · Opened Sep 9, 2026
Model endpoint API keys are stored in plaintext in Postgres; encrypt at rest like OIDC tokens Open

security severity:high

Difficulty 5/5 Over a week Newbie friendliness 35/100

linagora/openrag#912 · Opened Sep 7, 2026
Pooled parsers pass a node-local temp file path across the actor boundary, so the parser tier cannot scale to multiple Ray nodes Open

severity:high

linagora/openrag#911 · 1 assignee · Opened Sep 7, 2026
di/parsers.py has no production caller: two parser registration paths, and a unit test asserting a registry state no process reaches Open

severity:low

Difficulty 4/5 3-5 days Newbie friendliness 48/100

linagora/openrag#889 · Opened Sep 2, 2026
core/utils/text.py documents itself as pure, then reads global config and constructs a ChatOpenAI client Open

severity:low

Difficulty 4/5 3-5 days Newbie friendliness 48/100

linagora/openrag#887 · Opened Sep 2, 2026
Layer guard skips 845 lines at package root: violations in app_front.py, chainlit_api.py and consts.py pass CI Open

severity:medium

Difficulty 3/5 1-2 days Newbie friendliness 68/100

linagora/openrag#886 · Opened Sep 2, 2026
Helm chart ships no monitoring: Prometheus/Grafana exist only for Compose, no authenticated ServiceMonitor on Kubernetes Open

severity:medium

Difficulty 4/5 3-5 days Newbie friendliness 55/100

linagora/openrag#852 · Opened Aug 24, 2026
reranker.top_k doesn't actually bound retrieval — the context-token budget does, incidentally Open

bug severity:high

Difficulty 5/5 Over a week Newbie friendliness 30/100

linagora/openrag#851 · Opened Aug 24, 2026
Show newest indexing jobs first while preserving older history Open

admin-ui feat

Difficulty 4/5 3-5 days Newbie friendliness 55/100

linagora/openrag#849 · Opened Aug 24, 2026
Default PDF parser holds the whole document in memory (2 copies on the #640 recovery path); Indexer actors have no max_restarts Open

severity:high

linagora/openrag#846 · 2 comments · 1 reaction · 1 assignee · Opened Jul 31, 2026
feat(chat): add claim-level inline source citations Open

Difficulty 4/5 3-5 days Newbie friendliness 50/100

linagora/openrag#837 · 1 comment · 1 reaction · Opened Jul 30, 2026
Misplace methods in workspace Open

severity:low

Difficulty 3/5 1-2 days Newbie friendliness 55/100

linagora/openrag#832 · Opened Jul 28, 2026
Keep pipeline configuration labels readable with long values Open

severity:low

Difficulty 3/5 1-2 days Newbie friendliness 58/100

linagora/openrag#831 · Opened Jul 28, 2026
feat: expose human-readable API operation names in HTTP metrics Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

linagora/openrag#829 · Opened Jul 28, 2026
RG-25: First catalog adapter and synchronization Open

feat

Difficulty 5/5 Over a week Newbie friendliness 25/100

linagora/openrag#806 · Opened Jul 27, 2026
RG-23: Approved scanner and redaction workflow Open

feat

Difficulty 5/5 Over a week Newbie friendliness 30/100

linagora/openrag#804 · Opened Jul 27, 2026
RG-24: Enterprise catalog contract Open

feat

Difficulty 5/5 Over a week Newbie friendliness 35/100

linagora/openrag#805 · Opened Jul 27, 2026
RG-22: Classification and scanner contract Open

feat

Difficulty 5/5 Over a week Newbie friendliness 35/100

linagora/openrag#803 · Opened Jul 27, 2026
RG-21: Feedback, monitoring, and pilot operations Open

feat

Difficulty 5/5 Over a week Newbie friendliness 35/100

linagora/openrag#802 · Opened Jul 27, 2026
RG-20: Safe unsupported-answer behavior Open

feat

Difficulty 5/5 Over a week Newbie friendliness 30/100

linagora/openrag#801 · Opened Jul 27, 2026
RG-18: Evaluation-backed promotion and rollback Open

feat

Difficulty 5/5 Over a week Newbie friendliness 35/100

linagora/openrag#799 · Opened Jul 27, 2026
RG-19: Configuration promotion Admin UI Open

admin-ui feat

Difficulty 5/5 Over a week Newbie friendliness 35/100

linagora/openrag#800 · Opened Jul 27, 2026
RG-17: Immutable RAG configuration revisions Open

feat

Difficulty 5/5 Over a week Newbie friendliness 35/100

linagora/openrag#798 · Opened Jul 27, 2026

linagora/openrag

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