langflow-ai/openrag

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OpenRAG is a comprehensive, single package Retrieval-Augmented Generation platform built on Langflow, Docling, and Opensearch.

Stars: 4.6k
Forks: 491
Open beginner issues: 0
Indexed issues: 168
Avg merge: 2d 9h
Merged PRs (30d): 70

Dominant language: Python
License: Apache-2.0
Last GitHub push: Sep 18, 2026
Latest indexed: Sep 20, 2026
Contributing guide: Contributing guide
Code of conduct: No code of conduct
Beginner labels: help wanted good first issue

Beginner friendly Everything

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168 open issues indexed

Re-uploading identical content under a different filename silently does nothing Open

langflow-ai/openrag#2388 · 1 assignee · Opened Sep 16, 2026
Require explicit Azure AI Foundry model deployment selection Open

langflow-ai/openrag#2385 · 1 assignee · Opened Sep 16, 2026
Refactor provider-enhancement validation out of settings route handler Open

langflow-ai/openrag#2378 · 1 assignee · Opened Sep 15, 2026
Enforce HTTPS for credential-bearing provider health checks Open

langflow-ai/openrag#2376 · 3 comments · 1 assignee · Opened Sep 14, 2026
[Bug]: Provider validation hardcodes api.openai.com, blocking onboarding for custom base_url deployments Open

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

langflow-ai/openrag#2372 · 1 reaction · Opened Sep 14, 2026
ensure_embedding_field_exists() ignores the requested dimensions when the field already exists Open

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

langflow-ai/openrag#2367 · Opened Sep 14, 2026
[Bug]: Switching LLM/embedding provider via the Settings/Onboarding API blocks flows with "custom components are not allowed" Open

Difficulty 4/5 3-5 days Newbie friendliness 52/100

langflow-ai/openrag#2363 · Opened Sep 12, 2026
[Bug]: Fresh-install API key creation can race the OpenSearch index bootstrap, permanently breaking auth for that key Open

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

langflow-ai/openrag#2362 · Opened Sep 12, 2026
[Feature]: Date range picker on Knowledge page Open

enhancement

langflow-ai/openrag#2346 · 1 comment · 1 reaction · 2 assignees · Opened Sep 9, 2026
Investigate DB-backed OpenSearch index name fallback despite OPENSEARCH_INDEX_NAME Open

langflow-ai/openrag#2343 · 1 comment · 1 assignee · Opened Sep 8, 2026
Validate backend router upstream URLs before forwarding credentials Open

langflow-ai/openrag#2338 · 1 assignee · Opened Sep 8, 2026
[Feature]: Instrument Frontend application via IBM Instana for APM and full-stack observability Open

enhancement frontend

langflow-ai/openrag#2336 · 2 comments · 1 reaction · 1 assignee · Opened Sep 8, 2026
QA: full regression pass on LiteLLM-backed model providers (config, ingestion, retrieval, model switching) Open

backend frontend tests

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

langflow-ai/openrag#2322 · Opened Sep 2, 2026
Support authenticated SaaS connector webhooks without a user session Open

langflow-ai/openrag#2316 · 2 comments · 2 assignees · Opened Aug 31, 2026
Regression pass: existing model providers after #2293 Open

backend frontend tests

Difficulty 4/5 3-5 days Newbie friendliness 45/100

langflow-ai/openrag#2301 · Opened Aug 28, 2026
Test coverage: Azure OpenAI provider (`azure`) Open

backend frontend tests

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

langflow-ai/openrag#2300 · 1 comment · Opened Aug 28, 2026
[Feature]: Configure model provider visibility per run mode (oss / on_prem / saas) Open

backend config enhancement frontend

langflow-ai/openrag#2287 · 1 comment · 1 reaction · 1 assignee · Opened Aug 25, 2026
[Feature]: Support pluggable vector store Open

enhancement

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

langflow-ai/openrag#2283 · 1 comment · 1 reaction · Opened Aug 23, 2026
Validate connector webhook subscription auto-renewal Open

backend

Difficulty 3/5 1-2 days Newbie friendliness 52/100

langflow-ai/openrag#2230 · Opened Aug 12, 2026
[Feature]: Agent-friendly filesystem-style retrieval over Knowledge (find, grep, read) Open

enhancement

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

langflow-ai/openrag#2228 · Opened Aug 12, 2026
_update_provider_components_locked never patches flow components (dead code since a1930ba) Open

Difficulty 2/5 1-3 hours Newbie friendliness 85/100

langflow-ai/openrag#2214 · Opened Aug 5, 2026
[Feature]: backend to sync Open

enhancement

langflow-ai/openrag#2183 · 1 comment · 4 assignees · Opened Jul 30, 2026
[Feature]: Notifications for the console status Open

enhancement

langflow-ai/openrag#2182 · 4 assignees · Opened Jul 30, 2026
[Feature]: get logs for apiKey (revoked, invalid, deleted) Open

enhancement

langflow-ai/openrag#2181 · 4 assignees · Opened Jul 30, 2026
[Feature]: show logs to user for docling, opensearch and langflow Open

enhancement

langflow-ai/openrag#2180 · 5 assignees · Opened Jul 30, 2026
[Feature]: console status, show status of each component on the frontend Open

enhancement

langflow-ai/openrag#2179 · 4 assignees · Opened Jul 30, 2026
[Feature]: create Api for the console status Open

enhancement

langflow-ai/openrag#2177 · 5 assignees · Opened Jul 30, 2026
[Feature]: Support pagination beyond 100 files Open

enhancement

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

langflow-ai/openrag#2142 · 1 comment · Opened Jul 22, 2026
Handle index-admin service-token failures consistently across upload flows Open

langflow-ai/openrag#2138 · 2 comments · 1 assignee · Opened Jul 21, 2026
Improve Docling VLM default prompt and add ingestion pipeline coverage Open

langflow-ai/openrag#2133 · 2 assignees · Opened Jul 21, 2026
[Feature]: make container image registry, org, and architecture configurable Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 52/100

langflow-ai/openrag#2132 · Opened Jul 21, 2026
Audit and remediate historical cross-owner document chunk collisions Open

langflow-ai/openrag#2114 · 1 assignee · Opened Jul 17, 2026
Preserve connector connection_id from duplicate preview through sync Open

langflow-ai/openrag#2111 · 2 assignees · Opened Jul 16, 2026
[Feature]: Skip or blacklist previously failed documents during bucket ingestion Open

backend enhancement frontend

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

langflow-ai/openrag#2086 · Opened Jul 14, 2026
Individual-file ingest path skips chunk-settings client-side validation enforced by the bucket-level path Open

langflow-ai/openrag#2070 · 2 comments · 1 assignee · Opened Jul 9, 2026
Add OCI Generative AI as an embedding provider (Cohere Embed Multilingual via OCI GenAI) Open

Difficulty 4/5 3-5 days Newbie friendliness 52/100

langflow-ai/openrag#2062 · 2 comments · Opened Jul 9, 2026
Add AWS Bedrock as an embedding provider (Cohere Embed Multilingual via Bedrock) Open

Difficulty 5/5 Over a week Newbie friendliness 55/100

langflow-ai/openrag#2061 · 4 comments · Opened Jul 9, 2026
Support a custom base URL for the OpenAI embedding/LLM provider (self-hosted gateway support) Open

Difficulty 4/5 3-5 days Newbie friendliness 70/100

langflow-ai/openrag#2060 · 3 comments · Opened Jul 9, 2026
[Bug]: Azure Blog Storage Connector: No confirmation dialog is shown when disconnecting the connector Open

bug

langflow-ai/openrag#2044 · 1 assignee · Opened Jul 8, 2026
[Bug]: langflow pod in CrashLoopBackOff on OCP Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 45/100

langflow-ai/openrag#1999 · Opened Jul 2, 2026
[Bug]: OpenSearch error during configuration Open

bug

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

langflow-ai/openrag#1981 · 1 comment · Opened Jun 29, 2026
Ingestion fails for non-ASCII (e.g. Korean) filenames: UnicodeEncodeError in X-Langflow-Global-Var-FILENAME header Open

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

langflow-ai/openrag#1965 · Opened Jun 24, 2026
[Bug]: Docling fails to build using Python 3.13.14 on Ubuntu Linux 24.04.4 Open

bug

langflow-ai/openrag#1948 · 1 assignee · Opened Jun 23, 2026
[Feature]: Update to Langflow 1.10.0 and run flows with the Workflow API Open

backend enhancement

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

langflow-ai/openrag#1909 · Opened Jun 17, 2026
Manual and Automated QA tests Open

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

langflow-ai/openrag#1845 · Opened Jun 11, 2026
Run security scans with images Open

Difficulty 4/5 3-5 days Newbie friendliness 30/100

langflow-ai/openrag#1844 · Opened Jun 11, 2026
Trigger release process Open

Difficulty 1/5 Under an hour Newbie friendliness 72/100

langflow-ai/openrag#1840 · Opened Jun 11, 2026
[Bug]:Chat re-runs URL ingestion with stale URL on follow-up Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 45/100

langflow-ai/openrag#1820 · Opened Jun 9, 2026
feat: pass fieldRef/resourceFieldRef env vars through to container Env instead of rejecting them Open

langflow-ai/openrag#1789 · 1 assignee · Opened Jun 7, 2026
bug: DocumentFileProcessor skips duplicate deletion due to missing owner_user_id Open

langflow-ai/openrag#1773 · 1 assignee · Opened Jun 5, 2026

langflow-ai/openrag

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