llmware-ai/llmware

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Unified framework for building enterprise RAG pipelines with small, specialized models

Stars: 14.8k
Forks: 2.9k
Open beginner issues: 0
Indexed issues: 71

Dominant language: Python
License: Apache-2.0
Last GitHub push: May 17, 2026
Latest indexed: Sep 19, 2026
Contributing guide: No contributing guide
Code of conduct: No code of conduct
Beginner labels: good first issue help wanted
PR merge metrics: No merged PRs in 30d

Beginner friendly Everything

Open All

71 open issues indexed

Cannot download qwen2.5-3b-instruct-ov via ModelCatalog Open

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

llmware-ai/llmware#1306 · Opened Jun 30, 2026
SQL injection via unescaped metadata/filter value in the collection-database layer (cross-document disclosure) Open

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

llmware-ai/llmware#1304 · Opened Jun 12, 2026
Add CLIENT SETNAME to Valkey client for connection identification Open

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

llmware-ai/llmware#1303 · Opened May 26, 2026
feat: Add Valkey as a vector database option (using Valkey GLIDE) Open

Difficulty 4/5 3-5 days Newbie friendliness 64/100

llmware-ai/llmware#1300 · Opened May 15, 2026
Security report Open

Difficulty 5/5 Over a week Newbie friendliness 15/100

llmware-ai/llmware#1292 · 1 reaction · Opened Apr 18, 2026
README Documentation Cleanup & Structure Improvement Open

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

llmware-ai/llmware#1210 · Opened Dec 24, 2025
Discussion: Documentation Open

Difficulty 5/5 Over a week Newbie friendliness 15/100

llmware-ai/llmware#1174 · 7 comments · Opened Apr 8, 2025
WARNING: No source added in .add_source_document Open

Difficulty 3/5 1-2 days Newbie friendliness 25/100

llmware-ai/llmware#1172 · 3 comments · Opened Apr 3, 2025
Feature discussion: Lexical and hybrid search with Milvus 2.5 Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

llmware-ai/llmware#1157 · Opened Feb 14, 2025
Library.create_new_library checks existence wrong Open

Difficulty 2/5 1-3 hours Newbie friendliness 35/100

llmware-ai/llmware#1155 · 2 comments · 1 reaction · Opened Feb 7, 2025
Library.run_ocr_on_images(add_to_library=True) populates 'text_search' only, leaving 'text_block' empty. whereas Query.query (semantic type) retrieves data from 'text_block' Open

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

llmware-ai/llmware#1123 · 1 comment · Opened Dec 2, 2024
sqlite3 error when running Fast Start RAG, example 1 on Windows 10 Open

Difficulty 4/5 3-5 days Newbie friendliness 42/100

llmware-ai/llmware#1109 · 7 comments · Opened Dec 1, 2024
lib.run_ocr_on_images(params) - FAILURE due to lib.add_files(params, get_images=True) extracting and writing .emf images to lib image folder path (and associated db 'content_type' record) Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

llmware-ai/llmware#1108 · 1 comment · Opened Nov 26, 2024
Library.add_files(params, max_chunk_size=n) often creates record in db where chunk size vastly exceed n - often representing an entire document page of text Open

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

llmware-ai/llmware#1107 · 1 comment · Opened Nov 26, 2024
Library.delete_installed_embedding(model_name, vector_db) modifies associated sqlite library record inconsistently Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

llmware-ai/llmware#1094 · 1 comment · Opened Nov 5, 2024
UI examples and use cases with Taipy Open

good first issue

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

llmware-ai/llmware#1057 · 10 comments · Opened Oct 17, 2024
Adding a Readme file in French Language Open

Difficulty 3/5 1-2 days Newbie friendliness 25/100

llmware-ai/llmware#1053 · 3 comments · Opened Oct 16, 2024
Documentation Improvements Needed for Clarity and Consistency Open

llmware-ai/llmware#1046 · 1 assignee · Opened Oct 14, 2024
Implement messages to celebrate successful PR contributions Open

llmware-ai/llmware#1043 · 1 comment · 1 assignee · Opened Oct 12, 2024
"Error binding parameter 22: type 'list' is not supported" when adding website using sqlite engine Open

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

llmware-ai/llmware#1042 · 1 comment · Opened Oct 12, 2024
Using llmware models with Ollama Modelfile Open

Difficulty 1/5 1-3 hours Newbie friendliness 25/100

llmware-ai/llmware#1039 · 7 comments · 1 reaction · Opened Oct 8, 2024
Feat: Dark theme support for Documents Open

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

llmware-ai/llmware#1035 · 6 comments · Opened Oct 7, 2024
Kubernetes reference implementation Open

good first issue help wanted

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

llmware-ai/llmware#1027 · 8 comments · Opened Oct 4, 2024
Web Services for Agent Processes Open

enhancement

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

llmware-ai/llmware#1026 · 1 comment · Opened Oct 4, 2024
Multi-Modal model support Open

enhancement

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

llmware-ai/llmware#1025 · Opened Oct 4, 2024
UI innovations - pywebio integration and examples Open

good first issue

llmware-ai/llmware#1024 · 2 comments · 1 assignee · Opened Oct 4, 2024
Keeping up with OpenAI Open

enhancement

llmware-ai/llmware#1023 · 2 comments · 1 assignee · Opened Oct 4, 2024
Google Docs support Open

enhancement

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

llmware-ai/llmware#1022 · 1 comment · Opened Oct 4, 2024
Cohere Command R model support and examples Open

enhancement

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

llmware-ai/llmware#1021 · Opened Oct 4, 2024
[DOC] Breaking the README into multiple files Open

llmware-ai/llmware#1018 · 5 comments · 1 assignee · Opened Oct 2, 2024
Support for Llama3 Fine Tuned Function Calling Models Open

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

llmware-ai/llmware#996 · 2 comments · Opened Sep 22, 2024
Rag 5 Semantic Query (Fast Start throws an error) Open

Difficulty 2/5 1-3 hours Newbie friendliness 42/100

llmware-ai/llmware#989 · 3 comments · 1 reaction · Opened Sep 5, 2024
add support for gpt-4o-mini Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

llmware-ai/llmware#987 · 1 comment · Opened Sep 1, 2024
Do you consider providing a series of models for Chinese language? Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

llmware-ai/llmware#966 · 2 comments · Opened Aug 24, 2024
Limitations with output tokens that prevent detailed answers Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

llmware-ai/llmware#952 · 2 comments · Opened Aug 9, 2024
Not extracting any tables! Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

llmware-ai/llmware#950 · Opened Aug 8, 2024
Issue with Loading a SLIM Model from a local directory Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

llmware-ai/llmware#939 · Opened Jul 26, 2024
Setting Model Repo Path Open

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

llmware-ai/llmware#932 · 1 comment · Opened Jul 11, 2024
Adding support for DuckDB Open

good first issue

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

llmware-ai/llmware#924 · 1 comment · Opened Jul 6, 2024
Adding Support / Integration LLMLingua ? Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

llmware-ai/llmware#923 · 1 comment · Opened Jul 6, 2024
sqlite3.OperationalError: unable to open database file Open

Difficulty 3/5 1-2 days Newbie friendliness 25/100

llmware-ai/llmware#919 · 10 comments · Opened Jul 6, 2024
Unable to load HF model Open

Difficulty 4/5 3-5 days Newbie friendliness 28/100

llmware-ai/llmware#915 · 3 comments · Opened Jul 4, 2024
unable to open sqlite database Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

llmware-ai/llmware#906 · 6 comments · Opened Jun 30, 2024
Request to integrate Jina Embeddings API Open

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

llmware-ai/llmware#826 · 2 comments · Opened Jun 4, 2024
Tables in pdf not getting saved into csv file Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

llmware-ai/llmware#824 · 4 comments · Opened Jun 3, 2024
UI integrations and examples Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

llmware-ai/llmware#815 · 1 comment · Opened May 30, 2024
Timeout error problem Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

llmware-ai/llmware#813 · 3 comments · Opened May 30, 2024
Issue with the spelling of between Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

llmware-ai/llmware#710 · 1 comment · Opened May 10, 2024
Azure OpenAI Integration Open

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

llmware-ai/llmware#690 · 7 comments · Opened May 6, 2024
move llmware base directory Open

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

llmware-ai/llmware#644 · 3 comments · Opened Apr 28, 2024

llmware-ai/llmware

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