ragwire
Production-grade RAG toolkit — ingest PDFs, DOCX, XLSX into Qdrant with LLM metadata extraction, hybrid search, and SHA256 deduplication.
- Latest release
- 14h ago
- Releases
- 15
- Known CVEs
- 0
- First release
- Mar 22, 2026
- License
- MIT
Repository
Source
- Stars
- 18
- Forks
- 5
- Open issues
- 0
- Language
- Python
- crewai
- langchain
- qdrant
- rag
- rag-pipeline
- kgptalkie
Security score
No OpenSSF Scorecard available for this repository.
Packages from this repo
No other tracked packages from this repository.
Insights
Activity
- Total releases
- 15
- Last 12 months
- 15
- Cadence
- ~daily
- Dependencies
- 29
Releases per month
last 12 monthsRelease mix
- minor 3
- patch 11
15
releases
Dependencies
Depends on
1.3.1-
black >=23.0.0
-
fastembed >=0.2.0
-
flake8 >=6.0.0
-
isort >=5.0.0
-
langchain >=0.1.0
-
langchain-anthropic >=0.0.0
-
langchain-community >=0.0.0
-
langchain-core >=0.1.0
-
langchain-google-genai >=0.0.0
-
langchain-groq >=0.0.0
1–10 of 29
Used by
1Releases
| Version | Released | |
|---|---|---|
1.3.1
minor
| ||
1.2.9
patch
| ||
1.2.8
patch
| ||
1.2.7
patch
| ||
1.2.1
patch
| ||
1.2.0
minor
| ||
1.1.9
patch
| ||
1.1.8
patch
| ||
1.1.7
patch
| ||
1.1.5
patch
| ||
1.1.4
patch
| ||
1.1.3
patch
| ||
1.1.1
minor
| ||
1.0.1
patch
| ||
1.0.0
initial
|