ragkit
Modular RAG toolkit – A flexible and pluggable framework for Retrieval-Augmented Generation (RAG) workflows.
Features
- Plug-and-play architecture for embedding models and vector stores
- Support for hybrid search (vector + keyword)
- Extensible design with Pydantic models
- Qdrant vector store support
- OpenAI and SentenceTransformer embedding
Installation
pip install ragkit
## Usage
```python
from ragkit.search import DocumentSearchService
from ragkit.embedding import OpenAIEmbedder
from ragkit.vectorstore import QdrantVectorStore
# Initialize components
embedder = OpenAIEmbedder(api_key="your-openai-api-key")
store = QdrantVectorStore(vector_size=1536)
search_service = DocumentSearchService(embedder, store)
# Perform search
results = search_service.search("Tell me about vector databases")
Metadata
Release files for ragkitx 0.1.5
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| ragkitx-0.1.5.tar.gz | 7.5 kB | With provenance | Details for ragkitx-0.1.5.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| ragkitx-0.1.5-py3-none-any.whl | Python 3 | none | any | Details for ragkitx-0.1.5-py3-none-any.whl |
Total release size: 14.7 kB
Release files / ragkitx-0.1.5.tar.gz
| Download URL | ragkitx-0.1.5.tar.gz |
|---|---|
| Size | 7.5 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
d5d3c2c2ae66f82ff5e0694312a6f6f8d4ac50a21ba48b603870933a4c85f6e8
|
|
BLAKE2b-256 checksum How to use checksums |
3e385d92a6dc9cf4b046b56956f9d25ee63906eb5f050dcac197934375b45f1e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 3, 2025.
Transparency logRelease files / ragkitx-0.1.5-py3-none-any.whl
| Download URL | ragkitx-0.1.5-py3-none-any.whl |
|---|---|
| Size | 7.3 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
3c8f895bbe35c30a45a3ae06c234ef24e19096aa2757e50961034118c9678434
|
|
BLAKE2b-256 checksum How to use checksums |
23fe4efd921a2f9f8b64ff71383aeae4939587791fe50a9c8061fb41fb90199e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 3, 2025.
Transparency logSecurity for ragkitx 0.1.5
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
All 2 files in this release have been uploaded with provenance metadata.
Attestation for ragkitx-0.1.5.tar.gz
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 3, 2025.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.