ragpipe
ragpipe is a lightweight RAG ingestion pipeline toolkit.
It helps you go from documents → chunks → embeddings → vector store export.
Features (v0.1.0)
- text chunking with overlap
- basic loaders (text files, URLs)
- embedding interface abstraction
- JSON export format
- optional FAISS dependency group
Install
pip install ragpipe
Optional FAISS:
pip install ragpipe[faiss]
CLI usage
ragpipe ingest ./docs --out out.json
ragpipe ingest-url https://example.com --out out.json
Python usage
from ragpipe import chunk_text, ingest_text
chunks = chunk_text("hello world " * 200, chunk_size=200, overlap=50)
print(len(chunks))
data = ingest_text("hello world " * 200)
print(data.keys())
License
MIT
Metadata
Release files for ragpipe-lite 0.1.0
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 |
|---|---|---|---|---|
| ragpipe_lite-0.1.0.tar.gz | 4.0 kB | With provenance | Details for ragpipe_lite-0.1.0.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| ragpipe_lite-0.1.0-py3-none-any.whl | Python 3 | none | any | Details for ragpipe_lite-0.1.0-py3-none-any.whl |
Total release size: 9.0 kB
Release files / ragpipe_lite-0.1.0.tar.gz
| Download URL | ragpipe_lite-0.1.0.tar.gz |
|---|---|
| Size | 4.0 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
a3557d0788e3d8ac6bb4bd10ff498860bcbcbb07075a7d033eff60d46c41ab9a
|
|
BLAKE2b-256 checksum How to use checksums |
664249c9fbe37ba26f5bb5fff8e95e35d9dc75c631f4d0d8932f238d04a12dbb
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 Apr 22, 2026.
Transparency logRelease files / ragpipe_lite-0.1.0-py3-none-any.whl
| Download URL | ragpipe_lite-0.1.0-py3-none-any.whl |
|---|---|
| Size | 5.0 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
ffd4005fc3160089474292099e50ba4560d2b420dbdc093c6a49f85a69731cfd
|
|
BLAKE2b-256 checksum How to use checksums |
d3f57bc766e823e0718b9bdf459662ecf07a8d6898c0967b88f9799debad9be6
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 Apr 22, 2026.
Transparency logSecurity for ragpipe-lite 0.1.0
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 ragpipe_lite-0.1.0.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 Apr 22, 2026.
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.