Klea RAG
Klea is a suite of AI tools for Neuroscience.
This package provides a generic RAG (Retrieval Augmented Generation) pipeline with multi-domain support. It implements a LangChain/LangGraph state machine for answering queries over your own documents. Features:
- multi-domain support with automatic query classification
- vector store retrieval from Chroma, Qdrant, and PGVector backends
- answer evaluation with iterative improvement loops
- MCP tool integration for live data access
- FastAPI server, CLI client, and Streamlit web UI
Documentation: https://neuroklea.org
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file klea_rag-0.3.0.tar.gz.
File metadata
- Download URL: klea_rag-0.3.0.tar.gz
- Upload date:
- Size: 29.7 kB
- Tags: Source
- Uploaded using Trusted Publishing? Yes
- Uploaded via:
twine/6.1.0 CPython/3.13.12
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
27e34bf7e394a86b1505a20dfc5091b43a9ad0dde6150b5803ae2564a92c652b
|
|
| MD5 |
ad89107fc8a928bd63ebfca214c76c4a
|
|
| BLAKE2b-256 |
cc413d53163df7ab0e84ef65dc56b58c15ff42cad05d783f37661065ecfc5521
|
Provenance
The following attestation bundles were made for klea_rag-0.3.0.tar.gz:
Publisher:
python-publish.yml on NeuroML/neuroklea
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
klea_rag-0.3.0.tar.gz -
Subject digest:
27e34bf7e394a86b1505a20dfc5091b43a9ad0dde6150b5803ae2564a92c652b - Sigstore transparency entry: 2049598286
- Sigstore integration time:
-
Permalink:
NeuroML/neuroklea@94f19dcc0f6ce050fee1df041a47a9fb20bf6a91 -
Branch / Tag:
refs/tags/klea_rag-v0.3.0 - Owner: https://github.com/NeuroML
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
python-publish.yml@94f19dcc0f6ce050fee1df041a47a9fb20bf6a91 -
Trigger Event:
push
-
Statement type:
File details
Details for the file klea_rag-0.3.0-py3-none-any.whl.
File metadata
- Download URL: klea_rag-0.3.0-py3-none-any.whl
- Upload date:
- Size: 39.6 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? Yes
- Uploaded via:
twine/6.1.0 CPython/3.13.12
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
85537b7ab44893091ce0b2ccaddf675a14c42c4729b3d39df02bb68d8121d186
|
|
| MD5 |
308ac7c39ca05c17377da8aed34da2f0
|
|
| BLAKE2b-256 |
e39ffca42c47cd2e5c2cbf77b97e306cd0fdaa0aa261c2cce87825dbe4d48a38
|
Provenance
The following attestation bundles were made for klea_rag-0.3.0-py3-none-any.whl:
Publisher:
python-publish.yml on NeuroML/neuroklea
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
klea_rag-0.3.0-py3-none-any.whl -
Subject digest:
85537b7ab44893091ce0b2ccaddf675a14c42c4729b3d39df02bb68d8121d186 - Sigstore transparency entry: 2049598345
- Sigstore integration time:
-
Permalink:
NeuroML/neuroklea@94f19dcc0f6ce050fee1df041a47a9fb20bf6a91 -
Branch / Tag:
refs/tags/klea_rag-v0.3.0 - Owner: https://github.com/NeuroML
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
python-publish.yml@94f19dcc0f6ce050fee1df041a47a9fb20bf6a91 -
Trigger Event:
push
-
Statement type:
