kgrag-store


Namekgrag-store JSON
Version 2.0.3 PyPI version JSON
download
home_pageNone
SummaryA Python library for knowledge graph management and retrieval with advanced memory capabilities.
upload_time2025-08-31 10:23:56
maintainerNone
docs_urlNone
authorNone
requires_python>=3.9
licenseNone
keywords agent knowledge memory retrieval vector-store kgrag
VCS
bugtrack_url
requirements aioboto3 aiobotocore aiofiles aiohappyeyeballs aiohttp aioitertools aiosignal annotated-types anthropic anyio attrs backoff beautifulsoup4 boto3 botocore build certifi cffi chardet charset-normalizer click coloredlogs contourpy cryptography cycler dataclasses-json distro docutils dydantic emoji fastembed filelock filetype flatbuffers fonttools fpdf frozenlist fsspec greenlet grpcio h11 h2 hf-xet hpack html5lib httpcore httpx httpx-sse huggingface-hub humanfriendly hyperframe id idna iniconfig jaraco.classes jaraco.context jaraco.functools jiter jmespath joblib json_repair jsonpatch jsonpointer keyring kiwisolver langchain langchain-anthropic langchain-community langchain-core langchain-ollama langchain-openai langchain-qdrant langchain-text-splitters langcodes langdetect langgraph langgraph-checkpoint langgraph-prebuilt langgraph-sdk langmem langsmith language_data loguru loki-logger-handler lxml marisa-trie Markdown markdown-it-py marshmallow matplotlib mdurl memory_agent mmh3 more-itertools mpmath multidict mypy_extensions narwhals neo4j neo4j-graphrag nest-asyncio nh3 nltk numpy olefile ollama onnxruntime openai orjson ormsgpack packaging pandas pillow plotly pluggy portalocker propcache protobuf psutil py_rust_stemmers pyaws-s3 pycparser pydantic pydantic-settings pydantic_core Pygments pyparsing pypdf pyproject_hooks pytest python-dateutil python-dotenv python-iso639 python-magic python-oxmsg pytz PyYAML qdrant-client RapidFuzz readme_renderer redis regex reportlab requests requests-toolbelt rfc3986 rich s3transfer scipy setuptools six sniffio soupsieve SQLAlchemy sympy tenacity tiktoken tokenizers tqdm trustcall twine types-PyYAML typing-inspect typing-inspection typing_extensions tzdata unstructured unstructured-client urllib3 webencodings wheel wrapt xxhash yarl zstandard
Travis-CI No Travis.
coveralls test coverage No coveralls.
            [![View on GitHub](https://img.shields.io/badge/View%20on-GitHub-181717?style=for-the-badge&logo=github)](https://github.com/gzileni/kgrag-store)
[![GitHub stars](https://img.shields.io/github/stars/gzileni/kgrag-store?style=social)](https://github.com/gzileni/kgrag-store/stargazers)
[![GitHub forks](https://img.shields.io/github/forks/gzileni/kgrag-store?style=social)](https://github.com/gzileni/kgrag-store/network)

## 📦 Installation

Install the `krag-store` library via pip:

```bash
pip install krag-store
```                

## Ingestion Data

### 📥 Usage Examples

#### 1️⃣ Ingestion from Local Filesystem

#### 2️⃣ Ingestion from AWS S3

Just set in your `.env`:

```env
AWS_ACCESS_KEY_ID=your_access_key
AWS_SECRET_ACCESS_KEY=your_secret
AWS_BUCKET_NAME=my-bucket
AWS_REGION=eu-west-1
```

## 🧠 Query

## [Docker](./docker/README.md)



            

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