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[project]

name = "qql-cli"

version = "2.6.0"

description = "QQL is a SQL-like query language and CLI for Qdrant vector database. Write INSERT, SEARCH, RECOMMEND, DELETE, and CREATE COLLECTION statements instead of Python SDK calls. Supports hybrid dense+sparse vector search, cross-encoder reranking, quantization (scalar, turbo, binary, product), WHERE clause filters, script execution, and collection dump/restore."

readme = "README.md"

license = { file = "LICENSE" }

requires-python = ">=3.12"

authors = [

{ name = "Kameshwara Pavan Kumar Mantha", email = "pavankumarmantha@gmail.com" },

]

keywords = [

"qdrant",

"vector-database",

"vector-search",

"cli",

"query-language",

"sql",

"embeddings",

"semantic-search",

"hybrid-search",

"rag",

"nlp",

"fastembed",

]

classifiers = [

"Development Status :: 3 - Alpha",

"Environment :: Console",

"Intended Audience :: Developers",

"License :: OSI Approved :: MIT License",

"Operating System :: OS Independent",

"Programming Language :: Python :: 3",

"Programming Language :: Python :: 3.12",

"Programming Language :: Python :: 3.13",

"Topic :: Database :: Front-Ends",

"Topic :: Scientific/Engineering :: Artificial Intelligence",

"Topic :: Utilities",

"Topic :: Text Processing :: Indexing",

]

dependencies = [

"qdrant-client[fastembed]>=1.18.0",

"click>=8.1.0",

"rich>=13.0.0",

"prompt_toolkit>=3.0.0",

]

[project.urls]

Homepage = "https://github.com/pavanjava/qql"

Repository = "https://github.com/pavanjava/qql"

Documentation = "https://pavanjava.github.io/qql"

"Bug Tracker" = "https://github.com/pavanjava/qql/issues"

[project.scripts]

qql = "qql.cli:main"

[build-system]

requires = ["hatchling"]

build-backend = "hatchling.build"

[tool.hatch.build.targets.wheel]

packages = ["src/qql"]

[dependency-groups]

dev = [

"pytest>=8.0.0",

"pytest-mock>=3.14.0",

"twine>=6.2.0",

]