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[project]
name = "cognee"
version = "1.5.3"
description = "Cognee - is a library for enriching LLM context with a semantic layer for better understanding and reasoning."
authors = [
{ name = "Vasilije Markovic" },
{ name = "Boris Arzentar" },
]
requires-python = ">=3.10,<3.15"
readme = "README.md"
license = "Apache-2.0"
classifiers = [
"Development Status :: 4 - Beta",
"Intended Audience :: Developers",
"License :: OSI Approved :: Apache Software License",
"Topic :: Software Development :: Libraries",
"Operating System :: MacOS :: MacOS X",
"Operating System :: POSIX :: Linux",
"Operating System :: Microsoft :: Windows",
]
dependencies = [
"openai>=1.80.1",
"python-dotenv>=1.0.1,<2.0.0",
"pydantic>=2.10.5",
# GHSA-4xgf-cpjx-pc3j: 2.12.0–2.14.1 vulnerable, fixed in 2.14.2. Exclude the
# vulnerable range rather than capping, so the patched 2.14.2+ is adopted once
# it clears the `exclude-newer` window (it was <2 days old at time of writing).
"pydantic-settings>=2.2.1,!=2.12.*,!=2.13.*,!=2.14.0,!=2.14.1,<3",
"typing_extensions>=4.12.2,<5.0.0",
"numpy>=1.26.4, <=4.0.0",
"sqlalchemy>=2.0.39,<3.0.0",
"aiosqlite>=0.20.0,<1.0.0",
"filelock>=3.12.0,<4.0.0", # cross-process migration lock for SQLite (Linux/macOS/Windows)
"tiktoken>=0.8.0,<1.0.0",
"litellm>=1.83.7",
"instructor>=1.9.1,<1.15.3",
"filetype>=1.2.0,<2.0.0",
"aiohttp>=3.13.5,<4.0.0",
"aiofiles>=23.2.1",
# AES-256-GCM encryption for stored OAuth integration credentials
# (cognee/modules/integrations/crypto.py) — unconditionally imported via
# client.py's Slack router registration, so this is a core dependency,
# not an integration-specific extra.
# <51 (not <50): downstream consumers pin cryptography>=50.0.0 for
# PYSEC-2026-3552/3553/3554; our usage (Fernet, AESGCM) is stable across 50.x.
"cryptography>=43.0.0,<51",
"rdflib>=7.1.4,<7.2.0",
"pypdf>=6.6.2,<7.0.0",
"jinja2>=3.1.3,<4",
"lancedb>=0.24.3,<1.0.0", # 0.24.2 bundles lance 0.32.0 whose list-column decoder panics on tables with deletion vectors
"nbformat>=5.7.0,<6.0.0",
"alembic>=1.13.3,<2",
"limits>=4.4.1,<6",
"fastapi>=0.116.2,<1.0.0",
"starlette>=0.48",
"python-multipart>=0.0.22,<1.0.0",
"fastapi-users[sqlalchemy]>=15.0.2",
"structlog>=25.2.0,<26",
"pympler>=1.1,<2.0.0",
"pylance>=0.22.0,<=0.36.0",
# ladybug 0.18.x+ publishes only macosx_15_0 wheels (its sdist needs C++20
# std::atomic_ref, which Apple Clang's libc++ on macOS <= 14 lacks), so
# macOS 13/14 (Darwin 22/23) get 0.17.x — the last line with macosx_13_0
# wheels; storage code 41, which ladybug_migrate upgrades forward when the
# machine later moves to a newer line. Those platforms therefore stay
# exposed to the storage-corruption defects fixed in 0.18.2 and 0.19.1
# (COG-6185).
# Pinned at 0.19.0, not 0.19.1: extension.ladybugdb.com publishes no
# v0.19.1 JSON extension (404 on every platform), and 0.19.1 segfaults
# cognee's DB worker mid-write in CI. 0.19.0 carries the same storage
# fix and its extension build exists.
# Each pinned version's on-disk storage code must also exist in
# cognee_db_workers.ladybug_migrate.ladybug_version_mapping (0.19.0 -> 43),
# so bumping this pin is a two-file change.
# 0.19.x Windows wheels no longer vendor the OpenSSL DLLs their extension
# imports; cognee_db_workers._windows_openssl supplies them. Drop that shim
# once a pinned release vendors OpenSSL again.
"ladybug>=0.17.0,<0.18 ; sys_platform == 'darwin' and ('Darwin Kernel Version 22.' in platform_version or 'Darwin Kernel Version 23.' in platform_version)",
"ladybug==0.19.0 ; sys_platform != 'darwin' or ('Darwin Kernel Version 22.' not in platform_version and 'Darwin Kernel Version 23.' not in platform_version)",
"python-magic-bin<0.5 ; platform_system == 'Windows'", # Only needed for Windows
"networkx>=3.4.2,<4",
"uvicorn>=0.34.0,<1.0.0",
"gunicorn>=20.1.0,<24",
"websockets>=15.0.1,<16.0.0",
"tenacity>=9.0.0",
"fakeredis[lua]>=2.32.0",
"diskcache>=5.6.3",
"aiolimiter>=1.2.1",
"urllib3>=2.6.0",
"cbor2>=5.8.0",
"langdetect>=1.0.9",
"datamodel-code-generator>=0.54.0",
]
[project.optional-dependencies]
api=[]
scraping = [
"tavily-python>=0.7.12",
"beautifulsoup4>=4.13.1",
"playwright>=1.9.0",
"lxml>=4.9.3,<5 ; python_version < '3.13'",
"lxml>=5,<6 ; python_version >= '3.13' and python_version < '3.14'",
# cp314 wheels start at lxml 6.0.1; without this 3.14 falls back to a
# source build that requires libxml2/libxslt headers (CI doesn't have them).
"lxml>=6.0.1,<7 ; python_version >= '3.14'",
"protego>=0.1",
"APScheduler>=3.10.0,<=3.11.0"
]
fastembed = [
"fastembed<=0.8.0",
# onnxruntime 1.23.2 only ships wheels through cp313; cp314 wheels start
# at onnxruntime 1.24.1. Split by python_version so existing 3.10–3.13
# users keep the pinned version and 3.14 picks up the first cp314-capable
# release.
"onnxruntime<=1.23.2 ; python_version < '3.14'",
"onnxruntime>=1.24.1 ; python_version >= '3.14'",
]
neo4j = ["neo4j>=5.28.0,<6"]
neptune = ["langchain_aws>=0.2.22"]
postgres = [
"psycopg2>=2.9.10,<3",
"pgvector>=0.3.5,<0.4",
"asyncpg>=0.30.0,<1.0.0",
]
postgres-binary = [
"psycopg2-binary>=2.9.10,<3.0.0",
"pgvector>=0.3.5,<0.4",
"asyncpg>=0.30.0,<1.0.0",
]
turso = ["libsql-experimental>=0.0.55,<0.1"]
notebook = ["notebook>=7.1.0,<8"]
langchain = [
"langsmith>=0.2.3,<1.0.0",
"langchain_text_splitters>=0.3.2,<1.0.0",
"langchain-core>=1.2.5"
]
llama-index = ["llama-index-core>=0.14.20,<0.15"]
huggingface = ["transformers>=4.46.3,<5"]
ollama = ["transformers>=4.46.3,<5"]
mistral = ["mistral-common>=1.5.2,<2", "mistralai>=1.9.10,<2"]
anthropic = ["anthropic>=0.27"]
azure = ["azure-identity>=1.15.0,<2"]
deepeval = ["deepeval>=3.0.1,<4"]
posthog = ["posthog>=3.5.0,<4"]
groq = ["groq>=0.8.0,<1.0.0"]
llama-cpp = ["llama-cpp-python[server]>=0.3.0,<1.0.0"]
docs = [
"lxml>=4.9.3,<5 ; python_version < '3.13'",
"lxml>=5,<6 ; python_version >= '3.13' and python_version < '3.14'",
# cp314 wheels start at lxml 6.0.1.
"lxml>=6.0.1,<7 ; python_version >= '3.14'",
"unstructured[csv, doc, docx, epub, md, odt, org, ppt, pptx, rst, rtf, tsv, xlsx, pdf]>=0.18.1,<19",
"nltk>=3.9.3,<4", # TODO: Remove when unstructured is above v0.21.0 as it won't use nltk anymore
]
codegraph = [
"fastembed<=0.8.0 ; python_version < '3.14'",
"transformers>=4.46.3,<5",
]
evals = [
"plotly>=6.0.0,<7",
"gdown>=5.2.0,<6",
"pandas>=2.2.2,<3.0.0",
"matplotlib>=3.8.3,<4",
"scikit-learn>=1.6.1,<2",
"locust>=2.0.0,<3",
]
graphiti = ["graphiti-core>=0.28.0"]
# Note: New s3fs and boto3 versions don't work well together
# Always use compatible fixed versions of these two dependencies
aws = ["s3fs[boto3]==2025.3.2"]
dlt = [
"dlt[sqlalchemy]>=1.9.0,<2",
# dlt's filesystem read_csv reader requires pandas but does not declare it
"pandas>=2.2.2,<3.0.0",
]
gmail = [
"dlt[sqlalchemy]>=1.9.0,<2",
"pandas>=2.2.2,<3.0.0",
"google-api-python-client>=2.100.0,<3",
"google-auth>=2.23.0,<3",
"google-auth-oauthlib>=1.1.0,<2",
]
baml = ["baml-py (==0.206.0)"]
dev = [
"pytest>=7.4.0,<8",
"pytest-cov>=6.1.1,<7.0.0",
"pytest-asyncio>=0.21.1,<0.22",
"pytest-timeout>=2.3.1,<3",
"pytest-split>=0.11.0,<0.12",
"coverage>=7.3.2,<8",
"pre-commit>=4.0.1,<5",
"notebook>=7.1.0,<8",
"deptry>=0.20.0,<0.21",
"ruff>=0.9.2,<=0.16.0",
"tweepy>=4.14.0,<5.0.0",
"gitpython>=3.1.43,<4",
"mkdocs-material>=9.5.42,<10",
"mkdocs-minify-plugin>=0.8.0,<0.9",
"mkdocstrings[python]>=0.26.2,<0.27",
"ty>=0.0.31,<0.1.0",
]
debug = ["debugpy>=1.8.9,<2.0.0"]
redis = ["redis>=5.0.3,<6.0.0"]
tracing = [
"opentelemetry-api>=1.20.0,<2",
"opentelemetry-sdk>=1.20.0,<2",
"opentelemetry-exporter-otlp-proto-grpc>=1.20.0,<2",
"opentelemetry-exporter-otlp-proto-http>=1.20.0,<2",
]
# Slim docling profile: converts office/HTML/email/markdown/LaTeX documents
# without torch or the ML layout models (~280MB installed vs multiple GB).
# PDF/image conversion through docling needs the ML pipeline: install the
# `docling-full` extra for that (cognee's default PDF path uses pypdf either way).
docling = [
"docling-slim[convert-core,format-pdf,format-office,format-html,format-email,format-markdown,format-latex]>=2.115,<3",
]
docling-full = ["docling>=2.115,<3", "transformers>=4.55"]
rapidocr = ["rapidocr-onnxruntime>=1.3.0,<2"]
[project.urls]
Homepage = "https://www.cognee.ai"
Repository = "https://github.com/topoteretes/cognee"
[project.scripts]
cognee-cli = "cognee.cli._cognee:main"
[build-system]
# Pinned: the build backend decides the wheel's Metadata-Version, and the PyPI
# publish action validates it with a pinned twine — an unpinned hatchling let
# the emitted metadata drift to 2.5 and broke the release publish gate. Bump
# this together with the gh-action-pypi-publish pin in the release workflows.
requires = ["hatchling==1.32.0"]
build-backend = "hatchling.build"
[tool.hatch.build]
exclude = [
"/bin",
"/dist",
"/.data",
"/.github",
"/deployment",
"/cognee-mcp",
"/cognee-frontend",
"/examples",
"/helm",
"/licenses",
"/logs",
"/notebooks",
"/profiling",
"/tests",
"/tools",
]
[tool.hatch.build.targets.wheel]
packages = ["cognee", "cognee_db_workers", "kuzu"]
[tool.uv]
# Note: exclude newer packages that are less than 2 days old
exclude-newer = "2 days"
constraint-dependencies = [
"protobuf>=5.29.6, !=6.30.*, !=6.31.*, !=6.32.*, !=6.33.1, !=6.33.2, !=6.33.3, !=6.33.4", # protobuf 6.33.5 and higher versions + version 5.29.6
"pyasn1>=0.6.2",
"wheel>=0.46.2",
"nltk>=3.9.3",
# spacy 3.8.14 dropped cp314 wheels (3.8.10-3.8.13 had them); pin so the
# Python 3.14 release path keeps a wheel available. Pulled transitively
# via unstructured.
"spacy<3.8.14 ; python_version >= '3.14'",
# scipy cp314 wheels start at 1.16.1; 1.16+ also dropped cp310, so the
# resolver collapses <3.11 and >=3.14 onto the latest cp310-compatible
# version (1.15.3) by default — which has no cp314 wheel. Force 3.14 to
# use 1.16.1+ so the wheel-only release sync succeeds. Pulled
# transitively via pandas / scikit-learn / fastembed.
"scipy>=1.16.1 ; python_version >= '3.14'",
]
[tool.ruff]
line-length = 100
exclude = [
"migrations/", # Ignore migrations directory
"notebooks/", # Ignore notebook files
"build/", # Ignore build directory
"cognee/pipelines.py",
"cognee/modules/users/models/Group.py",
"cognee/modules/users/models/ACL.py",
"cognee/modules/pipelines/models/Task.py",
"cognee/modules/data/models/Dataset.py",
"cognee/modules/notebooks/tutorials/" # Ignore tutorial Python files
]
[tool.ruff.lint]
ignore = ["F401"]
[tool.ty.src]
# TODO: Gradually add more directories to include until we have type hints for all modules
include = [
"cognee/exceptions",
"cognee/infrastructure/context",
"cognee/infrastructure/data",
"cognee/infrastructure/engine",
"cognee/infrastructure/entities",
"cognee/infrastructure/files",
"cognee/infrastructure/llm",
"cognee/infrastructure/loaders",
"cognee/infrastructure/locks",
"cognee/infrastructure/session",
"cognee/infrastructure/utils",
"cognee/memory",
"cognee/migration",
"cognee/pipelines",
"cognee/shared"
]
# Exclude generated files
exclude = ["cognee/infrastructure/llm/structured_output_framework/baml/baml_client/"]
[dependency-groups]
dev = [
"httpx>=0.28.1",
"pytest>=7.4.4",
"pytest-asyncio>=0.21.2",
"pytest-timeout>=2.3.1",
"pytest-split>=0.11.0,<0.12",
"ruff>=0.13.1",
]