--- a
+++ b/aiagents4pharma/talk2knowledgegraphs/pyproject.toml
@@ -0,0 +1,64 @@
+[build-system]
+requires = ["setuptools", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "aiagents4pharma-talk2knowledgegraphs"
+description = "An agent to interact with biomedical knowledgegraphs"
+readme = "README.md"
+requires-python = ">=3.12"
+classifiers = [
+  "Programming Language :: Python :: 3",
+  "License :: OSI Approved :: MIT License",
+  "Operating System :: OS Independent",
+]
+dependencies = [
+  "coverage==7.6.4",
+  "einops==0.8.0",
+  "gdown==5.2.0",
+  "gravis==0.1.0",
+  "huggingface_hub==0.26.5",
+  "hydra-core==1.3.2",
+  "langchain==0.3.7",
+  "langchain-community==0.3.5",
+  "langchain-core==0.3.40",
+  "langchain-experimental==0.3.3",
+  "langchain_ollama==0.2.3",
+  "joblib==1.4.2",
+  "ollama==0.4.7",
+  "pandas==2.2.3",
+  "pcst_fast==1.0.10",
+  "pubchempy==1.0.4",
+  "pydantic==2.9.2",
+  "pylint==3.3.1",
+  "pypdf==5.2.0",
+  "pytest==8.3.3",
+  "pytest-asyncio-0.25.2",
+  "sentence_transformers==3.3.1",
+  "torch==2.2.2",
+  "torch_geometric==2.6.1",
+  "tqdm==4.66.6",
+  "transformers==4.48.0",
+  "mkdocs==1.6.1",
+  "mkdocs-jupyter==0.25.1",
+  "mkdocs-material==9.5.47",
+  "mkdocstrings-python==1.12.2",
+  "mkdocs-include-markdown-plugin==7.1.2",
+  "mkdocstrings==0.27.0",
+]
+dynamic = ["version"]
+
+[tool.setuptools.dynamic]
+version = { file = "release_version.txt" }
+
+# find packages
+[tool.setuptools]
+packages = [
+  "aiagents4pharma",
+  "aiagents4pharma.talk2knowledgegraphs",
+  "aiagents4pharma.talk2knowledgegraphs.datasets",
+  "aiagents4pharma.talk2knowledgegraphs.utils",
+  "aiagents4pharma.talk2knowledgegraphs.utils.enrichments",
+  "aiagents4pharma.talk2knowledgegraphs.utils.embeddings",
+  "aiagents4pharma.talk2knowledgegraphs.utils.extractions",
+]