diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 61828ad..5482bf2 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -10,35 +10,24 @@ jobs:
     steps:
       - name: Checkout
         uses: actions/checkout@v4
-      - name: Set up python
-        uses: actions/setup-python@v5
-        with:
-          python-version: '3.12'
-      - name: Load cached Poetry installation
-        id: cached-poetry
-        uses: actions/cache@v4
-        with:
-          path: ~/.local
-          key: poetry-0
-      - name: Load cached env
-        id: cached-env
-        uses: actions/cache@v4
-        with:
-          path: /home/runner/.cache/pypoetry/virtualenvs
-          key: venv-0
-      - name: Install Poetry
-        if: steps.cached-poetry.outputs.cache-hit != 'true'
-        uses: snok/install-poetry@v1
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v3
         with:
-          virtualenvs-create: true
-          virtualenvs-in-project: true
+          enable-cache: true
+          cache-dependency-glob: "uv.lock"
+
+      - name: Set up Python
+        run: uv python install
+
+      - name: Install dependencies
+        run: uv sync --all-extras --dev
+
       - name: Run tests for PR
-        env:
-          PYTHONDONTWRITEBYTECODE: 1
         run: |
-          poetry install
-          poetry run pytest --cov-config=.coveragerc --cov=.
-          poetry run coverage xml
+          uv run pytest --cov-config=.coveragerc --cov=.
+          uv run coverage xml
+
       - name: Get Cover
         if: github.event_name == 'pull_request'
         uses: orgoro/coverage@v3.2
@@ -46,7 +35,7 @@ jobs:
           coverageFile: coverage.xml
           token: ${{ secrets.GITHUB_TOKEN }}
           thresholdAll: 0.98
-      - name: Run tests
+
+      - name: Run coverage report
         if: github.event_name != 'pull_request'
-        run: |
-          poetry run coverage report
+        run: uv run coverage report
diff --git a/.github/workflows/weekly.yml b/.github/workflows/weekly.yml
index 052a810..7f78fbc 100644
--- a/.github/workflows/weekly.yml
+++ b/.github/workflows/weekly.yml
@@ -12,24 +12,19 @@ jobs:
     steps:
       - name: Checkout
         uses: actions/checkout@v4
-      - name: Set up python
-        uses: actions/setup-python@v5
-        with:
-          python-version: '3.12'
-      - name: Load cached Poetry installation
-        id: cached-poetry
-        uses: actions/cache@v4
-        with:
-          path: ~/.local
-          key: poetry-0
-      - name: Install Poetry
-        if: steps.cached-poetry.outputs.cache-hit != 'true'
-        uses: snok/install-poetry@v1
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v3
         with:
-          virtualenvs-create: true
-          virtualenvs-in-project: true
-      - name: Run update script if cache miss
-        run: |
-          poetry install
-          poetry run python3 update.py
+          enable-cache: true
+          cache-dependency-glob: "uv.lock"
+
+      - name: Set up Python
+        run: uv python install
+
+      - name: Install dependencies
+        run: uv sync --all-extras --dev
+
+      - name: Run update script
+        run: uv run python update.py
         timeout-minutes: 300
diff --git a/Dockerfile b/Dockerfile
index 92f633a..2ec1ccb 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,9 +1,8 @@
 FROM docker.io/library/python:3.12-slim
 RUN apt update && apt install -y libxrender1 libxtst6 libxi6
-RUN pip install poetry
-COPY poetry.lock pyproject.toml ./
-RUN poetry config virtualenvs.create false \
-    && poetry install --no-interaction --no-ansi
+RUN pip install uv
+COPY uv.lock pyproject.toml ./
+RUN uv sync
 RUN mkdir /app
 RUN adduser --system --no-create-home nonroot
 USER nonroot
diff --git a/README.md b/README.md
index f7d6f04..876a9b3 100644
--- a/README.md
+++ b/README.md
@@ -31,11 +31,11 @@ make tests
 
 To run it yourself, the source is available at: <https://github.com/lotusnprod/lotus-search>:
 
-- Install dependencies using poetry
-    - If you do not have poetry installed:
-        - `curl -sSL https://install.python-poetry.org | python3 -`
+- Install dependencies using uv
+    - If you do not have uv installed:
+        - `curl -LsSf https://astral.sh/uv/install.sh | sh`
     - Then:
-        - `poetry self update && poetry update && poetry install`
+        - `uv sync`
 - Run `python update.py` (takes a few minutes)
 - Run `uvicorn main:app --reload` (almost instant)
 
diff --git a/poetry.lock b/poetry.lock
deleted file mode 100644
index cafca6c..0000000
--- a/poetry.lock
+++ /dev/null
@@ -1,1916 +0,0 @@
-# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
-
-[[package]]
-name = "annotated-types"
-version = "0.7.0"
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-    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
-]
-
-[[package]]
-name = "anyio"
-version = "4.6.2.post1"
-description = "High level compatibility layer for multiple asynchronous event loop implementations"
-optional = false
-python-versions = ">=3.9"
-files = [
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-    {file = "anyio-4.6.2.post1.tar.gz", hash = "sha256:4c8bc31ccdb51c7f7bd251f51c609e038d63e34219b44aa86e47576389880b4c"},
-]
-
-[package.dependencies]
-idna = ">=2.8"
-sniffio = ">=1.1"
-
-[package.extras]
-doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
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-trio = ["trio (>=0.26.1)"]
-
-[[package]]
-name = "black"
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-description = "The uncompromising code formatter."
-optional = false
-python-versions = ">=3.9"
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-
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-
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-python-versions = ">=3.9"
-files = [
-    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
-    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
-]
-
-[package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
-cover = ["pytest-cov"]
-doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
-type = ["pytest-mypy"]
-
-[metadata]
-lock-version = "2.0"
-python-versions = "^3.12"
-content-hash = "24a91e36f0c7dfed3abfd11b268f3a97e398db7f547c71abacc3b06b7be3628e"
diff --git a/pyproject.toml b/pyproject.toml
index 1229f0b..2eb9f75 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,16 +1,22 @@
-[tool.poetry]
+[build-system]
+requires = ["pdm-backend"]
+build-backend = "pdm.backend"
+
+[project]
 name = "lotus_search"
 version = "0.1.2"
 description = "Lotus Search"
-authors = ["Jonathan Bisson <bjonnh-git@bjonnh.net>", "Adriano Rutz <adafede@gmail.com>"]
-license = "LICENSE"
-packages = [{include = "*.py", from = ""}]
-readme = "README.md"
-homepage = "https://search.nprod.net"
-repository = "https://github.com/lotusnprod/lotus-search"
-documentation = "https://github.com/lotusnprod/lotus-search"
-keywords = ["LinkedOpenData", "LOTUS", "Wikidata"]
-classifiers =[
+authors = [
+    {name = "Jonathan Bisson", email = "bjonnh-git@bjonnh.net"},
+    {name = "Adriano Rutz", email = "adafede@gmail.com"},
+]
+requires-python = "<4.0,>=3.12"
+keywords = [
+    "LinkedOpenData",
+    "LOTUS",
+    "Wikidata",
+]
+classifiers = [
     "Development Status :: 1 - Planning",
     "Environment :: Console",
     "Intended Audience :: Developers",
@@ -21,47 +27,54 @@ classifiers =[
     "Framework :: Sphinx",
     "Programming Language :: Python",
     "Programming Language :: Python :: 3.12",
-    "Programming Language :: Python :: 3 :: Only"
+    "Programming Language :: Python :: 3 :: Only",
 ]
+license = {text = "LICENSE"}
+readme = "README.md"
+
 
-[tool.poetry.dependencies]
-python = "^3.12"
-dash = "^2.18.2"
-dash-bootstrap-components = "^1.6.0"
-fastapi = "^0.115.0"
-fastapi-versioning = "^0.10.0"
-flask-caching = "^2.3.0"
-gunicorn = "^23.0.0"
-# mordred = "^1.2.0"
-numpy = "^2.1.3"
-orjson = "^3.10.12"
-pandas = "^2.2.3"
-pydantic = "^2.10.1"
-requests = "^2.32.3"
-rdkit = "^2024.3.6"
-sqlalchemy = "^2.0.36"
-tqdm = "^4.67.1"
-uvicorn = "^0.31.0"
+dependencies = [
+    "dash<3.0.0,>=2.18.2",
+    "dash-bootstrap-components<2.0.0,>=1.6.0",
+    "fastapi<1.0.0,>=0.115.0",
+    "fastapi-versioning<1.0.0,>=0.10.0",
+    "flask-caching<3.0.0,>=2.3.0",
+    "gunicorn<24.0.0,>=23.0.0",
+    "numpy<3.0.0,>=2.1.3",
+    "orjson<4.0.0,>=3.10.12",
+    "pandas<3.0.0,>=2.2.3",
+    "pydantic<3.0.0,>=2.10.1",
+    "requests<3.0.0,>=2.32.3",
+    "rdkit<2025.0.0,>=2024.3.6",
+    "sqlalchemy<3.0.0,>=2.0.36",
+    "tqdm<5.0.0,>=4.67.1",
+    "uvicorn<1.0.0,>=0.31.0",
+]
 
-[tool.poetry.group.dev.dependencies]
-black = "^24.10.0"
-coverage = "^7.6.8"
-isort = "^5.13.2"
-pytest = "^8.3.3"
-pytest-asyncio = "^0.24.0"
-pytest-cov = "^6.0.0"
-pytest-mock = "^3.14.0"
-pytest-xdist = "^3.6.1"
-requests-mock = "^1.12.1"
-tox = "^4.23.2"
+[dependency-groups]
+dev = [
+    "black<25.0.0,>=24.10.0",
+    "coverage<8.0.0,>=7.6.8",
+    "isort<6.0.0,>=5.13.2",
+    "pytest<9.0.0,>=8.3.3",
+    "pytest-asyncio<1.0.0,>=0.24.0",
+    "pytest-cov<7.0.0,>=6.0.0",
+    "pytest-mock<4.0.0,>=3.14.0",
+    "pytest-xdist<4.0.0,>=3.6.1",
+    "requests-mock<2.0.0,>=1.12.1",
+    "tox<5.0.0,>=4.23.2",
+]
 
-[tool.poetry.scripts]
+[project.scripts]
 start = "app:main"
 
+[project.urls]
+homepage = "https://search.nprod.net"
+repository = "https://github.com/lotusnprod/lotus-search"
+documentation = "https://github.com/lotusnprod/lotus-search"
 
-[build-system]
-requires = ["poetry-core"]
-build-backend = "poetry.core.masonry.api"
+[tool.pdm.build]
+includes = ["*.py"]
 
 [tool.pytest.ini_options]
 asyncio_mode = "auto"
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new file mode 100644
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