diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..51d33e8
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,2 @@
+# GitHub syntax highlighting
+magic.lock linguist-language=YAML linguist-generated=true
diff --git a/.gitignore b/.gitignore
index 422ed32..34aa994 100644
--- a/.gitignore
+++ b/.gitignore
@@ -165,4 +165,8 @@ cython_debug/
 .pixi
 *.egg-info
 # magic environments
+.magic/
+
+.vscode/
+# magic environments
 .magic
diff --git a/README.md b/README.md
index ae03149..6130b52 100644
--- a/README.md
+++ b/README.md
@@ -12,15 +12,16 @@ from duckdb import *
 
 var con = DuckDB.connect(":memory:")
 
-_ = con.execute(
-    """
+_ = con.execute("""
+SET autoinstall_known_extensions=1;
+SET autoload_known_extensions=1;
+
 CREATE TABLE train_services AS
 FROM 's3://duckdb-blobs/train_services.parquet';
 """
 )
 
-var result = con.execute(
-    """
+var result = con.execute("""
 -- Get the top-3 busiest train stations
 SELECT station_name, count(*) AS num_services
 FROM train_services
@@ -45,21 +46,15 @@ for row in range(len(result)):
 
 ## Installation
 
-1. [Install Mojo](https://docs.modular.com/mojo/manual/get-started#1-install-mojo). Currently nightly >= `2024.7.1105` is required, so install or update the nightly version: `modular install nightly/mojo`
-2. Download the DuckDB C/C++ library from the [installation](https://duckdb.org/docs/installation/?version=stable&environment=cplusplus) page.
-3. Extract `libduckdb.so` (Linux) or `libduckdb.dylib` (macOS) to the project directory.
-4. Set library path:
-```shell
-export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:$(realpath .) # Linux
-export DYLD_FALLBACK_LIBRARY_PATH=$(realpath .) # macOS
-```
-5. Run
-``` shell
-mojo example.mojo
-```
+Currently, you'll need to checkout the source. We'll publish a Conda package soon to make it easier to use from another Mojo project.
+
+1. [Install the Magic package manager for Mojo](https://docs.modular.com/mojo/manual/get-started#1-install-mojo).
+2. Checkout this repo
+3. Run `magic shell`
+4. Run `mojo example.mojo`
 
 ### Run Tests
 
 ```shell
-mojo test -I .
+magic run test
 ```
\ No newline at end of file
diff --git a/example.mojo b/example.mojo
index da7d60c..f8f093e 100644
--- a/example.mojo
+++ b/example.mojo
@@ -4,8 +4,10 @@ from duckdb import *
 def main():
     var con = DuckDB.connect(":memory:")
 
-    _ = con.execute(
-        """
+    _ = con.execute("""
+    SET autoinstall_known_extensions=1;
+    SET autoload_known_extensions=1;
+
     CREATE TABLE train_services AS
     FROM 's3://duckdb-blobs/train_services.parquet';
     """
diff --git a/magic.lock b/magic.lock
new file mode 100644
index 0000000..94167a1
--- /dev/null
+++ b/magic.lock
@@ -0,0 +1,823 @@
+version: 5
+environments:
+  default:
+    channels:
+    - url: https://conda.anaconda.org/conda-forge/
+    - url: https://conda.modular.com/max/
+    packages:
+      osx-arm64:
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/bzip2-1.0.8-h99b78c6_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ca-certificates-2024.8.30-hf0a4a13_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.7-unix_pyh707e725_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.5.0-pyha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.6.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.7.2-pyh31011fe_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/krb5-1.21.3-h237132a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libblas-3.9.0-24_osxarm64_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcblas-3.9.0-24_osxarm64_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-19.1.1-ha82da77_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libduckdb-1.1.1-h79e4ea6_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libedit-3.1.20191231-hc8eb9b7_2.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libexpat-2.6.3-hf9b8971_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libffi-3.4.2-h3422bc3_5.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libgfortran-5.0.0-13_2_0_hd922786_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libgfortran5-13.2.0-hf226fd6_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/liblapack-3.9.0-24_osxarm64_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libopenblas-0.3.27-openmp_h517c56d_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libsodium-1.0.20-h99b78c6_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libsqlite-3.46.1-hc14010f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libzlib-1.3.1-h8359307_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/llvm-openmp-19.1.0-hba312e6_0.conda
+      - conda: https://conda.modular.com/max/noarch/max-24.5.0-release.conda
+      - conda: https://conda.modular.com/max/osx-arm64/max-core-24.5.0-release.conda
+      - conda: https://conda.modular.com/max/osx-arm64/max-python-24.5.0-3.12release.conda
+      - conda: https://conda.modular.com/max/noarch/mblack-24.5.0-release.conda
+      - conda: https://conda.modular.com/max/noarch/mojo-jupyter-24.5.0-release.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mypy_extensions-1.0.0-pyha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ncurses-6.5-h7bae524_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/numpy-1.26.4-py312h8442bc7_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/openssl-3.3.2-h8359307_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-24.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-0.12.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.3.6-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.12.7-h739c21a_0_cpython.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python_abi-3.12-5_cp312.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyzmq-26.2.0-py312hc6335d2_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/readline-8.2-h92ec313_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.16.0-pyh6c4a22f_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/tk-8.6.13-h5083fa2_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/tornado-6.4.1-py312h024a12e_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2024b-hc8b5060_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/xz-5.2.6-h57fd34a_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zeromq-4.3.5-h64debc3_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.20.2-pyhd8ed1ab_0.conda
+packages:
+- kind: conda
+  name: bzip2
+  version: 1.0.8
+  build: h99b78c6_7
+  build_number: 7
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+  url: https://conda.anaconda.org/conda-forge/osx-arm64/bzip2-1.0.8-h99b78c6_7.conda
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+- kind: conda
+  name: ca-certificates
+  version: 2024.8.30
+  build: hf0a4a13_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/ca-certificates-2024.8.30-hf0a4a13_0.conda
+  sha256: 2db1733f4b644575dbbdd7994a8f338e6ef937f5ebdb74acd557e9dda0211709
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+  license: ISC
+  size: 158482
+  timestamp: 1725019034582
+- kind: conda
+  name: click
+  version: 8.1.7
+  build: unix_pyh707e725_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/click-8.1.7-unix_pyh707e725_0.conda
+  sha256: f0016cbab6ac4138a429e28dbcb904a90305b34b3fe41a9b89d697c90401caec
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+  timestamp: 1692311973840
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+  name: importlib-metadata
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+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.5.0-pyha770c72_0.conda
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+  license: BSD-3-Clause
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+  noarch: python
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+  - __unix
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+  - traitlets >=5.3
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+- kind: conda
+  name: krb5
+  version: 1.21.3
+  build: h237132a_0
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+  url: https://conda.anaconda.org/conda-forge/osx-arm64/krb5-1.21.3-h237132a_0.conda
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+- kind: conda
+  name: libblas
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+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libblas-3.9.0-24_osxarm64_openblas.conda
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+  - blas * openblas
+  - liblapacke 3.9.0 24_osxarm64_openblas
+  - libcblas 3.9.0 24_osxarm64_openblas
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+- kind: conda
+  name: libcblas
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+- kind: conda
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+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libduckdb-1.1.1-h79e4ea6_0.conda
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+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libexpat-2.6.3-hf9b8971_0.conda
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+- kind: conda
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+- kind: conda
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+  build: 13_2_0_hd922786_3
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+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libgfortran-5.0.0-13_2_0_hd922786_3.conda
+  sha256: 44e541b4821c96b28b27fef5630883a60ce4fee91fd9c79f25a199f8f73f337b
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+  license: GPL-3.0-only WITH GCC-exception-3.1
+  license_family: GPL
+  size: 110233
+  timestamp: 1707330749033
+- kind: conda
+  name: libgfortran5
+  version: 13.2.0
+  build: hf226fd6_3
+  build_number: 3
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libgfortran5-13.2.0-hf226fd6_3.conda
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+  md5: 66ac81d54e95c534ae488726c1f698ea
+  depends:
+  - llvm-openmp >=8.0.0
+  constrains:
+  - libgfortran 5.0.0 13_2_0_*_3
+  license: GPL-3.0-only WITH GCC-exception-3.1
+  license_family: GPL
+  size: 997381
+  timestamp: 1707330687590
+- kind: conda
+  name: liblapack
+  version: 3.9.0
+  build: 24_osxarm64_openblas
+  build_number: 24
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/liblapack-3.9.0-24_osxarm64_openblas.conda
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+  md5: 49a3241f76cdbe705e346204a328f66c
+  depends:
+  - libblas 3.9.0 24_osxarm64_openblas
+  constrains:
+  - blas * openblas
+  - liblapacke 3.9.0 24_osxarm64_openblas
+  - libcblas 3.9.0 24_osxarm64_openblas
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 15063
+  timestamp: 1726668815824
+- kind: conda
+  name: libopenblas
+  version: 0.3.27
+  build: openmp_h517c56d_1
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diff --git a/mojoproject.toml b/mojoproject.toml
new file mode 100644
index 0000000..25b5066
--- /dev/null
+++ b/mojoproject.toml
@@ -0,0 +1,14 @@
+[project]
+authors = ["Sören Brunk <soeren@brunk.io>"]
+channels = ["conda-forge", "https://conda.modular.com/max"]
+description = "DuckDB bindings for Mojo"
+name = "duckdb.mojo"
+platforms = ["osx-arm64"]
+version = "0.1.0"
+
+[tasks]
+test = { cmd = "mojo test -I $PIXI_PROJECT_ROOT", env = { DYLD_LIBRARY_PATH = "$CONDA_PREFIX/lib", LD_LIBRARY_PATH = "$CONDA_PREFIX/lib" }, cwd = "test" }
+
+[dependencies]
+libduckdb = ">=1.1.1,<2"
+max = ">=24.5.0,<25"