diff --git a/config/jupyter_notebook_config.py b/config/jupyter_notebook_config.py
index 6dde1b1..a42b278 100644
--- a/config/jupyter_notebook_config.py
+++ b/config/jupyter_notebook_config.py
@@ -3,3 +3,4 @@
 # c.ServerApp.root_dir = ''
 c.ServerApp.allow_password_change = False
 c.NotebookApp.open_browser = False
+c.ServerApp.jpserver_extensions = {"jupyter_mcp_server": True}
diff --git a/pixi.lock b/pixi.lock
index 33fc5f4..b4097a3 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -1,25 +1,21 @@
-version: 6
+version: 7
+platforms:
+- name: linux-64
+- name: linux-aarch64
+- name: osx-64
+- name: osx-arm64
 environments:
   default:
     channels:
     - url: https://conda.anaconda.org/conda-forge/
-    options:
-      pypi-prerelease-mode: if-necessary-or-explicit
     packages: {}
   dev:
     channels:
     - url: https://conda.anaconda.org/conda-forge/
-    options:
-      pypi-prerelease-mode: if-necessary-or-explicit
     packages:
       linux-64:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.1.4-hbd8a1cb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cli-ui-0.17.2-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/contextlib2-21.6.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/docopt-0.6.2-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-78.2-h33c6efd_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.45.1-default_hbd61a6d_101.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.5.2-h3435931_0.conda
@@ -37,25 +33,25 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.1-h35e630c_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.11.0-he550d4f_1_cpython.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-h853b02a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/schema-0.7.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tabulate-0.9.0-pyhcf101f3_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tbump-6.9.0-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h366c992_103.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.14.0-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/unidecode-1.4.0-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/xz-5.8.2-ha02ee65_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/xz-gpl-tools-5.8.2-ha02ee65_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/xz-tools-5.8.2-hb03c661_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda
-      linux-aarch64:
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/_openmp_mutex-4.5-20_gnu.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/bzip2-1.0.8-h4777abc_9.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.1.4-hbd8a1cb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cli-ui-0.17.2-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/contextlib2-21.6.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/docopt-0.6.2-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/schema-0.7.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tabulate-0.9.0-pyhcf101f3_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tbump-6.9.0-pyhd8ed1ab_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.14.0-pyha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/unidecode-1.4.0-pyhcf101f3_1.conda
+      linux-aarch64:
+      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/_openmp_mutex-4.5-20_gnu.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/bzip2-1.0.8-h4777abc_9.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/icu-78.2-hb1525cb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/ld_impl_linux-aarch64-2.45.1-default_h1979696_101.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libffi-3.5.2-h376a255_0.conda
@@ -73,24 +69,35 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/openssl-3.6.1-h546c87b_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/python-3.11.0-ha43d526_1_cpython.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/readline-8.3-hb682ff5_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/tk-8.6.13-noxft_h0dc03b3_103.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/xz-5.8.2-hd704e39_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/xz-gpl-tools-5.8.2-hd704e39_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/xz-tools-5.8.2-he30d5cf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/zstd-1.5.7-h85ac4a6_6.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.1.4-hbd8a1cb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cli-ui-0.17.2-pyhd8ed1ab_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/contextlib2-21.6.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/docopt-0.6.2-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/schema-0.7.7-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tabulate-0.9.0-pyhcf101f3_3.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tbump-6.9.0-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/tk-8.6.13-noxft_h0dc03b3_103.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.14.0-pyha770c72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/unidecode-1.4.0-pyhcf101f3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/xz-5.8.2-hd704e39_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/xz-gpl-tools-5.8.2-hd704e39_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/xz-tools-5.8.2-he30d5cf_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/zstd-1.5.7-h85ac4a6_6.conda
       osx-64:
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/bzip2-1.0.8-h500dc9f_9.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.1.4-hbd8a1cb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cli-ui-0.17.2-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/contextlib2-21.6.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/docopt-0.6.2-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/schema-0.7.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tabulate-0.9.0-pyhcf101f3_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tbump-6.9.0-pyhd8ed1ab_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.14.0-pyha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/unidecode-1.4.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/bzip2-1.0.8-h500dc9f_9.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libffi-3.5.2-hd1f9c09_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/liblzma-5.8.2-h11316ed_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/liblzma-devel-5.8.2-h11316ed_0.conda
@@ -100,23 +107,23 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/openssl-3.6.1-hb6871ef_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.11.0-he7542f4_1_cpython.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/readline-8.3-h68b038d_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/schema-0.7.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tabulate-0.9.0-pyhcf101f3_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tbump-6.9.0-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/osx-64/tk-8.6.13-h7142dee_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.14.0-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/unidecode-1.4.0-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/xz-5.8.2-h8df612c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/xz-gpl-tools-5.8.2-h8df612c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/xz-tools-5.8.2-h11316ed_0.conda
       osx-arm64:
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/bzip2-1.0.8-hd037594_9.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.1.4-hbd8a1cb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cli-ui-0.17.2-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/contextlib2-21.6.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/docopt-0.6.2-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/schema-0.7.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tabulate-0.9.0-pyhcf101f3_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tbump-6.9.0-pyhd8ed1ab_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.14.0-pyha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/unidecode-1.4.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/bzip2-1.0.8-hd037594_9.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/icu-78.2-h38cb7af_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libffi-3.5.2-hcf2aa1b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/liblzma-5.8.2-h8088a28_0.conda
@@ -127,13 +134,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/openssl-3.6.1-hd24854e_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.11.0-h3ba56d0_1_cpython.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/readline-8.3-h46df422_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/schema-0.7.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tabulate-0.9.0-pyhcf101f3_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tbump-6.9.0-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/tk-8.6.13-h010d191_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.14.0-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/unidecode-1.4.0-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/xz-5.8.2-hd0f0c4f_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/xz-gpl-tools-5.8.2-hd0f0c4f_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/xz-tools-5.8.2-h8088a28_0.conda
@@ -142,28 +143,15 @@ environments:
     - url: https://conda.anaconda.org/conda-forge/
     indexes:
     - https://pypi.org/simple
-    options:
-      pypi-prerelease-mode: if-necessary-or-explicit
     packages:
       linux-64:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-7_kmp_llvm.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/_x86_64-microarch-level-1-3_x86_64.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/absl-py-2.4.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/adwaita-icon-theme-49.0-unix_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.13.5-py312h5d8c7f2_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/alsa-lib-1.2.15.3-hb03c661_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.12.1-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-25.1.0-py312h4c3975b_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.4.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/astunparse-1.6.3-pyhd8ed1ab_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.2.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/at-spi2-atk-2.38.0-h0630a04_3.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/at-spi2-core-2.40.3-h0630a04_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/atk-1.0-2.38.0-h04ea711_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.4.0-pyhcf101f3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/awkward-2.9.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/awkward-cpp-52-py312h1e80e48_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.9.3-hef928c7_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-cal-0.9.13-h2c9d079_1.conda
@@ -183,16 +171,12 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-blobs-cpp-12.16.0-hdd73cc9_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-common-cpp-12.12.0-ha7a2c86_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-files-datalake-cpp-12.14.0-h52c5a47_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.18.0-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/backports.zstd-1.3.0-py312h90b7ffd_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.14.3-pyha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/bcrypt-5.0.0-py312h868fb18_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/binutils-2.45.1-default_h4852527_101.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/binutils_impl_linux-64-2.45.1-default_hfdba357_101.conda
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+- pypi: https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl
+  name: shellingham
+  version: 1.5.4
+  sha256: 7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/e5/7a/8dd906bd22e79e47397a61742927f6747fe93242ef86645ee9092e610244/pyjwt-2.12.1-py3-none-any.whl
+  name: pyjwt
+  version: 2.12.1
+  sha256: 28ca37c070cad8ba8cd9790cd940535d40274d22f80ab87f3ac6a713e6e8454c
+  requires_dist:
+  - typing-extensions>=4.0 ; python_full_version < '3.11'
+  - cryptography>=3.4.0 ; extra == 'crypto'
+  - coverage[toml]==7.10.7 ; extra == 'dev'
+  - cryptography>=3.4.0 ; extra == 'dev'
+  - pre-commit ; extra == 'dev'
+  - pytest>=8.4.2,<9.0.0 ; extra == 'dev'
+  - sphinx ; extra == 'dev'
+  - sphinx-rtd-theme ; extra == 'dev'
+  - zope-interface ; extra == 'dev'
+  - sphinx ; extra == 'docs'
+  - sphinx-rtd-theme ; extra == 'docs'
+  - zope-interface ; extra == 'docs'
+  - coverage[toml]==7.10.7 ; extra == 'tests'
+  - pytest>=8.4.2,<9.0.0 ; extra == 'tests'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/eb/a6/83dc2ab6fa397ee66fba04fe2e74bdf7be3b3870005359ceb7689103c058/opentelemetry_semantic_conventions-0.62b1-py3-none-any.whl
+  name: opentelemetry-semantic-conventions
+  version: 0.62b1
+  sha256: cf506938103d331fbb78eded0d9788095f7fd59016f2bda813c3324e5a74a93c
+  requires_dist:
+  - opentelemetry-api==1.41.1
+  - typing-extensions>=4.5.0
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/f3/a2/43bbc5860b5034e2af4ef99a0e04d726ff329c43e192ef3abaa8d7ecfce5/python_multipart-0.0.28-py3-none-any.whl
+  name: python-multipart
+  version: 0.0.28
+  sha256: 10faac07eb966c3f48dc415f9dee46c04cb10d58d30a35677db8027c825ed9b6
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/fd/73/42d9596facebdb533b7f0b86c1b0364ef350d1f8ba78b1052e8a58b48b65/mcp-1.27.1-py3-none-any.whl
+  name: mcp
+  version: 1.27.1
+  sha256: 1af3c4203b329430fde7a87b4fcb6392a041f5cb851fd68fc674016ab4e7c06f
+  requires_dist:
+  - anyio>=4.5
+  - httpx-sse>=0.4
+  - httpx>=0.27.1,<1.0.0
+  - jsonschema>=4.20.0
+  - pydantic-settings>=2.5.2
+  - pydantic>=2.11.0,<3.0.0
+  - pyjwt[crypto]>=2.10.1
+  - python-multipart>=0.0.9
+  - pywin32>=310 ; sys_platform == 'win32'
+  - sse-starlette>=1.6.1
+  - starlette>=0.27
+  - typing-extensions>=4.9.0
+  - typing-inspection>=0.4.1
+  - uvicorn>=0.31.1 ; sys_platform != 'emscripten'
+  - python-dotenv>=1.0.0 ; extra == 'cli'
+  - typer>=0.16.0 ; extra == 'cli'
+  - rich>=13.9.4 ; extra == 'rich'
+  - websockets>=15.0.1 ; extra == 'ws'
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/fd/7b/122376b1fd3c62c1ed9dc80c931ace4844b3c55407b6fb2d199377c9736f/pydantic-2.13.4-py3-none-any.whl
+  name: pydantic
+  version: 2.13.4
+  sha256: 45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba
+  requires_dist:
+  - annotated-types>=0.6.0
+  - pydantic-core==2.46.4
+  - typing-extensions>=4.14.1
+  - typing-inspection>=0.4.2
+  - email-validator>=2.0.0 ; extra == 'email'
+  - tzdata ; python_full_version >= '3.9' and sys_platform == 'win32' and extra == 'timezone'
+  requires_python: '>=3.9'
diff --git a/pixi.toml b/pixi.toml
index 0e1667c..b1ab90d 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -9,6 +9,7 @@ platforms = ["linux-64", "linux-aarch64", "osx-64", "osx-arm64"]
 platforms = ["linux-64"]
 
 [feature.mlbase.dependencies]
+
 # Python
 python = "==3.12"
 pixi-kernel = "*"
@@ -20,80 +21,78 @@ root = "*"
 openjdk = "*"
 
 # ML frameworks
+gymnasium = "*"
 keras = "*"
+keras-tuner = "*"
+tensorflow-datasets = "*"
 
 # Data science
+cython = "*"
+h5py = "*"
 numpy = "*"
 pandas = "*"
-scipy = "*"
-scikit-learn = "*"
 pyarrow = "*"
-h5py = "*"
 pytables = "*"
-cython = "*"
+scikit-learn = "*"
+scipy = "*"
 
 # Visualization
-matplotlib = "*"
-seaborn = "*"
 bokeh = "*"
 graphviz = "*"
+matplotlib = "*"
+seaborn = "*"
 
 # Jupyter ecosystem
-jupyter = ">=1.1.1,<2"
-jupyterlab_server = ">2.0.1,<3"  # rucio-jupyterlab
-jupyterlab = ">=4,<5"  # rucio-jupyterlab
-notebook = "<7"  # rucio-jupyterlab
-
+dask-labextension = "*"
 ipykernel = "*"
-metakernel = "*"
 ipywidgets = "*"
+jupyter = "*"
+jupyter_bokeh = "*"
+jupyter-collaboration = "*"
+jupyter_client = ">=8.6.3"
+jupyterlab = "*"
 jupyterlab-git = "*"
+jupyterlab_server = "*"
+metakernel = "*"
+pycrdt = "*"
 rise = "*"
 
 # HEP
 uproot = "*"
-rucio-clients = ">=32.0"  # rucio-jupyterlab
 
 # System tools
+compilers = "*"
 curl = "*"
-wget = "*"
-unzip = "*"
-zip = "*"
-vim = "*"
-jq = "*"
-rsync = "*"
 git = "*"
+jq = "*"
 make = "*"
-compilers = "*"
 pkg-config = "*"
+rsync = "*"
+unzip = "*"
+vim = "*"
+wget = "*"
+zip = "*"
 
 # Libraries
 freetype = "*"
-libpng = "*"
-zeromq = "*"
 hdf5 = "*"
+libpng = "*"
 tbb = "*"
+zeromq = "*"
 zlib = "*"
 
 # Other
-requests = "*"
+elasticsearch = "*"
+imageio = "*"
+plumbum = "*"
 pillow = "*"
+qtpy = "*"
+requests = "*"
 tqdm = "*"
-imageio = "*"
 
 [feature.mlbase.pypi-dependencies]
 # Packages NOT on conda-forge (or easier from PyPI)
-tensorflow-datasets = "*"
-keras-tuner = "*"
-plumbum = "*"
-jupyter-bokeh = "*"
-qtpy = "*"
-elasticsearch = "*"
-gymnasium = "*"          # gym is deprecated, gymnasium is the successor
-JSAnimation = "*"
-dask-labextension = "*"
-atlasify = "*"
-rucio-jupyterlab = "*"
+jupyter-mcp-server = ">=1.0.0"
 
 [feature.mlgpu.system-requirements]
 cuda = "13.0"