diff --git a/.github/workflows/build_test.yml b/.github/workflows/build_test.yml
index 31a91f6..16fc313 100644
--- a/.github/workflows/build_test.yml
+++ b/.github/workflows/build_test.yml
@@ -8,7 +8,7 @@ on:
       - main
 
 jobs:
-  buildmamba:
+  buildpixi:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v3
diff --git a/.gitignore b/.gitignore
index 0ccb00a..11bd654 100644
--- a/.gitignore
+++ b/.gitignore
@@ -3,6 +3,7 @@
 *.tmp
 subprojects/*
 !subprojects/*.wrap
+*.capnp.*
 # Byte-compiled / optimized / DLL files
 __pycache__/
 *.py[cod]
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 52c0dd9..39b612c 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -26,3 +26,10 @@ repos:
       language: system
       types_or: [c++, c]
       args: ["--filter=-whitespace/comments,-runtime/references,-whitespace/indent,-runtime/int,-build/c++11"]
+    - id: meson-format
+      name: meson format
+      entry: meson
+      language: system
+      types: [meson]
+      files: meson\.build$
+      args: ["format", "-i"]
diff --git a/CppCore/meson.build b/CppCore/meson.build
index 5d19e90..febaf14 100644
--- a/CppCore/meson.build
+++ b/CppCore/meson.build
@@ -16,6 +16,11 @@ potlib = library(
     install: true,
 )
 
+# ------------------------ Server
+if get_option('with_rpc')
+    subdir('rgpot/rpc')
+endif
+
 # ------------------------ Examples
 
 if get_option('with_examples')
diff --git a/CppCore/rgpot/CuH2/meson.build b/CppCore/rgpot/CuH2/meson.build
index 01260dc..0542772 100644
--- a/CppCore/rgpot/CuH2/meson.build
+++ b/CppCore/rgpot/CuH2/meson.build
@@ -1,7 +1,9 @@
-cuh2 = library('cuh2',
-           'CuH2Pot.cc',
-           'cuh2Utils.cc',
-           dependencies: _deps,
-           cpp_args: _args,
-           include_directories: _incdirs,
-           install : true)
+cuh2 = library(
+    'cuh2',
+    'CuH2Pot.cc',
+    'cuh2Utils.cc',
+    dependencies: _deps,
+    cpp_args: _args,
+    include_directories: _incdirs,
+    install: true,
+)
diff --git a/CppCore/rgpot/LennardJones/meson.build b/CppCore/rgpot/LennardJones/meson.build
index 4faa050..ddc2206 100644
--- a/CppCore/rgpot/LennardJones/meson.build
+++ b/CppCore/rgpot/LennardJones/meson.build
@@ -1,6 +1,8 @@
-lennard_jones = library('lennard_jones',
-           'LJPot.cc',
-           dependencies: _deps,
-           cpp_args: _args,
-           include_directories: ['../../'],
-           install : true)
+lennard_jones = library(
+    'lennard_jones',
+    'LJPot.cc',
+    dependencies: _deps,
+    cpp_args: _args,
+    include_directories: ['../../'],
+    install: true,
+)
diff --git a/CppCore/rgpot/rpc/Potentials.capnp b/CppCore/rgpot/rpc/Potentials.capnp
new file mode 100644
index 0000000..8cc3472
--- /dev/null
+++ b/CppCore/rgpot/rpc/Potentials.capnp
@@ -0,0 +1,21 @@
+@0xbd1f89fa17369103;
+
+# Design kanged from eOn v4 C-style structs
+# TODO(rg): Should be more object oriented
+
+struct ForceInput {
+ natm   @0 :Int32; # TODO(rg): Do we really need this..
+ pos    @1 :List(Float64);
+ atmnrs @2 :List(Int32);
+ box    @3 :List(Float64);
+}
+
+struct PotentialResult {
+  energy @0: Float64;
+  forces @1: List(Float64);
+}
+
+interface Potential {
+  calculate @0 (fip :ForceInput)
+    -> (result :PotentialResult);
+}
diff --git a/CppCore/rgpot/rpc/meson.build b/CppCore/rgpot/rpc/meson.build
new file mode 100644
index 0000000..1f6334b
--- /dev/null
+++ b/CppCore/rgpot/rpc/meson.build
@@ -0,0 +1,42 @@
+# Find dependencies and tools
+capnp_rpc_dep = dependency('capnp-rpc')
+capnpc = find_program('capnpc')
+
+output_dir = meson.current_source_dir() / 'gen'
+
+gen_rpc = custom_target(
+    'gen_rpc',
+    input: 'Potentials.capnp',
+    output: ['Potentials.capnp.c++', 'Potentials.capnp.h'],
+    command: [
+        'sh',
+        '-c',
+        'mkdir -p @0@ && @1@ -o c++:@0@ --src-prefix=@2@ @3@'.format(
+            output_dir,
+            capnpc.path(),
+            meson.current_source_dir(),
+            '@INPUT@',
+        ),
+    ],
+)
+
+gen_inc = include_directories('gen')
+_incdirs += gen_inc
+
+ptlrpc = library(
+    'ptlrpc',
+    gen_rpc,
+    dependencies: _deps + capnp_rpc_dep,
+    cpp_args: _args,
+    include_directories: _incdirs,
+    install: true,
+)
+server = executable(
+    'potserv',
+    ['server.cpp', gen_rpc],
+    link_with: [ptlrpc, _linkto],
+    dependencies: _deps + capnp_rpc_dep,
+    cpp_args: _args,
+    include_directories: _incdirs,
+    install: true,
+)
diff --git a/CppCore/rgpot/rpc/pyclient.py b/CppCore/rgpot/rpc/pyclient.py
new file mode 100644
index 0000000..ca5e291
--- /dev/null
+++ b/CppCore/rgpot/rpc/pyclient.py
@@ -0,0 +1,80 @@
+#!/usr/bin/env python3
+
+import argparse
+import asyncio
+
+import capnp
+import Potentials_capnp
+
+
+def parse_args():
+    parser = argparse.ArgumentParser(
+        usage="Connects to the Calculator server at the given address and does some RPCs"
+    )
+    parser.add_argument("host", help="HOST:PORT")
+
+    return parser.parse_args()
+
+
+async def main(connection):
+    client = capnp.TwoPartyClient(connection)
+    calculator = client.bootstrap().cast_as(Potentials_capnp.Potential)
+
+    print("Connection made ", end="")
+
+    # Create the atomic positions, atom types, and box matrix
+    positions = [
+        0.63940268750835,
+        0.90484742551374,
+        6.97516498544584,  # Cu
+        3.19652040936288,
+        0.90417430354811,
+        6.97547796369474,  # Cu
+        8.98363230369760,
+        9.94703496017833,
+        7.83556854923689,  # H
+        7.64080177576300,
+        9.94703114803832,
+        7.83556986121272,  # H
+    ]
+
+    atom_types = [29, 29, 1, 1]  # Atomic types for Cu and H
+
+    box_matrix = [15.0, 0.0, 0.0, 0.0, 20.0, 0.0, 0.0, 0.0, 30.0]
+
+    # Create the ForceInput message
+    force_input = Potentials_capnp.ForceInput.new_message()
+    force_input.natm = len(atom_types)  # Number of atoms
+
+    # Set positions
+    pos_list = force_input.init("pos", len(positions))
+    for idx, pos in enumerate(positions):
+        pos_list[idx] = pos
+
+    # Set atom types
+    atom_list = force_input.init("atmnrs", len(atom_types))
+    for idx, atom in enumerate(atom_types):
+        atom_list[idx] = atom
+
+    # Set the box matrix
+    box_list = force_input.init("box", len(box_matrix))
+    for idx, val in enumerate(box_matrix):
+        box_list[idx] = val
+
+    # Call the CuH2Pot.calculate method with ForceInput
+    response = calculator.calculate(force_input)
+
+    # Await and print the result
+    result = await response
+    result_dict = result.to_dict()
+    print("Energy:", result_dict["result"]["energy"])
+    print("Forces:", result_dict["result"]["forces"])
+
+
+async def cmd_main(host):
+    host, port = host.split(":")
+    await main(await capnp.AsyncIoStream.create_connection(host=host, port=port))
+
+
+if __name__ == "__main__":
+    asyncio.run(capnp.run(cmd_main(parse_args().host)))
diff --git a/CppCore/rgpot/rpc/server.cpp b/CppCore/rgpot/rpc/server.cpp
new file mode 100644
index 0000000..4936390
--- /dev/null
+++ b/CppCore/rgpot/rpc/server.cpp
@@ -0,0 +1,93 @@
+// MIT License
+// Copyright 2023--present Rohit Goswami <HaoZeke>
+#include <capnp/ez-rpc.h>
+#include <capnp/message.h>
+
+#include "rgpot/CuH2/CuH2Pot.hpp"
+#include "rgpot/LennardJones/LJPot.hpp"
+#include "rgpot/types/AtomMatrix.hpp"
+#include "rgpot/types/adapters/capnp/capnp_adapter.hpp"
+
+class GenericPotImpl final : public Potential::Server {
+private:
+  std::unique_ptr<rgpot::Potential> m_potential;
+
+public:
+  // The constructor takes ownership of a potential object
+  GenericPotImpl(std::unique_ptr<rgpot::Potential> pot)
+      : m_potential(std::move(pot)) {}
+
+  kj::Promise<void> calculate(CalculateContext context) override {
+    // --- Use the adapter to convert FROM Cap'n Proto ---
+    auto fip = context.getParams().getFip();
+    const auto numAtoms = fip.getNatm();
+
+    rgpot::types::AtomMatrix nativePositions =
+        rgpot::types::adapt::capnp::convertPositionsFromCapnp(fip.getPos(),
+                                                              numAtoms);
+    std::vector<int> nativeAtomTypes =
+        rgpot::types::adapt::capnp::convertAtomNumbersFromCapnp(
+            fip.getAtmnrs());
+    std::array<std::array<double, 3>, 3> nativeBoxMatrix =
+        rgpot::types::adapt::capnp::convertBoxMatrixFromCapnp(fip.getBox());
+
+    // --- Call the potential via the polymorphic interface ---
+    // This is the key change: no hardcoded type!
+    auto [energy, forces] =
+        (*m_potential)(nativePositions, nativeAtomTypes, nativeBoxMatrix);
+
+    // --- Use the adapter to populate TO Cap'n Proto ---
+    auto result = context.getResults();
+    auto pres = result.initResult();
+    pres.setEnergy(energy);
+
+    auto forcesList = pres.initForces(numAtoms * 3);
+    rgpot::types::adapt::capnp::populateForcesToCapnp(forcesList, forces);
+
+    return kj::READY_NOW;
+  }
+};
+
+// Main server setup now acts as a factory
+int main(int argc, char *argv[]) {
+  if (argc < 3) {
+    std::cerr << "Usage: " << argv[0] << " <port> <PotentialType>" << std::endl;
+    std::cerr << "  Available PotentialTypes: CuH2"
+              << std::endl; // Add more as you implement them
+    return 1;
+  }
+
+  int port = 12345;
+  try {
+    port = std::stoi(argv[1]);
+  } catch (const std::exception &e) {
+    std::cerr << "Invalid port argument '" << argv[1]
+              << "'. Using default 12345." << std::endl;
+  }
+
+  std::string pot_type = argv[2];
+  std::unique_ptr<rgpot::Potential> potential_to_use;
+
+  if (pot_type == "CuH2") {
+    std::cout << "Loading CuH2 potential..." << std::endl;
+    potential_to_use = std::make_unique<rgpot::CuH2Pot>();
+  } else if (pot_type == "LJ") {
+    std::cout << "Loading LJ potential..." << std::endl;
+    potential_to_use = std::make_unique<rgpot::LJPot>();
+  } else {
+    std::cerr << "Error: Unknown potential type '" << pot_type << "'"
+              << std::endl;
+    return 1;
+  }
+
+  capnp::EzRpcServer server(
+      kj::heap<GenericPotImpl>(std::move(potential_to_use)), "localhost", port);
+
+  // Keep the server running indefinitely
+  auto &waitScope = server.getWaitScope();
+  std::cout << "Server running on port " << port << " with " << pot_type
+            << " potential." << std::endl;
+  kj::NEVER_DONE.wait(waitScope);
+
+  return 0;
+}
diff --git a/CppCore/rgpot/types/adapters/capnp/capnp_adapter.hpp b/CppCore/rgpot/types/adapters/capnp/capnp_adapter.hpp
new file mode 100644
index 0000000..0636537
--- /dev/null
+++ b/CppCore/rgpot/types/adapters/capnp/capnp_adapter.hpp
@@ -0,0 +1,91 @@
+#pragma once
+// MIT License
+// Copyright 2023--present Rohit Goswami <HaoZeke>
+
+#include <vector>
+
+#include <capnp/list.h>
+#include <capnp/message.h>
+#include "rgpot/rpc/gen/Potentials.capnp.h"
+#include "rgpot/types/AtomMatrix.hpp"
+
+namespace rgpot {
+namespace types {
+namespace adapt {
+namespace capnp {
+
+// --- Functions to convert from Cap'n Proto Readers to Native Types ---
+
+// Converts a Cap'n Proto List<Float64> representing positions to an AtomMatrix.
+inline AtomMatrix
+convertPositionsFromCapnp(const ::capnp::List<double>::Reader &capnpPos,
+                          size_t numAtoms) {
+  AtomMatrix nativePositions(numAtoms, 3);
+  for (size_t i = 0; i < numAtoms * 3; ++i) {
+    nativePositions.data()[i] = capnpPos[i];
+  }
+  return nativePositions;
+}
+
+inline std::vector<int>
+convertAtomNumbersFromCapnp(const ::capnp::List<int>::Reader &capnpAtmnrs) {
+  std::vector<int> nativeAtomTypes(capnpAtmnrs.size());
+  for (size_t i = 0; i < capnpAtmnrs.size(); ++i) {
+    nativeAtomTypes[i] = capnpAtmnrs[i];
+  }
+  return nativeAtomTypes;
+}
+
+inline std::array<std::array<double, 3>, 3>
+convertBoxMatrixFromCapnp(const ::capnp::List<double>::Reader &capnpBox) {
+  std::array<std::array<double, 3>, 3> nativeBoxMatrix;
+  for (size_t i = 0; i < 3; ++i) {
+    // Correctly read the flattened 3x3 matrix row by row.
+    nativeBoxMatrix[i] = {capnpBox[i * 3], capnpBox[i * 3 + 1],
+                          capnpBox[i * 3 + 2]};
+  }
+  return nativeBoxMatrix;
+}
+
+// --- Functions to convert from Native Types to Cap'n Proto Builders ---
+
+// Populates a Cap'n Proto List<Float64> builder with data from an AtomMatrix.
+inline void populatePositionsToCapnp(::capnp::List<double>::Builder &capnpPos,
+                                     const AtomMatrix &positions) {
+  for (int i = 0; i < positions.rows() * positions.cols(); ++i) {
+    capnpPos.set(i, positions.data()[i]);
+  }
+}
+
+// Populates a Cap'n Proto List<Float64> builder with forces from an AtomMatrix.
+inline void populateForcesToCapnp(::capnp::List<double>::Builder &capnpForces,
+                                  const AtomMatrix &forces) {
+  for (int i = 0; i < forces.rows() * forces.cols(); ++i) {
+    capnpForces.set(i, forces.data()[i]);
+  }
+}
+
+// Populates a Cap'n Proto List<Int32> builder with data from a
+// std::vector<int>.
+inline void populateAtomNumbersToCapnp(::capnp::List<int>::Builder &capnpAtmnrs,
+                                       const std::vector<int> &atomNumbers) {
+  for (size_t i = 0; i < atomNumbers.size(); ++i) {
+    capnpAtmnrs.set(i, atomNumbers[i]);
+  }
+}
+
+// Populates a Cap'n Proto List<Float64> builder with data from a 3x3 matrix.
+inline void populateBoxMatrixToCapnp(
+    ::capnp::List<double>::Builder &capnpBox,
+    const std::array<std::array<double, 3>, 3> &boxMatrix) {
+  for (size_t i = 0; i < 3; ++i) {
+    for (size_t j = 0; j < 3; ++j) {
+      capnpBox.set(i * 3 + j, boxMatrix[i][j]);
+    }
+  }
+}
+
+} // namespace capnp
+} // namespace adapt
+} // namespace types
+} // namespace rgpot
diff --git a/Readme.org b/Readme.org
index bc179d8..652856f 100644
--- a/Readme.org
+++ b/Readme.org
@@ -1,8 +1,8 @@
 * About
 This is a set of standard potentials in C++ or Fortran. The goal is to provide
 minimal, binding friendly interfaces for ease of usage from Python or even R.
-The core library is header-only, though adapt functions are provided for interfacing
-to ~Eigen~ and ~xtensor~.
+The core library is header-only, though adapter functions are provided for
+interfacing to ~Eigen~ and ~xtensor~.
 
 This was originally designed for interfacing easily to potentials implemented [[http://theory.cm.utexas.edu/eon/][in
 eOn]], but has grown to be more flexible.
diff --git a/meson.build b/meson.build
index 9c283e9..0d27b7d 100644
--- a/meson.build
+++ b/meson.build
@@ -2,7 +2,7 @@ project(
     'pot',
     'cpp',
     version: '0.1.0',
-    default_options: ['warning_level=2', 'cpp_std=c++17'],
+    default_options: ['warning_level=2', 'cpp_std=c++20'],
 )
 # IMPORTANT!! warning_level=3 passes -fimplicit-none
 # Many of the older Fortran codes need implicit typing
@@ -36,7 +36,7 @@ _deps += m_dep
 _deps += [declare_dependency(link_args: '-lstdc++')]
 
 if get_option('with_examples')
-# Eigen
+    # Eigen
     if not get_option('with_eigen')
         eigen_dep = dependency('eigen3')
         if not eigen_dep.found()
@@ -52,7 +52,7 @@ if get_option('with_examples')
     fmt_dep = dependency('fmt', required: true)
     _deps += fmt_dep
     if not get_option('with_xtensor')
-# These are added if not done later
+        # These are added if not done later
         _deps += dependency('xtensor')
         _deps += dependency('xtensor-blas')
         _args += ['-DWITH_XTENSOR=TRUE']
diff --git a/meson_options.txt b/meson_options.txt
index 94d4299..c457309 100644
--- a/meson_options.txt
+++ b/meson_options.txt
@@ -5,4 +5,5 @@ option('with_bench', type : 'boolean', value : false)
 option('with_examples', type : 'boolean', value : false)
 option('with_xtensor', type : 'boolean', value : false)
 option('with_eigen', type : 'boolean', value : false)
+option('with_rpc', type : 'boolean', value : false)
 option('pure_lib', type : 'boolean', value : true)
diff --git a/pixi.lock b/pixi.lock
index a445892..360d5d7 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -8,6 +8,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/argcomplete-3.5.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-2.4.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/binutils-2.43-h4852527_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/binutils_impl_linux-64-2.43-h4bf12b8_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/binutils_linux-64-2.43-h4852527_1.conda
@@ -15,6 +16,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.33.1-heb4867d_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/c-compiler-1.8.0-h2b85faf_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.8.30-hbcca054_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/capnproto-1.0.2-h766bdaa_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/catch2-3.7.1-h84d6215_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/clang-format-19-19.1.0-default_hb5137d0_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/clang-format-19.1.0-default_hb5137d0_0.conda
@@ -25,7 +27,10 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cppcheck-2.15.0-py312h85ebf7f_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cpplint-1.6.0-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cxx-compiler-1.8.0-h1a2810e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.1.1-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/eigen-3.4.0-h00ab1b0_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.2.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/executing-2.1.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/fmt-11.0.2-h434a139_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/fortran-compiler-1.8.0-h36df796_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/gcc-13.3.0-h9576a4e_1.conda
@@ -38,6 +43,8 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/gxx_impl_linux-64-13.3.0-hdbfa832_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/gxx_linux-64-13.3.0-h6834431_4.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-75.1-he02047a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython-8.28.0-pyh707e725_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jedi-0.19.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/kernel-headers_linux-64-3.10.0-he073ed8_17.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.1-h166bdaf_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/krb5-1.21.3-h659f571_0.conda
@@ -71,40 +78,57 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libxcrypt-4.4.36-hd590300_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.12.7-he7c6b58_4.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.1-hb9d3cd8_2.conda
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+  - python >=3.6
+  license: MIT
+  license_family: MIT
+  size: 841312
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 - kind: conda
   name: kernel-headers_linux-64
   version: 3.10.0
@@ -3969,6 +4255,22 @@ packages:
   license_family: Apache
   size: 23219165
   timestamp: 1701378990823
+- kind: conda
+  name: matplotlib-inline
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+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.1.7-pyhd8ed1ab_0.conda
+  sha256: 7ea68676ea35fbb095420bbcc1c82c4767b8be7bb56abb6989b7f89d957a3bab
+  md5: 779345c95648be40d22aaa89de7d4254
+  depends:
+  - python >=3.6
+  - traitlets
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 14599
+  timestamp: 1713250613726
 - kind: conda
   name: meson
   version: 1.5.2
@@ -4322,6 +4624,21 @@ packages:
   license_family: APACHE
   size: 50290
   timestamp: 1718189540074
+- kind: conda
+  name: parso
+  version: 0.8.4
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.4-pyhd8ed1ab_0.conda
+  sha256: bfe404eebb930cc41782d34f8fc04c0388ea692eeebe2c5fc28df8ec8d4d61ae
+  md5: 81534b420deb77da8833f2289b8d47ac
+  depends:
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+  license: MIT
+  license_family: MIT
+  size: 75191
+  timestamp: 1712320447201
 - kind: conda
   name: pcre
   version: '8.45'
@@ -4416,6 +4733,55 @@ packages:
   license_family: BSD
   size: 820831
   timestamp: 1723489427046
+- kind: conda
+  name: pexpect
+  version: 4.9.0
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/pexpect-4.9.0-pyhd8ed1ab_0.conda
+  sha256: 90a09d134a4a43911b716d4d6eb9d169238aff2349056f7323d9db613812667e
+  md5: 629f3203c99b32e0988910c93e77f3b6
+  depends:
+  - ptyprocess >=0.5
+  - python >=3.7
+  license: ISC
+  size: 53600
+  timestamp: 1706113273252
+- kind: conda
+  name: pickleshare
+  version: 0.7.5
+  build: py_1003
+  build_number: 1003
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/pickleshare-0.7.5-py_1003.tar.bz2
+  sha256: a1ed1a094dd0d1b94a09ed85c283a0eb28943f2e6f22161fb45e128d35229738
+  md5: 415f0ebb6198cc2801c73438a9fb5761
+  depends:
+  - python >=3
+  license: MIT
+  license_family: MIT
+  size: 9332
+  timestamp: 1602536313357
+- kind: conda
+  name: pip
+  version: '24.2'
+  build: pyh8b19718_1
+  build_number: 1
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/pip-24.2-pyh8b19718_1.conda
+  sha256: d820e5358bcb117fa6286e55d4550c60b0332443df62121df839eab2d11c890b
+  md5: 6c78fbb8ddfd64bcb55b5cbafd2d2c43
+  depends:
+  - python >=3.8,<3.13.0a0
+  - setuptools
+  - wheel
+  license: MIT
+  license_family: MIT
+  size: 1237976
+  timestamp: 1724954490262
 - kind: conda
   name: pipx
   version: 1.7.1
@@ -4536,6 +4902,132 @@ packages:
   license_family: MIT
   size: 20625
   timestamp: 1726613611845
+- kind: conda
+  name: prompt-toolkit
+  version: 3.0.48
+  build: pyha770c72_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.48-pyha770c72_0.conda
+  sha256: 44e4e6108d425a666856a52d1523e5d70890256a8920bb0dcd3d55cc750f3207
+  md5: 4c05134c48b6a74f33bbb9938e4a115e
+  depends:
+  - python >=3.7
+  - wcwidth
+  constrains:
+  - prompt_toolkit 3.0.48
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 270271
+  timestamp: 1727341744544
+- kind: conda
+  name: ptyprocess
+  version: 0.7.0
+  build: pyhd3deb0d_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/ptyprocess-0.7.0-pyhd3deb0d_0.tar.bz2
+  sha256: fb31e006a25eb2e18f3440eb8d17be44c8ccfae559499199f73584566d0a444a
+  md5: 359eeb6536da0e687af562ed265ec263
+  depends:
+  - python
+  license: ISC
+  size: 16546
+  timestamp: 1609419417991
+- kind: conda
+  name: pure_eval
+  version: 0.2.3
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_0.conda
+  sha256: dcfcb3cee1ae0a89729601582cc3edea20ba13c9493967a03a693c67567af0c8
+  md5: 0f051f09d992e0d08941706ad519ee0e
+  depends:
+  - python >=3.5
+  license: MIT
+  license_family: MIT
+  size: 16551
+  timestamp: 1721585805256
+- kind: conda
+  name: pycapnp
+  version: 2.0.0
+  build: py312h6759c7f_1
+  build_number: 1
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/pycapnp-2.0.0-py312h6759c7f_1.conda
+  sha256: efcd0cf5f76924e0a75f5d043870b732685401f628a0f568c2de8cbe8f3dd3ff
+  md5: ec2186021277d1c7e8593ec2dbec6ad7
+  depends:
+  - capnproto >=1.0.2,<1.0.3.0a0
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  license: BSD-2-Clause
+  license_family: BSD
+  size: 951183
+  timestamp: 1720569709066
+- kind: conda
+  name: pycapnp
+  version: 2.0.0
+  build: py312h9aaef94_1
+  build_number: 1
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/pycapnp-2.0.0-py312h9aaef94_1.conda
+  sha256: fe016d2ad9596ea37f7e1ffdfbcdd988fba71f80dec406a5a35bebc7d4d26507
+  md5: 767adf44baa3824ed0acb3fa0f7eee2d
+  depends:
+  - __osx >=11.0
+  - capnproto >=1.0.2,<1.0.3.0a0
+  - libcxx >=16
+  - python >=3.12,<3.13.0a0
+  - python >=3.12,<3.13.0a0 *_cpython
+  - python_abi 3.12.* *_cp312
+  license: BSD-2-Clause
+  license_family: BSD
+  size: 464880
+  timestamp: 1720569546235
+- kind: conda
+  name: pycapnp
+  version: 2.0.0
+  build: py312hd0dd6af_1
+  build_number: 1
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/pycapnp-2.0.0-py312hd0dd6af_1.conda
+  sha256: 8f802eb49775b413c190cc3b8c80d6e39b4ba3faacbeeb53b73635aa9a56c2e5
+  md5: bf102e8a0ebc01bab5141b277114a3ed
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - capnproto >=1.0.2,<1.0.3.0a0
+  - libgcc-ng >=12
+  - libstdcxx-ng >=12
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  license: BSD-2-Clause
+  license_family: BSD
+  size: 553797
+  timestamp: 1720569190748
+- kind: conda
+  name: pycapnp
+  version: 2.0.0
+  build: py312he537db1_1
+  build_number: 1
+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/pycapnp-2.0.0-py312he537db1_1.conda
+  sha256: 67b614cfe7915ddc96f5f1005012e4891bd6efbffd98615f166b57dd0d26a5d5
+  md5: 01c83c38b20b696bcdf545b330d29c08
+  depends:
+  - __osx >=10.13
+  - capnproto >=1.0.2,<1.0.3.0a0
+  - libcxx >=16
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  license: BSD-2-Clause
+  license_family: BSD
+  size: 1284218
+  timestamp: 1720569389209
 - kind: conda
   name: pygments
   version: 2.18.0
@@ -4847,6 +5339,21 @@ packages:
   license_family: MIT
   size: 213817
   timestamp: 1643442169866
+- kind: conda
+  name: six
+  version: 1.16.0
+  build: pyh6c4a22f_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/six-1.16.0-pyh6c4a22f_0.tar.bz2
+  sha256: a85c38227b446f42c5b90d9b642f2c0567880c15d72492d8da074a59c8f91dd6
+  md5: e5f25f8dbc060e9a8d912e432202afc2
+  depends:
+  - python
+  license: MIT
+  license_family: MIT
+  size: 14259
+  timestamp: 1620240338595
 - kind: conda
   name: spdlog
   version: 1.14.1
@@ -4917,6 +5424,24 @@ packages:
   license_family: MIT
   size: 195665
   timestamp: 1722238295031
+- kind: conda
+  name: stack_data
+  version: 0.6.2
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/stack_data-0.6.2-pyhd8ed1ab_0.conda
+  sha256: a58433e75229bec39f3be50c02efbe9b7083e53a1f31d8ee247564f370191eec
+  md5: e7df0fdd404616638df5ece6e69ba7af
+  depends:
+  - asttokens
+  - executing
+  - pure_eval
+  - python >=3.5
+  license: MIT
+  license_family: MIT
+  size: 26205
+  timestamp: 1669632203115
 - kind: conda
   name: sysroot_linux-64
   version: '2.17'
@@ -5099,6 +5624,36 @@ packages:
   license_family: MIT
   size: 18203
   timestamp: 1727974767524
+- kind: conda
+  name: traitlets
+  version: 5.14.3
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_0.conda
+  sha256: 8a64fa0f19022828513667c2c7176cfd125001f3f4b9bc00d33732e627dd2592
+  md5: 3df84416a021220d8b5700c613af2dc5
+  depends:
+  - python >=3.8
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 110187
+  timestamp: 1713535244513
+- kind: conda
+  name: typing_extensions
+  version: 4.12.2
+  build: pyha770c72_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.12.2-pyha770c72_0.conda
+  sha256: 0fce54f8ec3e59f5ef3bb7641863be4e1bf1279623e5af3d3fa726e8f7628ddb
+  md5: ebe6952715e1d5eb567eeebf25250fa7
+  depends:
+  - python >=3.8
+  license: PSF-2.0
+  license_family: PSF
+  size: 39888
+  timestamp: 1717802653893
 - kind: conda
   name: tzdata
   version: 2024b
@@ -5221,6 +5776,36 @@ packages:
   license_family: MIT
   size: 219013
   timestamp: 1719460515960
+- kind: conda
+  name: wcwidth
+  version: 0.2.13
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_0.conda
+  sha256: b6cd2fee7e728e620ec736d8dfee29c6c9e2adbd4e695a31f1d8f834a83e57e3
+  md5: 68f0738df502a14213624b288c60c9ad
+  depends:
+  - python >=3.8
+  license: MIT
+  license_family: MIT
+  size: 32709
+  timestamp: 1704731373922
+- kind: conda
+  name: wheel
+  version: 0.44.0
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/wheel-0.44.0-pyhd8ed1ab_0.conda
+  sha256: d828764736babb4322b8102094de38074dedfc71f5ff405c9dfee89191c14ebc
+  md5: d44e3b085abcaef02983c6305b84b584
+  depends:
+  - python >=3.8
+  license: MIT
+  license_family: MIT
+  size: 58585
+  timestamp: 1722797131787
 - kind: conda
   name: xtensor
   version: 0.25.0
diff --git a/pixi.toml b/pixi.toml
index 7705c43..1653d7f 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -24,3 +24,7 @@ cpplint = ">=1.6.0,<2"
 pipx = ">=1.7.1,<2"
 fortran-compiler = ">=1.8.0,<2"
 clang-format = ">=19.1.0,<20"
+capnproto = ">=1.0.2,<2"
+pycapnp = ">=2.0.0,<3"
+ipython = ">=8.28.0,<9"
+pip = ">=24.2,<25"