diff --git a/.github/workflows/lighthouserc.json b/.github/workflows/lighthouserc.json
new file mode 100644
index 0000000..43b894e
--- /dev/null
+++ b/.github/workflows/lighthouserc.json
@@ -0,0 +1,40 @@
+{
+  "ci": {
+    "collect": {
+      "staticDistDir": "./site/",
+      "settings": {
+        "skipAudits": [
+          "canonical"
+        ]
+      }
+    },
+    "assert": {
+      "assertions": {
+        "categories:performance": [
+          "error",
+          {
+            "minScore": 0.8
+          }
+        ],
+        "categories:accessibility": [
+          "error",
+          {
+            "minScore": 0.8
+          }
+        ],
+        "categories:best-practices": [
+          "error",
+          {
+            "minScore": 0.8
+          }
+        ],
+        "categories:seo": [
+          "error",
+          {
+            "minScore": 0.7
+          }
+        ]
+      }
+    }
+  }
+}
diff --git a/.github/workflows/test_docs.yml b/.github/workflows/test_docs.yml
new file mode 100644
index 0000000..e08e681
--- /dev/null
+++ b/.github/workflows/test_docs.yml
@@ -0,0 +1,35 @@
+# This workflow tests whether the documentation builds correctly and runs a
+# lighthouse audit.
+
+name: Docs check
+
+on:
+  push:
+    branches:
+      - '**'
+    tags-ignore:
+      - '**'
+
+jobs:
+  docs:
+
+    runs-on: ubuntu-latest
+
+    steps:
+
+    - uses: actions/checkout@v2
+    - name: Set up Python 3.12
+      uses: actions/setup-python@v2
+      with:
+        python-version: 3.12
+    - name: install enzax with development packages
+      run: pip install -e .\[docs\]
+    - name: build docs with mkdocs
+      run: mkdocs build
+    - name: Audit with Lighthouse
+      uses: treosh/lighthouse-ci-action@v10
+      with:
+        configPath: ".github/workflows/lighthouserc.json"
+        temporaryPublicStorage: true
+        uploadArtifacts: true
+        runs: 3 # Multiple runs to reduce variance
diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md
new file mode 100644
index 0000000..b648660
--- /dev/null
+++ b/CODE_OF_CONDUCT.md
@@ -0,0 +1,79 @@
+# Contributor Covenant Code of Conduct
+
+## Our Pledge
+
+We as members, contributors, and leaders pledge to make participation in our community a harassment-free experience for everyone, regardless of age, body size, visible or invisible disability, ethnicity, sex characteristics, gender identity and expression, level of experience, education, socio-economic status, nationality, personal appearance, race, religion, or sexual identity and orientation.
+
+We pledge to act and interact in ways that contribute to an open, welcoming, diverse, inclusive, and healthy community.
+
+## Our Standards
+
+Examples of behaviour that contributes to a positive environment for our community include:
+
+* Demonstrating empathy and kindness toward other people
+* Being respectful of differing opinions, viewpoints, and experiences
+* Giving and gracefully accepting constructive feedback
+* Accepting responsibility and apologizing to those affected by our mistakes, and learning from the experience
+* Focusing on what is best not just for us as individuals, but for the overall community
+
+Examples of unacceptable behaviour include:
+
+* The use of sexualized language or imagery, and sexual attention or advances of any kind
+* Trolling, insulting or derogatory comments, and personal or political attacks
+* Public or private harassment
+* Publishing others' private information, such as a physical or email address, without their explicit permission
+* Other conduct which could reasonably be considered inappropriate in a professional setting
+
+## Enforcement Responsibilities
+
+Community leaders are responsible for clarifying and enforcing our standards of acceptable behaviour and will take appropriate and fair corrective action in response to any behaviour that they deem inappropriate, threatening, offensive, or harmful.
+
+Community leaders have the right and responsibility to remove, edit, or reject comments, commits, code, wiki edits, issues, and other contributions that are not aligned to this Code of Conduct, and will communicate reasons for moderation decisions when appropriate.
+
+## Scope
+
+This Code of Conduct applies within all community spaces, and also applies when an individual is officially representing the community in public spaces. Examples of representing our community include using an official e-mail address, posting via an official social media account, or acting as an appointed representative at an online or offline event.
+
+## Enforcement
+
+Instances of abusive, harassing, or otherwise unacceptable behaviour may be reported to the community leaders responsible for enforcement at tedgro@biosustain.dtu.dk. All complaints will be reviewed and investigated promptly and fairly.
+
+All community leaders are obligated to respect the privacy and security of the reporter of any incident.
+
+## Enforcement Guidelines
+
+Community leaders will follow these Community Impact Guidelines in determining the consequences for any action they deem in violation of this Code of Conduct:
+
+### 1. Correction
+
+**Community Impact**: Use of inappropriate language or other behaviour deemed unprofessional or unwelcome in the community.
+
+**Consequence**: A private, written warning from community leaders, providing clarity around the nature of the violation and an explanation of why the behaviour was inappropriate. A public apology may be requested.
+
+### 2. Warning
+
+**Community Impact**: A violation through a single incident or series of actions.
+
+**Consequence**: A warning with consequences for continued behaviour. No interaction with the people involved, including unsolicited interaction with those enforcing the Code of Conduct, for a specified period of time. This includes avoiding interactions in community spaces as well as external channels like social media. Violating these terms may lead to a temporary or permanent ban.
+
+### 3. Temporary Ban
+
+**Community Impact**: A serious violation of community standards, including sustained inappropriate behaviour.
+
+**Consequence**: A temporary ban from any sort of interaction or public communication with the community for a specified period of time. No public or private interaction with the people involved, including unsolicited interaction with those enforcing the Code of Conduct, is allowed during this period. Violating these terms may lead to a permanent ban.
+
+### 4. Permanent Ban
+
+**Community Impact**: Demonstrating a pattern of violation of community standards, including sustained inappropriate behaviour, harassment of an individual, or aggression toward or disparagement of classes of individuals.
+
+**Consequence**: A permanent ban from any sort of public interaction within the community.
+
+## Attribution
+
+This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 2.0, available at https://www.contributor-covenant.org/version/2/0/code_of_conduct.html.
+
+Community Impact Guidelines were inspired by [Mozilla's code of conduct enforcement ladder](https://github.com/mozilla/diversity).
+
+[homepage]: https://www.contributor-covenant.org
+
+For answers to common questions about this code of conduct, see the FAQ at https://www.contributor-covenant.org/faq. Translations are available at https://www.contributor-covenant.org/translations.
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
new file mode 100644
index 0000000..867140e
--- /dev/null
+++ b/CONTRIBUTING.md
@@ -0,0 +1,37 @@
+# How to contribute to enzax
+
+All contributions are very welcome!
+
+Make sure to read the [code of conduct](https://github.com/dtu-qmcm/CODE_OF_CONDUCT.md) and follow its recommendations.
+
+If you have a specific suggestion for how enzax could be improved, or if you find a bug then please file an issue or submit a pull request.
+
+Alternatively, if you have any more general thoughts or questions, please post them in the [discussions page](https://github.com/dtu-qmcmc/enzax/discussions).
+
+If you would like to contribute code changes, just follow the normal [GitHub workflow](https://docs.github.com/en/get-started/quickstart/github-flow): make a local branch with the changes then create a pull request.
+
+## Developing enzax locally
+
+To develop enzax locally you will probably need to install it with development dependencies. Here is how to do so:
+
+```sh
+$ pip install enzax'[dev]'
+```
+
+You can see what these dependencies are by checking the `[tool.pdm.dev-dependencies]` table in enzax's [`pyproject.toml` file](https://github.com/dtu-qmcm/enzax/blob/main/pyproject.toml).
+
+## Releasing new versions of enzax
+
+To release a new version of enzax, edit the field `version` in `pyproject.toml`, e.g. to `0.2.1` then make a pull request with this change.
+
+Once the changes are merged into the `origin/main` branch, add a tag whose name begins with `v`, followed by the new version number to your local `main` branch, for example like this:
+
+```sh
+$ git tag v0.2.1
+```
+
+Now push the new tag to GitHub:
+
+```sh
+$ git push origin "v0.2.1"
+```
diff --git a/docs/accessibility.md b/docs/accessibility.md
new file mode 100644
index 0000000..95b2ba4
--- /dev/null
+++ b/docs/accessibility.md
@@ -0,0 +1,36 @@
+# Accessibility
+
+The enzax developers want as many people as possible to be able to use this
+website. For example, that means you should be able to:
+
+- change colours, contrast levels and fonts
+
+- zoom in up to 300% without the text spilling off the screen
+
+- navigate most of the website using just a keyboard
+
+- navigate most of the website using speech recognition software
+
+- listen to most of the website using a screen reader
+
+- We’ve also made the website text as simple as possible to understand.
+
+## How accessible this website is
+
+We know some parts of this website are not fully accessible:
+
+- Some images in [this vignette](_static/report.html) have no text
+  descriptions.
+
+## Feedback and contact information
+
+If you need information on this website in a different format like accessible
+PDF, large print, easy read, audio recording or braille, please contact us by
+[email](mailto:groves.teddy@gmail.com) or raise an issue on the [enzax GitHub repository](https://github.com/dtu-qmcm/enzax/).
+
+## Reporting accessibility problems with this website
+
+We’re always looking to improve the accessibility of this website. If you find
+any problems not listed on this page or think we’re not meeting accessibility
+requirements, contact us by [email](mailto:groves.teddy@gmail.com) or raise
+an issue on our [GitHub repository](https://github.com/dtu-qmcm/enzax/).
diff --git a/docs/api.md b/docs/api.md
new file mode 100644
index 0000000..209c81e
--- /dev/null
+++ b/docs/api.md
@@ -0,0 +1,15 @@
+# Enzax's python api
+
+Enzax provides some Python classes and functions that you can use! This page
+describes them.
+
+##  ::: enzax.kinetic_model
+    options:
+      show_root_heading: true
+      filters:
+        - "!check"
+      members:
+        - KineticModel
+        - UnparameterisedKineticModel
+        - KineticModelParameters
+        - KineticModelStructure
diff --git a/docs/contributing.md b/docs/contributing.md
new file mode 100644
index 0000000..ea38c9b
--- /dev/null
+++ b/docs/contributing.md
@@ -0,0 +1 @@
+--8<-- "CONTRIBUTING.md"
diff --git a/docs/getting_started.md b/docs/getting_started.md
new file mode 100644
index 0000000..e69de29
diff --git a/docs/index.md b/docs/index.md
new file mode 100644
index 0000000..7859ada
--- /dev/null
+++ b/docs/index.md
@@ -0,0 +1,13 @@
+# Welcome to enzax's documentation!
+
+Enzax is a library of kinetic models of enzyme-catalysed reaction networks. It supports automatic differentiation using [JAX](https://jax.readthedocs.io/en/latest/), allowing you to find your models' gradients, as required for e.g. Hamiltonian Monte Carlo or neural network models.
+
+The [getting started](getting_started.md) page explains how to install enzax and use it to find and differentiate the steady states of an example model.
+
+For reference information, check out the [api](api.md) page.
+
+If you would like to contribute to enzax, the [contributing](contributing.md)
+page has some useful information.
+
+See the [accessibility](accessibility.md) page for how we try to make enzax as
+useable as possible for everyone.
diff --git a/mkdocs.yml b/mkdocs.yml
new file mode 100644
index 0000000..00cf857
--- /dev/null
+++ b/mkdocs.yml
@@ -0,0 +1,44 @@
+site_name: "Enzax"
+site_description: Differentiable models of enzyme-catalysed reaction networks, with JAX
+use_directory_urls: False
+theme:
+  name: "material"
+  features:
+    - content.tabs.link
+    - content.code.annotate
+    - content.code.copy
+    - announce.dismiss
+    - navigation.sections
+  # logo: '_static/bibat-light.svg'
+  # favicon: '_static/bibat-light.svg'
+repo_url: https://github.com/dtu-qmcm/enzax
+plugins:
+- search
+- mkdocstrings:
+    handlers:
+      python:
+        paths: [src/enzax]
+        options:
+          show_bases: false
+          docstring_style: sphinx
+          members_order: source
+          group_by_category: false
+          filters: ["!^_"]
+          docstring_options:
+            warn_unknown_params: false
+
+markdown_extensions:
+  - admonition
+  - pymdownx.keys
+  - pymdownx.snippets
+  - pymdownx.superfences
+  - pymdownx.tabbed
+  - attr_list
+  - md_in_html
+
+nav:
+  - Home: 'index.md'
+  - Getting started: 'getting_started.md'
+  - API: 'api.md'
+  - Contributing: 'contributing.md'
+  - Accessibility: 'accessibility.md'
diff --git a/pdm.lock b/pdm.lock
index 671af47..ac47495 100644
--- a/pdm.lock
+++ b/pdm.lock
@@ -2,10 +2,10 @@
 # It is not intended for manual editing.
 
 [metadata]
-groups = ["default", "dev"]
+groups = ["default", "dev", "docs"]
 strategy = ["inherit_metadata"]
 lock_version = "4.5.0"
-content_hash = "sha256:7ca2553f5416737219a767df3aa5e2cb9290831765343009ebb4be6c440d2d12"
+content_hash = "sha256:9a9f9ae61c9987bb4ecaf08aeec988845bb7add5b37ef6d97d2806a90e7d2fb6"
 
 [[metadata.targets]]
 requires_python = ">=3.12"
@@ -45,6 +45,20 @@ files = [
     {file = "arviz-0.19.0.tar.gz", hash = "sha256:04a369cd05293a17a24fcc1e133f9f350d202cf307f8df6c1dbd319e0f6a9f4f"},
 ]
 
+[[package]]
+name = "babel"
+version = "2.16.0"
+requires_python = ">=3.8"
+summary = "Internationalization utilities"
+groups = ["docs"]
+dependencies = [
+    "pytz>=2015.7; python_version < \"3.9\"",
+]
+files = [
+    {file = "babel-2.16.0-py3-none-any.whl", hash = "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b"},
+    {file = "babel-2.16.0.tar.gz", hash = "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316"},
+]
+
 [[package]]
 name = "blackjax"
 version = "1.2.3"
@@ -64,6 +78,17 @@ files = [
     {file = "blackjax-1.2.3.tar.gz", hash = "sha256:c1e0ad412faa229eb75966e1f7b881844455295d33b58841d683e8a99c22c117"},
 ]
 
+[[package]]
+name = "certifi"
+version = "2024.7.4"
+requires_python = ">=3.6"
+summary = "Python package for providing Mozilla's CA Bundle."
+groups = ["docs"]
+files = [
+    {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
+    {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
+]
+
 [[package]]
 name = "cfgv"
 version = "3.4.0"
@@ -75,6 +100,32 @@ files = [
     {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"},
 ]
 
+[[package]]
+name = "charset-normalizer"
+version = "3.3.2"
+requires_python = ">=3.7.0"
+summary = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+groups = ["docs"]
+files = [
+    {file = "charset-normalizer-3.3.2.tar.gz", hash = "sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5"},
+    {file = "charset_normalizer-3.3.2-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:0b2b64d2bb6d3fb9112bafa732def486049e63de9618b5843bcdd081d8144cd8"},
+    {file = "charset_normalizer-3.3.2-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:ddbb2551d7e0102e7252db79ba445cdab71b26640817ab1e3e3648dad515003b"},
+    {file = "charset_normalizer-3.3.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:55086ee1064215781fff39a1af09518bc9255b50d6333f2e4c74ca09fac6a8f6"},
+    {file = "charset_normalizer-3.3.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8f4a014bc36d3c57402e2977dada34f9c12300af536839dc38c0beab8878f38a"},
+    {file = "charset_normalizer-3.3.2-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a10af20b82360ab00827f916a6058451b723b4e65030c5a18577c8b2de5b3389"},
+    {file = "charset_normalizer-3.3.2-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:8d756e44e94489e49571086ef83b2bb8ce311e730092d2c34ca8f7d925cb20aa"},
+    {file = "charset_normalizer-3.3.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:90d558489962fd4918143277a773316e56c72da56ec7aa3dc3dbbe20fdfed15b"},
+    {file = "charset_normalizer-3.3.2-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6ac7ffc7ad6d040517be39eb591cac5ff87416c2537df6ba3cba3bae290c0fed"},
+    {file = "charset_normalizer-3.3.2-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:7ed9e526742851e8d5cc9e6cf41427dfc6068d4f5a3bb03659444b4cabf6bc26"},
+    {file = "charset_normalizer-3.3.2-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:8bdb58ff7ba23002a4c5808d608e4e6c687175724f54a5dade5fa8c67b604e4d"},
+    {file = "charset_normalizer-3.3.2-cp312-cp312-musllinux_1_1_ppc64le.whl", hash = "sha256:6b3251890fff30ee142c44144871185dbe13b11bab478a88887a639655be1068"},
+    {file = "charset_normalizer-3.3.2-cp312-cp312-musllinux_1_1_s390x.whl", hash = "sha256:b4a23f61ce87adf89be746c8a8974fe1c823c891d8f86eb218bb957c924bb143"},
+    {file = "charset_normalizer-3.3.2-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:efcb3f6676480691518c177e3b465bcddf57cea040302f9f4e6e191af91174d4"},
+    {file = "charset_normalizer-3.3.2-cp312-cp312-win32.whl", hash = "sha256:d965bba47ddeec8cd560687584e88cf699fd28f192ceb452d1d7ee807c5597b7"},
+    {file = "charset_normalizer-3.3.2-cp312-cp312-win_amd64.whl", hash = "sha256:96b02a3dc4381e5494fad39be677abcb5e6634bf7b4fa83a6dd3112607547001"},
+    {file = "charset_normalizer-3.3.2-py3-none-any.whl", hash = "sha256:3e4d1f6587322d2788836a99c69062fbb091331ec940e02d12d179c1d53e25fc"},
+]
+
 [[package]]
 name = "chex"
 version = "0.1.86"
@@ -95,13 +146,27 @@ files = [
     {file = "chex-0.1.86.tar.gz", hash = "sha256:e8b0f96330eba4144659e1617c0f7a57b161e8cbb021e55c6d5056c7378091d1"},
 ]
 
+[[package]]
+name = "click"
+version = "8.1.7"
+requires_python = ">=3.7"
+summary = "Composable command line interface toolkit"
+groups = ["docs"]
+dependencies = [
+    "colorama; platform_system == \"Windows\"",
+    "importlib-metadata; python_version < \"3.8\"",
+]
+files = [
+    {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"},
+    {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"},
+]
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
 requires_python = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 summary = "Cross-platform colored terminal text."
-groups = ["dev"]
-marker = "sys_platform == \"win32\""
+groups = ["dev", "docs"]
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
@@ -356,6 +421,34 @@ files = [
     {file = "fonttools-4.53.1.tar.gz", hash = "sha256:e128778a8e9bc11159ce5447f76766cefbd876f44bd79aff030287254e4752c4"},
 ]
 
+[[package]]
+name = "ghp-import"
+version = "2.1.0"
+summary = "Copy your docs directly to the gh-pages branch."
+groups = ["docs"]
+dependencies = [
+    "python-dateutil>=2.8.1",
+]
+files = [
+    {file = "ghp-import-2.1.0.tar.gz", hash = "sha256:9c535c4c61193c2df8871222567d7fd7e5014d835f97dc7b7439069e2413d343"},
+    {file = "ghp_import-2.1.0-py3-none-any.whl", hash = "sha256:8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619"},
+]
+
+[[package]]
+name = "griffe"
+version = "1.1.1"
+requires_python = ">=3.8"
+summary = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
+groups = ["docs"]
+dependencies = [
+    "astunparse>=1.6; python_version < \"3.9\"",
+    "colorama>=0.4",
+]
+files = [
+    {file = "griffe-1.1.1-py3-none-any.whl", hash = "sha256:0c469411e8d671a545725f5c0851a746da8bd99d354a79fdc4abd45219252efb"},
+    {file = "griffe-1.1.1.tar.gz", hash = "sha256:faeb78764c0b2bd010719d6e015d07709b0f260258b5d4dd6c88343d9702aa30"},
+]
+
 [[package]]
 name = "h5netcdf"
 version = "1.3.0"
@@ -399,6 +492,17 @@ files = [
     {file = "identify-2.6.0.tar.gz", hash = "sha256:cb171c685bdc31bcc4c1734698736a7d5b6c8bf2e0c15117f4d469c8640ae5cf"},
 ]
 
+[[package]]
+name = "idna"
+version = "3.7"
+requires_python = ">=3.5"
+summary = "Internationalized Domain Names in Applications (IDNA)"
+groups = ["docs"]
+files = [
+    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
+    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
+]
+
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
@@ -480,6 +584,20 @@ files = [
     {file = "jaxtyping-0.2.33.tar.gz", hash = "sha256:9a9cfccae4fe05114b9fb27a5ea5440be4971a5a075bbd0526f6dd7d2730f83e"},
 ]
 
+[[package]]
+name = "jinja2"
+version = "3.1.4"
+requires_python = ">=3.7"
+summary = "A very fast and expressive template engine."
+groups = ["docs"]
+dependencies = [
+    "MarkupSafe>=2.0",
+]
+files = [
+    {file = "jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"},
+    {file = "jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369"},
+]
+
 [[package]]
 name = "kiwisolver"
 version = "1.4.5"
@@ -525,6 +643,40 @@ files = [
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 ]
 
+[[package]]
+name = "markdown"
+version = "3.7"
+requires_python = ">=3.8"
+summary = "Python implementation of John Gruber's Markdown."
+groups = ["docs"]
+dependencies = [
+    "importlib-metadata>=4.4; python_version < \"3.10\"",
+]
+files = [
+    {file = "Markdown-3.7-py3-none-any.whl", hash = "sha256:7eb6df5690b81a1d7942992c97fad2938e956e79df20cbc6186e9c3a77b1c803"},
+    {file = "markdown-3.7.tar.gz", hash = "sha256:2ae2471477cfd02dbbf038d5d9bc226d40def84b4fe2986e49b59b6b472bbed2"},
+]
+
+[[package]]
+name = "markupsafe"
+version = "2.1.5"
+requires_python = ">=3.7"
+summary = "Safely add untrusted strings to HTML/XML markup."
+groups = ["docs"]
+files = [
+    {file = "MarkupSafe-2.1.5-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:8dec4936e9c3100156f8a2dc89c4b88d5c435175ff03413b443469c7c8c5f4d1"},
+    {file = "MarkupSafe-2.1.5-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:3c6b973f22eb18a789b1460b4b91bf04ae3f0c4234a0a6aa6b0a92f6f7b951d4"},
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+    {file = "MarkupSafe-2.1.5-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:bec0a414d016ac1a18862a519e54b2fd0fc8bbfd6890376898a6c0891dd82e9f"},
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+    {file = "MarkupSafe-2.1.5-cp312-cp312-win32.whl", hash = "sha256:8590b4ae07a35970728874632fed7bd57b26b0102df2d2b233b6d9d82f6c62ad"},
+    {file = "MarkupSafe-2.1.5-cp312-cp312-win_amd64.whl", hash = "sha256:823b65d8706e32ad2df51ed89496147a42a2a6e01c13cfb6ffb8b1e92bc910bb"},
+    {file = "MarkupSafe-2.1.5.tar.gz", hash = "sha256:d283d37a890ba4c1ae73ffadf8046435c76e7bc2247bbb63c00bd1a709c6544b"},
+]
+
 [[package]]
 name = "matplotlib"
 version = "3.9.2"
@@ -564,6 +716,150 @@ files = [
     {file = "matplotlib-3.9.2.tar.gz", hash = "sha256:96ab43906269ca64a6366934106fa01534454a69e471b7bf3d79083981aaab92"},
 ]
 
+[[package]]
+name = "mergedeep"
+version = "1.3.4"
+requires_python = ">=3.6"
+summary = "A deep merge function for 🐍."
+groups = ["docs"]
+files = [
+    {file = "mergedeep-1.3.4-py3-none-any.whl", hash = "sha256:70775750742b25c0d8f36c55aed03d24c3384d17c951b3175d898bd778ef0307"},
+    {file = "mergedeep-1.3.4.tar.gz", hash = "sha256:0096d52e9dad9939c3d975a774666af186eda617e6ca84df4c94dec30004f2a8"},
+]
+
+[[package]]
+name = "mkdocs"
+version = "1.6.0"
+requires_python = ">=3.8"
+summary = "Project documentation with Markdown."
+groups = ["docs"]
+dependencies = [
+    "click>=7.0",
+    "colorama>=0.4; platform_system == \"Windows\"",
+    "ghp-import>=1.0",
+    "importlib-metadata>=4.4; python_version < \"3.10\"",
+    "jinja2>=2.11.1",
+    "markdown>=3.3.6",
+    "markupsafe>=2.0.1",
+    "mergedeep>=1.3.4",
+    "mkdocs-get-deps>=0.2.0",
+    "packaging>=20.5",
+    "pathspec>=0.11.1",
+    "pyyaml-env-tag>=0.1",
+    "pyyaml>=5.1",
+    "watchdog>=2.0",
+]
+files = [
+    {file = "mkdocs-1.6.0-py3-none-any.whl", hash = "sha256:1eb5cb7676b7d89323e62b56235010216319217d4af5ddc543a91beb8d125ea7"},
+    {file = "mkdocs-1.6.0.tar.gz", hash = "sha256:a73f735824ef83a4f3bcb7a231dcab23f5a838f88b7efc54a0eef5fbdbc3c512"},
+]
+
+[[package]]
+name = "mkdocs-autorefs"
+version = "1.1.0"
+requires_python = ">=3.8"
+summary = "Automatically link across pages in MkDocs."
+groups = ["docs"]
+dependencies = [
+    "Markdown>=3.3",
+    "markupsafe>=2.0.1",
+    "mkdocs>=1.1",
+]
+files = [
+    {file = "mkdocs_autorefs-1.1.0-py3-none-any.whl", hash = "sha256:492ac42f50214e81565e968f8cb0df9aba9d981542b9e7121b8f8ae9407fe6eb"},
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+]
+
+[[package]]
+name = "mkdocs-get-deps"
+version = "0.2.0"
+requires_python = ">=3.8"
+summary = "MkDocs extension that lists all dependencies according to a mkdocs.yml file"
+groups = ["docs"]
+dependencies = [
+    "importlib-metadata>=4.3; python_version < \"3.10\"",
+    "mergedeep>=1.3.4",
+    "platformdirs>=2.2.0",
+    "pyyaml>=5.1",
+]
+files = [
+    {file = "mkdocs_get_deps-0.2.0-py3-none-any.whl", hash = "sha256:2bf11d0b133e77a0dd036abeeb06dec8775e46efa526dc70667d8863eefc6134"},
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+]
+
+[[package]]
+name = "mkdocs-material"
+version = "9.5.32"
+requires_python = ">=3.8"
+summary = "Documentation that simply works"
+groups = ["docs"]
+dependencies = [
+    "babel~=2.10",
+    "colorama~=0.4",
+    "jinja2~=3.0",
+    "markdown~=3.2",
+    "mkdocs-material-extensions~=1.3",
+    "mkdocs~=1.6",
+    "paginate~=0.5",
+    "pygments~=2.16",
+    "pymdown-extensions~=10.2",
+    "regex>=2022.4",
+    "requests~=2.26",
+]
+files = [
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+    {file = "mkdocs_material-9.5.32.tar.gz", hash = "sha256:38ed66e6d6768dde4edde022554553e48b2db0d26d1320b19e2e2b9da0be1120"},
+]
+
+[[package]]
+name = "mkdocs-material-extensions"
+version = "1.3.1"
+requires_python = ">=3.8"
+summary = "Extension pack for Python Markdown and MkDocs Material."
+groups = ["docs"]
+files = [
+    {file = "mkdocs_material_extensions-1.3.1-py3-none-any.whl", hash = "sha256:adff8b62700b25cb77b53358dad940f3ef973dd6db797907c49e3c2ef3ab4e31"},
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+]
+
+[[package]]
+name = "mkdocstrings"
+version = "0.25.2"
+requires_python = ">=3.8"
+summary = "Automatic documentation from sources, for MkDocs."
+groups = ["docs"]
+dependencies = [
+    "Jinja2>=2.11.1",
+    "Markdown>=3.3",
+    "MarkupSafe>=1.1",
+    "click>=7.0",
+    "importlib-metadata>=4.6; python_version < \"3.10\"",
+    "mkdocs-autorefs>=0.3.1",
+    "mkdocs>=1.4",
+    "platformdirs>=2.2.0",
+    "pymdown-extensions>=6.3",
+    "typing-extensions>=4.1; python_version < \"3.10\"",
+]
+files = [
+    {file = "mkdocstrings-0.25.2-py3-none-any.whl", hash = "sha256:9e2cda5e2e12db8bb98d21e3410f3f27f8faab685a24b03b06ba7daa5b92abfc"},
+    {file = "mkdocstrings-0.25.2.tar.gz", hash = "sha256:5cf57ad7f61e8be3111a2458b4e49c2029c9cb35525393b179f9c916ca8042dc"},
+]
+
+[[package]]
+name = "mkdocstrings-python"
+version = "1.10.8"
+requires_python = ">=3.8"
+summary = "A Python handler for mkdocstrings."
+groups = ["docs"]
+dependencies = [
+    "griffe>=0.49",
+    "mkdocstrings>=0.25",
+]
+files = [
+    {file = "mkdocstrings_python-1.10.8-py3-none-any.whl", hash = "sha256:bb12e76c8b071686617f824029cb1dfe0e9afe89f27fb3ad9a27f95f054dcd89"},
+    {file = "mkdocstrings_python-1.10.8.tar.gz", hash = "sha256:5856a59cbebbb8deb133224a540de1ff60bded25e54d8beacc375bb133d39016"},
+]
+
 [[package]]
 name = "ml-dtypes"
 version = "0.4.0"
@@ -671,12 +967,21 @@ name = "packaging"
 version = "24.1"
 requires_python = ">=3.8"
 summary = "Core utilities for Python packages"
-groups = ["default", "dev"]
+groups = ["default", "dev", "docs"]
 files = [
     {file = "packaging-24.1-py3-none-any.whl", hash = "sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124"},
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 ]
 
+[[package]]
+name = "paginate"
+version = "0.5.6"
+summary = "Divides large result sets into pages for easier browsing"
+groups = ["docs"]
+files = [
+    {file = "paginate-0.5.6.tar.gz", hash = "sha256:5e6007b6a9398177a7e1648d04fdd9f8c9766a1a945bceac82f1929e8c78af2d"},
+]
+
 [[package]]
 name = "pandas"
 version = "2.2.2"
@@ -702,6 +1007,17 @@ files = [
     {file = "pandas-2.2.2.tar.gz", hash = "sha256:9e79019aba43cb4fda9e4d983f8e88ca0373adbb697ae9c6c43093218de28b54"},
 ]
 
+[[package]]
+name = "pathspec"
+version = "0.12.1"
+requires_python = ">=3.8"
+summary = "Utility library for gitignore style pattern matching of file paths."
+groups = ["docs"]
+files = [
+    {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
+    {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
+]
+
 [[package]]
 name = "pillow"
 version = "10.4.0"
@@ -739,7 +1055,7 @@ name = "platformdirs"
 version = "4.2.2"
 requires_python = ">=3.8"
 summary = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
-groups = ["dev"]
+groups = ["dev", "docs"]
 files = [
     {file = "platformdirs-4.2.2-py3-none-any.whl", hash = "sha256:2d7a1657e36a80ea911db832a8a6ece5ee53d8de21edd5cc5879af6530b1bfee"},
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@@ -774,6 +1090,32 @@ files = [
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 ]
 
+[[package]]
+name = "pygments"
+version = "2.18.0"
+requires_python = ">=3.8"
+summary = "Pygments is a syntax highlighting package written in Python."
+groups = ["docs"]
+files = [
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+]
+
+[[package]]
+name = "pymdown-extensions"
+version = "10.9"
+requires_python = ">=3.8"
+summary = "Extension pack for Python Markdown."
+groups = ["docs"]
+dependencies = [
+    "markdown>=3.6",
+    "pyyaml",
+]
+files = [
+    {file = "pymdown_extensions-10.9-py3-none-any.whl", hash = "sha256:d323f7e90d83c86113ee78f3fe62fc9dee5f56b54d912660703ea1816fed5626"},
+    {file = "pymdown_extensions-10.9.tar.gz", hash = "sha256:6ff740bcd99ec4172a938970d42b96128bdc9d4b9bcad72494f29921dc69b753"},
+]
+
 [[package]]
 name = "pyparsing"
 version = "3.1.2"
@@ -824,7 +1166,7 @@ name = "python-dateutil"
 version = "2.9.0.post0"
 requires_python = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 summary = "Extensions to the standard Python datetime module"
-groups = ["default"]
+groups = ["default", "docs"]
 dependencies = [
     "six>=1.5",
 ]
@@ -848,7 +1190,7 @@ name = "pyyaml"
 version = "6.0.2"
 requires_python = ">=3.8"
 summary = "YAML parser and emitter for Python"
-groups = ["dev"]
+groups = ["dev", "docs"]
 files = [
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@@ -871,6 +1213,62 @@ files = [
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 ]
 
+[[package]]
+name = "pyyaml-env-tag"
+version = "0.1"
+requires_python = ">=3.6"
+summary = "A custom YAML tag for referencing environment variables in YAML files. "
+groups = ["docs"]
+dependencies = [
+    "pyyaml",
+]
+files = [
+    {file = "pyyaml_env_tag-0.1-py3-none-any.whl", hash = "sha256:af31106dec8a4d68c60207c1886031cbf839b68aa7abccdb19868200532c2069"},
+    {file = "pyyaml_env_tag-0.1.tar.gz", hash = "sha256:70092675bda14fdec33b31ba77e7543de9ddc88f2e5b99160396572d11525bdb"},
+]
+
+[[package]]
+name = "regex"
+version = "2024.7.24"
+requires_python = ">=3.8"
+summary = "Alternative regular expression module, to replace re."
+groups = ["docs"]
+files = [
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+    {file = "regex-2024.7.24.tar.gz", hash = "sha256:9cfd009eed1a46b27c14039ad5bbc5e71b6367c5b2e6d5f5da0ea91600817506"},
+]
+
+[[package]]
+name = "requests"
+version = "2.32.3"
+requires_python = ">=3.8"
+summary = "Python HTTP for Humans."
+groups = ["docs"]
+dependencies = [
+    "certifi>=2017.4.17",
+    "charset-normalizer<4,>=2",
+    "idna<4,>=2.5",
+    "urllib3<3,>=1.21.1",
+]
+files = [
+    {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
+    {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
+]
+
 [[package]]
 name = "scipy"
 version = "1.14.0"
@@ -908,7 +1306,7 @@ name = "six"
 version = "1.16.0"
 requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 summary = "Python 2 and 3 compatibility utilities"
-groups = ["default"]
+groups = ["default", "docs"]
 files = [
     {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
@@ -958,6 +1356,17 @@ files = [
     {file = "tzdata-2024.1.tar.gz", hash = "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd"},
 ]
 
+[[package]]
+name = "urllib3"
+version = "2.2.2"
+requires_python = ">=3.8"
+summary = "HTTP library with thread-safe connection pooling, file post, and more."
+groups = ["docs"]
+files = [
+    {file = "urllib3-2.2.2-py3-none-any.whl", hash = "sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472"},
+    {file = "urllib3-2.2.2.tar.gz", hash = "sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168"},
+]
+
 [[package]]
 name = "virtualenv"
 version = "20.26.3"
@@ -975,6 +1384,32 @@ files = [
     {file = "virtualenv-20.26.3.tar.gz", hash = "sha256:4c43a2a236279d9ea36a0d76f98d84bd6ca94ac4e0f4a3b9d46d05e10fea542a"},
 ]
 
+[[package]]
+name = "watchdog"
+version = "4.0.2"
+requires_python = ">=3.8"
+summary = "Filesystem events monitoring"
+groups = ["docs"]
+files = [
+    {file = "watchdog-4.0.2-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:1cdcfd8142f604630deef34722d695fb455d04ab7cfe9963055df1fc69e6727a"},
+    {file = "watchdog-4.0.2-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:d7ab624ff2f663f98cd03c8b7eedc09375a911794dfea6bf2a359fcc266bff29"},
+    {file = "watchdog-4.0.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:132937547a716027bd5714383dfc40dc66c26769f1ce8a72a859d6a48f371f3a"},
+    {file = "watchdog-4.0.2-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:cd67c7df93eb58f360c43802acc945fa8da70c675b6fa37a241e17ca698ca49b"},
+    {file = "watchdog-4.0.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:bcfd02377be80ef3b6bc4ce481ef3959640458d6feaae0bd43dd90a43da90a7d"},
+    {file = "watchdog-4.0.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:980b71510f59c884d684b3663d46e7a14b457c9611c481e5cef08f4dd022eed7"},
+    {file = "watchdog-4.0.2-py3-none-manylinux2014_aarch64.whl", hash = "sha256:936acba76d636f70db8f3c66e76aa6cb5136a936fc2a5088b9ce1c7a3508fc83"},
+    {file = "watchdog-4.0.2-py3-none-manylinux2014_armv7l.whl", hash = "sha256:e252f8ca942a870f38cf785aef420285431311652d871409a64e2a0a52a2174c"},
+    {file = "watchdog-4.0.2-py3-none-manylinux2014_i686.whl", hash = "sha256:0e83619a2d5d436a7e58a1aea957a3c1ccbf9782c43c0b4fed80580e5e4acd1a"},
+    {file = "watchdog-4.0.2-py3-none-manylinux2014_ppc64.whl", hash = "sha256:88456d65f207b39f1981bf772e473799fcdc10801062c36fd5ad9f9d1d463a73"},
+    {file = "watchdog-4.0.2-py3-none-manylinux2014_ppc64le.whl", hash = "sha256:32be97f3b75693a93c683787a87a0dc8db98bb84701539954eef991fb35f5fbc"},
+    {file = "watchdog-4.0.2-py3-none-manylinux2014_s390x.whl", hash = "sha256:c82253cfc9be68e3e49282831afad2c1f6593af80c0daf1287f6a92657986757"},
+    {file = "watchdog-4.0.2-py3-none-manylinux2014_x86_64.whl", hash = "sha256:c0b14488bd336c5b1845cee83d3e631a1f8b4e9c5091ec539406e4a324f882d8"},
+    {file = "watchdog-4.0.2-py3-none-win32.whl", hash = "sha256:0d8a7e523ef03757a5aa29f591437d64d0d894635f8a50f370fe37f913ce4e19"},
+    {file = "watchdog-4.0.2-py3-none-win_amd64.whl", hash = "sha256:c344453ef3bf875a535b0488e3ad28e341adbd5a9ffb0f7d62cefacc8824ef2b"},
+    {file = "watchdog-4.0.2-py3-none-win_ia64.whl", hash = "sha256:baececaa8edff42cd16558a639a9b0ddf425f93d892e8392a56bf904f5eff22c"},
+    {file = "watchdog-4.0.2.tar.gz", hash = "sha256:b4dfbb6c49221be4535623ea4474a4d6ee0a9cef4a80b20c28db4d858b64e270"},
+]
+
 [[package]]
 name = "xarray"
 version = "2024.7.0"
diff --git a/pyproject.toml b/pyproject.toml
index 5513fe1..e2258b3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -15,6 +15,14 @@ requires-python = ">=3.12"
 readme = "README.md"
 license = {text = "MIT"}
 
+[project.optional-dependencies]
+docs = [
+    "mkdocs>=1.6.0",
+    "mkdocs-material>=9.5.32",
+    "mkdocstrings>=0.25.2",
+    "mkdocstrings-python>=1.10.8",
+    "pymdown-extensions>=10.9",
+]
 [build-system]
 requires = ["hatchling"]
 build-backend = "hatchling.build"
diff --git a/src/enzax/kinetic_model.py b/src/enzax/kinetic_model.py
index fa306b1..28d02e7 100644
--- a/src/enzax/kinetic_model.py
+++ b/src/enzax/kinetic_model.py
@@ -6,19 +6,6 @@
 from enzax.rate_equations import RateEquation
 
 
-def ragged_jax_index(lol: list[list[int]]) -> list[Int[Array, " _"]]:
-    """Convert a list of integer lists into a list of jax int arrays.
-
-    :param lol: a list of lists containing integers.
-
-    """
-
-    def convert_list(loi: list[int]) -> Int[Array, " _"]:
-        return jnp.array(loi, dtype=jnp.int16)
-
-    return list(map(convert_list, lol))
-
-
 @jaxtyped(typechecker=typechecked)
 class KineticModelParameters(eqx.Module):
     """Parameters for a kinetic model."""