diff --git a/.github/workflows/doc-build.yml b/.github/workflows/doc-build.yml
index cd098c3..ef27239 100644
--- a/.github/workflows/doc-build.yml
+++ b/.github/workflows/doc-build.yml
@@ -7,21 +7,27 @@ on:
branches:
- '**'
tags:
- - 'v*.*.*'
+ - 'docs-v*.*.*'
release:
types: [published]
+
+defaults:
+ run:
+ working-directory: ./docs
jobs:
build:
runs-on: ubuntu-latest
- env:
- working-directory: ./docs
steps:
- uses: actions/checkout@v3
- - name: Check documentation build
+ - name: Install uv for Python 3.13
+ uses: astral-sh/setup-uv@v6
+ with:
+ python-version: 3.13
+ enable-cache: true
+ cache-dependency-glob: "docs/uv.lock"
+ - name: Install the project
+ run: |
+ uv sync --all-extras
+ - name: Build documentation
run: |
- cd docs
- pip3 install -r requirements.txt
- make clean
- # Fail buiild on any docs warning
- # make html O=-W # Removed whilst migrating existing docs
- make html
\ No newline at end of file
+ uv run mkdocs build
diff --git a/.readthedocs.yml b/.readthedocs.yml
index 0b2f93b..8bc102d 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -5,14 +5,19 @@
version: 2
build:
- os: ubuntu-20.04
+ os: "ubuntu-24.04"
tools:
- python: "3.9"
+ python: "3.13"
+ jobs:
+ pre_create_environment:
+ - cd docs
+ - asdf plugin add uv
+ - asdf install uv latest
+ - asdf global uv latest
+ create_environment:
+ - uv venv "${READTHEDOCS_VIRTUALENV_PATH}"
+ install:
+ - cd docs && UV_PROJECT_ENVIRONMENT="${READTHEDOCS_VIRTUALENV_PATH}" uv sync --frozen
-sphinx:
- configuration: docs/conf.py
- fail_on_warning: false # Removed warnings to migrate existing docs
-
-python:
- install:
- - requirements: docs/requirements.txt
\ No newline at end of file
+mkdocs:
+ configuration: docs/mkdocs.yml
\ No newline at end of file
diff --git a/docs/Makefile b/docs/Makefile
deleted file mode 100644
index b7e8724..0000000
--- a/docs/Makefile
+++ /dev/null
@@ -1,23 +0,0 @@
-# Minimal makefile for Sphinx documentation
-#
-
-# You can set these variables from the command line, and also
-# from the environment for the first two.
-SPHINXOPTS ?=
-SPHINXBUILD ?= sphinx-build
-SOURCEDIR = .
-BUILDDIR = _build
-
-# Put it first so that "make" without argument is like "make help".
-help:
- @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
-
-.PHONY: help Makefile
-
-# Catch-all target: route all unknown targets to Sphinx using the new
-# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS).
-%: Makefile
- @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
-
-build:
- sphinx-autobuild . _build/
\ No newline at end of file
diff --git a/docs/README.md b/docs/README.md
new file mode 100644
index 0000000..11ec94e
--- /dev/null
+++ b/docs/README.md
@@ -0,0 +1,40 @@
+# CogStack Documentation
+
+The central documentation for cogstack, hosted on docs.cogstack.org
+
+## Setup
+
+### Prerequisites
+
+- Python 3.10 or higher
+- [uv](https://github.com/astral-sh/uv) package manager
+
+### Installation
+
+```bash
+uv venv --python 3.12 --allow-existing
+source .venv/bin/activate
+uv sync --dev
+```
+
+## Usage
+
+### Serve documentation locally (Development)
+
+To preview the documentation locally with live reload:
+
+```bash
+uv run mkdocs serve
+```
+
+The documentation will be available at `http://127.0.0.1:8000`
+
+### Build documentation
+
+To build the static site:
+
+```bash
+uv run mkdocs build
+```
+
+The built site will be in the `site/` directory.
\ No newline at end of file
diff --git a/docs/conf.py b/docs/conf.py
deleted file mode 100644
index 0cf05c1..0000000
--- a/docs/conf.py
+++ /dev/null
@@ -1,61 +0,0 @@
-# Configuration file for the Sphinx documentation builder.
-#
-# For the full list of built-in configuration values, see the documentation:
-# https://www.sphinx-doc.org/en/master/usage/configuration.html
-import os
-import sys
-sys.path.insert(0, os.path.abspath("../observability/docs"))
-
-print("Hello")
-# -- Project information -----------------------------------------------------
-# https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information
-
-project = 'CogStack Documentation'
-copyright = '2025, CogStack Org'
-author = 'CogStack Org'
-release = 'latest'
-html_title = "CogStack Documentation"
-
-# -- General configuration ---------------------------------------------------
-# https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration
-
-extensions = [
- 'sphinx_rtd_theme',
- 'sphinx.ext.autodoc',
- 'myst_parser',
- 'sphinx.ext.inheritance_diagram',
- 'sphinx.ext.intersphinx'
-]
-
-templates_path = ['_templates']
-exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store']
-
-
-# -- Options for HTML output -------------------------------------------------
-# https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output
-
-html_theme = "furo"
-html_static_path = ['_static']
-html_logo = "cogstack-logo.png"
-
-intersphinx_mapping = {
- "sphinx": ("https://www.sphinx-doc.org/en/master/", None),
-}
-intersphinx_disabled_reftypes = ["*"]
-
-myst_enable_extensions = [
- "amsmath",
- "attrs_inline",
- "colon_fence",
- "deflist",
- "dollarmath",
- "fieldlist",
- "html_admonition",
- "html_image",
- # "linkify",
- "replacements",
- "smartquotes",
- "strikethrough",
- "substitution",
- "tasklist",
-]
diff --git a/docs/_static/screenshots-dashboards-alerts.png b/docs/docs/_static/screenshots-dashboards-alerts.png
similarity index 100%
rename from docs/_static/screenshots-dashboards-alerts.png
rename to docs/docs/_static/screenshots-dashboards-alerts.png
diff --git a/docs/_static/screenshots-dashboards-availability.png b/docs/docs/_static/screenshots-dashboards-availability.png
similarity index 100%
rename from docs/_static/screenshots-dashboards-availability.png
rename to docs/docs/_static/screenshots-dashboards-availability.png
diff --git a/docs/_static/screenshots-dashboards-docker-metrics.png b/docs/docs/_static/screenshots-dashboards-docker-metrics.png
similarity index 100%
rename from docs/_static/screenshots-dashboards-docker-metrics.png
rename to docs/docs/_static/screenshots-dashboards-docker-metrics.png
diff --git a/docs/_static/screenshots-dashboards-es-metrics.png b/docs/docs/_static/screenshots-dashboards-es-metrics.png
similarity index 100%
rename from docs/_static/screenshots-dashboards-es-metrics.png
rename to docs/docs/_static/screenshots-dashboards-es-metrics.png
diff --git a/docs/_static/screenshots-dashboards-vm-metrics.png b/docs/docs/_static/screenshots-dashboards-vm-metrics.png
similarity index 100%
rename from docs/_static/screenshots-dashboards-vm-metrics.png
rename to docs/docs/_static/screenshots-dashboards-vm-metrics.png
diff --git a/docs/docs/assets/brand-logo-dark.svg b/docs/docs/assets/brand-logo-dark.svg
new file mode 100644
index 0000000..1b28b09
--- /dev/null
+++ b/docs/docs/assets/brand-logo-dark.svg
@@ -0,0 +1 @@
+
\ No newline at end of file
diff --git a/docs/docs/assets/brand-logo-dark.svg:Zone.Identifier b/docs/docs/assets/brand-logo-dark.svg:Zone.Identifier
new file mode 100644
index 0000000..d6c1ec6
Binary files /dev/null and b/docs/docs/assets/brand-logo-dark.svg:Zone.Identifier differ
diff --git a/docs/cogstack-logo.png b/docs/docs/assets/cogstack-logo.png
similarity index 100%
rename from docs/cogstack-logo.png
rename to docs/docs/assets/cogstack-logo.png
diff --git a/docs/docs/cogstack-ai/index.md b/docs/docs/cogstack-ai/index.md
new file mode 100644
index 0000000..1c139d6
--- /dev/null
+++ b/docs/docs/cogstack-ai/index.md
@@ -0,0 +1,11 @@
+# CogStack AI
+
+CogStack AI provides powerful natural language processing tools for healthcare and biomedical text analysis.
+
+## Available Tools
+
+- **[MedCAT](https://docs.cogstack.org/projects/nlp)** - Medical Concept Annotation Tool for Named Entity Recognition and Linking (NER+L) from clinical free-text documents.
+
+- **[MedCAT Trainer](https://docs.cogstack.org/projects/medcat-trainer/)** - Interface for building, improving, and customizing Named Entity Recognition and Linking models for biomedical domain text.
+
+Click on the links above to access the full documentation for each tool.
diff --git a/docs/docs/data-engineering/index.md b/docs/docs/data-engineering/index.md
new file mode 100644
index 0000000..f94691b
--- /dev/null
+++ b/docs/docs/data-engineering/index.md
@@ -0,0 +1,9 @@
+# Data Engineering
+
+CogStack Data Engineering provides tools and frameworks for building scalable, configurable data processing pipelines.
+
+## Available Tools
+
+- **[NiFi](https://docs.cogstack.org/projects/nifi/)** - Apache NiFi integration for CogStack, providing fully configurable and scalable data flows with built-in monitoring, data provenance, and security features.
+
+Click on the link above to access the full documentation.
diff --git a/docs/overview/cogstack-documentation.md b/docs/docs/index.md
similarity index 65%
rename from docs/overview/cogstack-documentation.md
rename to docs/docs/index.md
index f5539b8..ef9ad81 100644
--- a/docs/overview/cogstack-documentation.md
+++ b/docs/docs/index.md
@@ -1,21 +1,30 @@
-# CogStack Documentation
+Welcome to the CogStack Documentation site.
## What is CogStack?
+
CogStack is a lightweight distributed, fault tolerant database processing architecture and ecosystem, intended to make NLP processing and preprocessing easier in resource constrained environments. It comprises of multiple components, and has been designed to provide configurable data processing pipelines for working with EHR data.
CogStack uses databases and files as primary sources of EHR data, with support for custom data connectors. The platform leverages [Apache NiFi](https://nifi.apache.org/) to provide fully configurable data processing pipelines with the goal of generating annotated JSON standardised schema files that can be readily indexed into [ElasticSearch](https://www.elastic.co/), stored as files or pushed back to a database.
-
CogStack is a commercial open-source product, with the code available on GitHub: [https://github.com/CogStack/](https://github.com/CogStack/) . For enterprise deployments, full platform setup, and advanced features, please [contact us](https://docs.cogstack.org/en/latest/).
-:::{tip}
-CogStack is designed as a microservices-based ecosystem. The recommended deployment method is on **Kubernetes using Helm charts**, which provides cloud-native support, scalability, and reliability. Ready-to-use CogStack images are available from the official Docker Hub under the [cogstacksystems](https://hub.docker.com/u/cogstacksystems/) organisation. Docker Compose is still supported for development and smaller deployments, but Kubernetes is recommended for production environments.
-:::
+!!! tip
-## Why does this project exist?
+ CogStack is designed as a microservices-based ecosystem. The recommended deployment method is on **Kubernetes using Helm charts**, which provides cloud-native support, scalability, and reliability. Ready-to-use CogStack images are available from the official Docker Hub under the [cogstacksystems](https://hub.docker.com/u/cogstacksystems/) organisation. Docker Compose is still supported for development and smaller deployments, but Kubernetes is recommended for production environments.
+
+## What is CogStack For?
CogStack consists of a range of technologies designed to support modern, open source healthcare analytics, and is chiefly comprised of the Elastic stack ([ElasticSearch](https://www.elastic.co/products/elasticsearch), [Kibana](https://www.elastic.co/products/kibana), etc.), [MedCAT](https://github.com/CogStack/MedCAT) (clinical natural language processing for named entity extraction and linking, contextualization, and realtion extraction), clinical text [OCR](https://github.com/CogStack/ocr-service), and clinical text de-identification. Since the processed EHR data can be represented and stored in databases or ElasticSearch, CogStack can be perfectly utilised as one of the solutions for integrating EHR data with other types of biomedical, -omics, wearables data, etc.
----
\ No newline at end of file
+---
+
+## Community and support
+
+- **Questions?** Reach out in the [CogStack community forum](https://discourse.cogstack.org/).
+- **Code and projects:** [CogStack on GitHub](https://github.com/orgs/CogStack/repositories).
+
+## Next Steps
+
+[Get Started ](overview/getting-started.md){ .md-button .md-button--primary }
\ No newline at end of file
diff --git a/docs/overview/Data pipelines.md b/docs/docs/overview/Data pipelines.md
similarity index 77%
rename from docs/overview/Data pipelines.md
rename to docs/docs/overview/Data pipelines.md
index 79f3d5e..01d08ab 100644
--- a/docs/overview/Data pipelines.md
+++ b/docs/docs/overview/Data pipelines.md
@@ -7,7 +7,19 @@ This page covers the data pipelines used in CogStack ecosystem.
## CogStack-NiFi
### Overview
-CogStack-NiFi is the re-architected version of CogStack-Pipeline that replaces the fixed Spring Batch-based pipeline engine with [Apache NiFi](https://nifi.apache.org/). It focuses on fully configurable and scalable data flows with the data processing engine that is easy to use, deploy and tailor to any site-specific data flow requirements. Apache NiFi also comes in with build-in monitoring, data provenance and security features that puts the operations in better control and reliability. **CogStack-NiFi useful links:**
**Apache NiFi resources:** The official website: https://nifi.apache.org/
The official documentation: https://nifi.apache.org/docs.html
+CogStack-NiFi is the re-architected version of CogStack-Pipeline that replaces the fixed Spring Batch-based pipeline engine with [Apache NiFi](https://nifi.apache.org/). It focuses on fully configurable and scalable data flows with the data processing engine that is easy to use, deploy and tailor to any site-specific data flow requirements. Apache NiFi also comes in with build-in monitoring, data provenance and security features that puts the operations in better control and reliability.
+
+**CogStack-NiFi useful links:**
+
+- GitHub: [https://github.com/CogStack/CogStack-NiFi](https://github.com/CogStack/CogStack-NiFi)
+- Documentation with deployment examples: [https://github.com/CogStack/CogStack-NiFi/tree/devel/deploy](https://github.com/CogStack/CogStack-NiFi/tree/devel/deploy)
+- Documentation on available services: [https://github.com/CogStack/CogStack-NiFi/tree/devel/services](https://github.com/CogStack/CogStack-NiFi/tree/devel/services)
+- DockerHub: [https://cloud.docker.com/repository/docker/cogstacksystems/cogstack-nifi](https://cloud.docker.com/repository/docker/cogstacksystems/cogstack-nifi)
+
+**Apache NiFi resources:**
+
+- The official website: [https://nifi.apache.org/](https://nifi.apache.org/)
+- The official documentation: [https://nifi.apache.org/docs.html](https://nifi.apache.org/docs.html)

diff --git a/docs/overview/Elasticsearch.md b/docs/docs/overview/Elasticsearch.md
similarity index 95%
rename from docs/overview/Elasticsearch.md
rename to docs/docs/overview/Elasticsearch.md
index 58a3750..14a7ff1 100644
--- a/docs/overview/Elasticsearch.md
+++ b/docs/docs/overview/Elasticsearch.md
@@ -28,9 +28,9 @@ Depending on the use-case, the processed EHR data is usually stored in indices a
- [the official website](https://opendistro.github.io/for-elasticsearch/)
- the official [OpenDistro for Elasticsearch documentation](https://opendistro.github.io/for-elasticsearch-docs/)
-:::{TIP}
-For example use and deployment of CogStack with Elasticsearch please see the tutorial: [CogStack using Apache NiFi Deployment Examples](https://github.com/CogStack/CogStack-NiFi/tree/devel/deploy)
-:::
+!!! tip
+
+ For example use and deployment of CogStack with Elasticsearch please see the tutorial: [CogStack using Apache NiFi Deployment Examples](https://github.com/CogStack/CogStack-NiFi/tree/devel/deploy)
## Kibana
diff --git a/docs/overview/Natural Language Processing.md b/docs/docs/overview/Natural Language Processing.md
similarity index 86%
rename from docs/overview/Natural Language Processing.md
rename to docs/docs/overview/Natural Language Processing.md
index 794e35b..a9c32f0 100644
--- a/docs/overview/Natural Language Processing.md
+++ b/docs/docs/overview/Natural Language Processing.md
@@ -7,13 +7,13 @@
CogStack ecosystem provides a standard set of natural language processing applications that are used either as standalone applications or implemented as RESTful services with uniform API, each running in a Docker container. These NLP applications when used inside the data processing pipeline cover one of the key steps of information extraction. These NLP applications may include extracting medical concepts from free-text notes using a specific terminology, such as [SNOMED CT](https://en.wikipedia.org/wiki/SNOMED_CT) or using all the terminologies as available in [UMLS](https://www.nlm.nih.gov/research/umls/index.html). Often, more specialised applications will be built on top of the standard set of NLP applications provided in CogStack, utilising both structured and unstructured information tailored to a defined use-case. These custom applications can be further integrated into CogStack and used as a part of standard set of NLP applications.
-:::{tip}
-Please see [CogStack using Apache NiFi Deployment Examples](https://github.com/CogStack/CogStack-NiFi/tree/devel/deploy) to see how to integrate NLP services in example data pipelines.
-:::
+!!! tip
-:::{tip}
-Apart from being integrated directly in the data processing pipeline, many NLP applications are often used as standalone applications and have a rich set of tools build around them – please see below for more details.
-:::
+ Please see [CogStack using Apache NiFi Deployment Examples](https://github.com/CogStack/CogStack-NiFi/tree/devel/deploy) to see how to integrate NLP services in example data pipelines.
+
+!!! tip
+
+ Apart from being integrated directly in the data processing pipeline, many NLP applications are often used as standalone applications and have a rich set of tools build around them – please see below for more details.
## MedCAT - Medical Concept Annotation Tool
@@ -25,13 +25,13 @@ One of the key tools is MedCAT – a Medical Concept Annotation Tool that is use
|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------|
| MedCAT is based on a light-weight neural network that calculates vector embeddings and that is used for disambiguation and concept detection. MedCAT also uses Deep Learning Language Model that is used for detection of negation, experiencer or any other type of classification. MedCAT can utilise a concepts dictionary with a vocabulary provided by the end-user that will be used to perform annotate the concepts in the clinical notes. The provided concepts dictionary can be e.g., SNOMED CT terminology or full/ subset of UMLS resource. Apart from providing the vocabulary and concepts dictionary, the underlying MedCAT model can be further trained and fine-tuned for performing context-aware concept disambiguation with additional meta-annotations tasks. MedCAT be run also directly with pre-trained models. **MedCAT** can be used either as a standalone Python module, as a part of a model trainer application **MedCAT Trainer** or be deployed as a RESTful **MedCAT Service** inside a data processing pipeline. Below are briefly covered possible ways of working with MedCAT. |  |
-:::{WARNING}
-Please note that we only provide few basic models for MedCAT that have been prepared using open datasets. Some of the used models are restricted by the external licensing of the resource that was used to build it, such as SNOMED CT or UMLS. In such cases, the user needs to apply for an appropriate license – please see: [UMLS licensing](https://www.nlm.nih.gov/research/umls/knowledge_sources/metathesaurus/release/license_agreement.html) and [SNOMED CT licensing](http://www.snomed.org/snomed-ct/get-snomed).
-:::
+!!! warning
+
+ Please note that we only provide few basic models for MedCAT that have been prepared using open datasets. Some of the used models are restricted by the external licensing of the resource that was used to build it, such as SNOMED CT or UMLS. In such cases, the user needs to apply for an appropriate license – please see: [UMLS licensing](https://www.nlm.nih.gov/research/umls/knowledge_sources/metathesaurus/release/license_agreement.html) and [SNOMED CT licensing](http://www.snomed.org/snomed-ct/get-snomed).
+
+!!! important
-:::{IMPORTANT}
-When deploying MedCAT into data processing pipelines one may be interested in training and tailoring the MedCAT models as a part of model preparation. This can be done directly by using MedCAT Trainer or MedCAT library working with a corpus of input documents. Such trained model can be in the next step provided into MedCAT Service that will be deployed as a service and used in the data pipeline.
-:::
+ When deploying MedCAT into data processing pipelines one may be interested in training and tailoring the MedCAT models as a part of model preparation. This can be done directly by using MedCAT Trainer or MedCAT library working with a corpus of input documents. Such trained model can be in the next step provided into MedCAT Service that will be deployed as a service and used in the data pipeline.
### MedCAT Python module
@@ -42,9 +42,9 @@ Key resources:
- Tutorial on MedCAT: [MedCAT – Analysing Electronic Health Records](https://towardsdatascience.com/medcat-introduction-analyzing-electronic-health-records-e1c420afa13a) (in a series of articles)
- PIP repository:
-:::{tip}
-The MedCAT Python library is the functional core of MedCAT project. The library is used by MedCAT Trainer when training and updating the models. It is also used within the MedCAT Service that exposes the medical concepts extraction functionality.
-:::
+!!! tip
+
+ The MedCAT Python library is the functional core of MedCAT project. The library is used by MedCAT Trainer when training and updating the models. It is also used within the MedCAT Service that exposes the medical concepts extraction functionality.
## MedCAT Trainer
@@ -60,9 +60,9 @@ Key resources:
- GitHub repository with code, documentation and use examples:
-:::{tip}
-Please note that there is available public MedCAT model trained on MedMentions corpus that can be used to play with.
-:::
+!!! tip
+
+ Please note that there is available public MedCAT model trained on MedMentions corpus that can be used to play with.
### REST API definition
@@ -117,9 +117,9 @@ Here, the `content` object holds an array of single document content to be proce
### Example use
-:::{tip}
-Please see [CogStack using Apache NiFi Deployment Examples](https://github.com/CogStack/CogStack-NiFi/tree/devel/deploy) to see how to deploy example NLP services, i.e. MedCAT with a public MedMentions model.
-:::
+!!! tip
+
+ Please see [CogStack using Apache NiFi Deployment Examples](https://github.com/CogStack/CogStack-NiFi/tree/devel/deploy) to see how to deploy example NLP services, i.e. MedCAT with a public MedMentions model.
#### MedCAT
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diff --git a/docs/docs/overview/getting-started.md b/docs/docs/overview/getting-started.md
new file mode 100644
index 0000000..324ce29
--- /dev/null
+++ b/docs/docs/overview/getting-started.md
@@ -0,0 +1,39 @@
+# Getting started
+
+Suggested order for reading the docs and getting the most out of CogStack.
+
+## 1. Understand the platform
+
+- **[Introduction](../index.md)** — What CogStack is and how it fits together.
+- **[Natural Language Processing](Natural%20Language%20Processing.md)** — Overview of NLP components (MedCAT, MedCAT Trainer, MedCAT Service).
+- **[Data pipelines](Data%20pipelines.md)** — How data flows through the system.
+
+## 2. Choose your focus
+
+**If you care about AI / NLP:**
+
+- [CogStack AI](../cogstack-ai/index.md) — Links to MedCAT and MedCAT Trainer documentation.
+
+**If you care about data pipelines:**
+
+- [Data Engineering](../data-engineering/index.md) — NiFi and pipeline configuration.
+
+**If you care about running CogStack:**
+
+- [Deployment overview](../platform/deployment/_index.md) — Ways to deploy (Helm, Docker Compose, cloud examples).
+- [Quickstart](../platform/deployment/get-started/quickstart.md) — Get a local instance running quickly.
+
+## 3. Deploy and operate
+
+- **[Helm tutorial](../platform/deployment/helm/tutorial.md)** — Deploy with Helm step by step.
+- **[Observability](../platform/observability/_index.md)** — Dashboards, telemetry, and alerting for your deployment.
+
+## 4. Go deeper
+
+- **Helm charts** — [MedCAT Service](../platform/deployment/helm/charts/medcat-service-helm.md) and [MedCAT Trainer](../platform/deployment/helm/charts/medcat-trainer-helm.md).
+- **Examples** — [AWS](../platform/deployment/examples/aws-kubernetes-eks.md), [Azure](../platform/deployment/examples/azure-kubernetes-aks.md), [OpenStack](../platform/deployment/examples/openstack-kubernetes-k3s.md).
+- **Observability** — [Production setup](../platform/observability/setup/production-setup.md), [Telemetry](../platform/observability/setup/telemetry.md), [Alerting](../platform/observability/setup/alerting.md).
+
+---
+
+Need help? Ask in the [CogStack community forum](https://discourse.cogstack.org/).
diff --git a/docs/platform/deployment/_index.md b/docs/docs/platform/deployment/_index.md
similarity index 61%
rename from docs/platform/deployment/_index.md
rename to docs/docs/platform/deployment/_index.md
index 91a51cd..5b054b2 100644
--- a/docs/platform/deployment/_index.md
+++ b/docs/docs/platform/deployment/_index.md
@@ -1,24 +1,25 @@
# Deployment
## Introduction
-:::{warning}
-We are actively working on improving the deployment of CogStack
-The following section shows how to run MedCAT Service in a variety of environments and configs.
+!!! warning
-To setup a full deployment of CogStack including the data pipelines and infrastructure, contact us
-:::
+ We are actively working on improving the deployment of CogStack
+
+ The following section shows how to run MedCAT Service in a variety of environments and configs.
+
+ To setup a full deployment of CogStack including the data pipelines and infrastructure, contact us
## Overview
CogStack is a self-hosted platform made up of microservices and tools
-If you want to get started quickly, check out the [Quickstart](./get-started/quickstart) guide to run CogStack locally in just a few simple steps.
+If you want to get started quickly, check out the [Quickstart](./get-started/quickstart.md) guide to run CogStack locally in just a few simple steps.
-Our recommended deployment method is on Kubernetes using Helm charts. This makes installing and managing CogStack easy and consistent. For a detailed walkthrough, see [Helm](./helm/_index) .
+Our recommended deployment method is on Kubernetes using Helm charts. This makes installing and managing CogStack easy and consistent. For a detailed walkthrough, see [Helm](./helm/_index.md).
-You can run Kubernetes anywhere — on your own hardware or through cloud providers like AWS (EKS) or Azure (AKS). To help with this, we provide basic examples using Terraform that will deploy the infrastructure, services, and perform tests using a few terraform commands. These are available in the [Examples](./examples/_index) folder.
+You can run Kubernetes anywhere — on your own hardware or through cloud providers like AWS (EKS) or Azure (AKS). To help with this, we provide basic examples using Terraform that will deploy the infrastructure, services, and perform tests using a few terraform commands. These are available in the [Examples](./examples/_index.md) section.
-Along with kubernetes, it is also possible to run CogStack through docker compose. See the [Reference](./reference/_index) folder for this.
+Along with kubernetes, it is also possible to run CogStack through docker compose. See the [Docker Compose](./reference/docker-compose/_index.md) section for this.
## Deployment Recommendations
@@ -28,15 +29,3 @@ Along with kubernetes, it is also possible to run CogStack through docker compos
- Keep your Terraform code in your own Git repository and adopt GitOps practices
-## Contents
-```{toctree}
-:maxdepth: 2
-
-get-started/_index
-
-helm/_index
-
-examples/_index
-
-reference/_index
-```
diff --git a/docs/docs/platform/deployment/examples/_index.md b/docs/docs/platform/deployment/examples/_index.md
new file mode 100644
index 0000000..688d52d
--- /dev/null
+++ b/docs/docs/platform/deployment/examples/_index.md
@@ -0,0 +1,9 @@
+# Examples
+
+These examples demonstrate how to deploy CogStack infrastructure quickly using Terraform. Each example typically requires just one or two `terraform apply` commands to create all the required infrastructure and run CogStack.
+
+Use them as a starting point or reference for your own deployments.
+
+!!! warning
+
+ Please note these examples are for demonstration and testing only. We do not advise using these with any real production data without review. Cloud infrastructure can be complex, and your IT department likely has guidelines or governance rules you'll need to follow when moving beyond these basic setups.
diff --git a/docs/platform/deployment/examples/aws-kubernetes-eks.md b/docs/docs/platform/deployment/examples/aws-kubernetes-eks.md
similarity index 100%
rename from docs/platform/deployment/examples/aws-kubernetes-eks.md
rename to docs/docs/platform/deployment/examples/aws-kubernetes-eks.md
diff --git a/docs/platform/deployment/examples/azure-kubernetes-aks.md b/docs/docs/platform/deployment/examples/azure-kubernetes-aks.md
similarity index 100%
rename from docs/platform/deployment/examples/azure-kubernetes-aks.md
rename to docs/docs/platform/deployment/examples/azure-kubernetes-aks.md
diff --git a/docs/platform/deployment/examples/openstack-docker.md b/docs/docs/platform/deployment/examples/openstack-docker.md
similarity index 100%
rename from docs/platform/deployment/examples/openstack-docker.md
rename to docs/docs/platform/deployment/examples/openstack-docker.md
diff --git a/docs/platform/deployment/examples/openstack-kubernetes-k3s.md b/docs/docs/platform/deployment/examples/openstack-kubernetes-k3s.md
similarity index 100%
rename from docs/platform/deployment/examples/openstack-kubernetes-k3s.md
rename to docs/docs/platform/deployment/examples/openstack-kubernetes-k3s.md
diff --git a/docs/platform/deployment/get-started/_index.md b/docs/docs/platform/deployment/get-started/_index.md
similarity index 96%
rename from docs/platform/deployment/get-started/_index.md
rename to docs/docs/platform/deployment/get-started/_index.md
index f6fad99..fa2b8a5 100644
--- a/docs/platform/deployment/get-started/_index.md
+++ b/docs/docs/platform/deployment/get-started/_index.md
@@ -28,9 +28,3 @@ See the official documentation on these tools for the best documentation for ins
If you plan to deploy on cloud providers like AWS, Azure, or OpenStack, ensure you have the appropriate accounts set up with necessary permissions. Refer to the respective provider’s documentation for guidance.
-## Contents
-```{toctree}
-:maxdepth: 2
-
-quickstart
-```
diff --git a/docs/platform/deployment/get-started/quickstart.md b/docs/docs/platform/deployment/get-started/quickstart.md
similarity index 100%
rename from docs/platform/deployment/get-started/quickstart.md
rename to docs/docs/platform/deployment/get-started/quickstart.md
diff --git a/docs/platform/deployment/helm/_index.md b/docs/docs/platform/deployment/helm/_index.md
similarity index 67%
rename from docs/platform/deployment/helm/_index.md
rename to docs/docs/platform/deployment/helm/_index.md
index f2ae6e5..4b5a5ff 100644
--- a/docs/platform/deployment/helm/_index.md
+++ b/docs/docs/platform/deployment/helm/_index.md
@@ -5,16 +5,6 @@ Helm is our recommended way to deploy CogStack. It simplifies installing, upgrad
For a detailed, step-by-step walkthrough on deploying CogStack with Helm, please see the [Tutorial](./tutorial.md).
-To understand how the Helm charts are structured and how they work under the hood, check out the [architecture](./architecture) section.
+To understand how the Helm charts are structured and how they work under the hood, check out the [Charts](./charts/_index.md) section.
-## Contents
-
-```{toctree}
-:maxdepth: 2
-
-tutorial
-cogstack-helm-module
-charts/_index
-
-```
diff --git a/docs/platform/deployment/helm/charts/_index.md b/docs/docs/platform/deployment/helm/charts/_index.md
similarity index 81%
rename from docs/platform/deployment/helm/charts/_index.md
rename to docs/docs/platform/deployment/helm/charts/_index.md
index 84810a0..0de2123 100644
--- a/docs/platform/deployment/helm/charts/_index.md
+++ b/docs/docs/platform/deployment/helm/charts/_index.md
@@ -9,11 +9,8 @@ The Helm charts for CogStack are published to Docker Hub, which is an OCI-compli
- **MedCAT Trainer:**
https://hub.docker.com/r/cogstacksystems/medcat-trainer-helm
-```{toctree}
-:maxdepth: 1
-medcat-service-helm
-medcat-trainer-helm
-```
+- [MedCAT Service Helm](medcat-service-helm.md)
+- [MedCAT Trainer Helm](medcat-trainer-helm.md)
## Chart Publishing
diff --git a/docs/platform/deployment/helm/charts/medcat-service-helm.md b/docs/docs/platform/deployment/helm/charts/medcat-service-helm.md
similarity index 100%
rename from docs/platform/deployment/helm/charts/medcat-service-helm.md
rename to docs/docs/platform/deployment/helm/charts/medcat-service-helm.md
diff --git a/docs/platform/deployment/helm/charts/medcat-trainer-helm.md b/docs/docs/platform/deployment/helm/charts/medcat-trainer-helm.md
similarity index 100%
rename from docs/platform/deployment/helm/charts/medcat-trainer-helm.md
rename to docs/docs/platform/deployment/helm/charts/medcat-trainer-helm.md
diff --git a/docs/platform/deployment/helm/cogstack-helm-module.md b/docs/docs/platform/deployment/helm/cogstack-helm-module.md
similarity index 100%
rename from docs/platform/deployment/helm/cogstack-helm-module.md
rename to docs/docs/platform/deployment/helm/cogstack-helm-module.md
diff --git a/docs/platform/deployment/helm/troubleshooting.md b/docs/docs/platform/deployment/helm/troubleshooting.md
similarity index 100%
rename from docs/platform/deployment/helm/troubleshooting.md
rename to docs/docs/platform/deployment/helm/troubleshooting.md
diff --git a/docs/platform/deployment/helm/tutorial.md b/docs/docs/platform/deployment/helm/tutorial.md
similarity index 100%
rename from docs/platform/deployment/helm/tutorial.md
rename to docs/docs/platform/deployment/helm/tutorial.md
diff --git a/docs/platform/deployment/reference/docker-compose/_index.md b/docs/docs/platform/deployment/reference/docker-compose/_index.md
similarity index 77%
rename from docs/platform/deployment/reference/docker-compose/_index.md
rename to docs/docs/platform/deployment/reference/docker-compose/_index.md
index 9eb5efa..71f5342 100644
--- a/docs/platform/deployment/reference/docker-compose/_index.md
+++ b/docs/docs/platform/deployment/reference/docker-compose/_index.md
@@ -5,11 +5,12 @@ CogStack services are all provided as Docker images with configuration files, so
We use Docker Compose internally during development to run services individually or together without the overhead of full orchestration.
## Note
-:::{tip}
-We are actively working on moving away from docker compose and VMs as the primary way of doing production deployments. Instead we plan to focus more on deployment with Kubernetes and Helm.
-Many of the existing project instructions in github for CogStack will still show how to use docker compose to bring up standalone instances.
-:::
+!!! tip
+
+ We are actively working on moving away from docker compose and VMs as the primary way of doing production deployments. Instead we plan to focus more on deployment with Kubernetes and Helm.
+
+ Many of the existing project instructions in github for CogStack will still show how to use docker compose to bring up standalone instances.
## How to run
diff --git a/docs/docs/platform/index.md b/docs/docs/platform/index.md
new file mode 100644
index 0000000..acb4fda
--- /dev/null
+++ b/docs/docs/platform/index.md
@@ -0,0 +1,17 @@
+# Platform
+
+The CogStack platform covers how to deploy, run, and observe CogStack in your environment.
+
+## Deployment
+
+Deploy and run CogStack with Helm, Docker Compose, or cloud examples.
+
+- **[Deployment overview](deployment/_index.md)** — Introduction, options, and recommendations.
+- [Quickstart](deployment/get-started/quickstart.md) — Get a local instance running quickly.
+
+## Observability
+
+Monitor and operate your CogStack deployment with dashboards, telemetry, and alerting.
+
+- **[Observability overview](observability/_index.md)** — Features and quick links.
+- [Quickstart](observability/get-started/quickstart.md) — Run the observability stack.
diff --git a/docs/docs/platform/observability/_index.md b/docs/docs/platform/observability/_index.md
new file mode 100644
index 0000000..eb4fc76
--- /dev/null
+++ b/docs/docs/platform/observability/_index.md
@@ -0,0 +1,40 @@
+# Cogstack Observability
+
+This project provides observability of a cogstack deployment.
+
+It provides the following features:
+- Dashboards for availability
+- Telemetry of infrastructure such as host memory usage, and elasticsearch index size
+- Alerting based on a defined Service Level Objective (SLO) and burn rates
+- Blackbox Probing of services to find service level indicators of uptime and latency
+- A working inventory of what is running where
+
+
+See the [Quickstart](./get-started/quickstart.md) to see how to easily run this stack.
+
+## Getting Started
+
+- [Quickstart](./get-started/quickstart.md)
+- [User Guide Tutorial](./get-started/userguide-tutorial.md)
+
+## Setup
+
+- [Production Setup](./setup/production-setup.md)
+- [Probing](./setup/probing.md)
+- [Telemetry](./setup/telemetry.md)
+- [Alerting](./setup/alerting.md)
+
+## Customization
+
+- [Custom Dashboards](./customization/custom-dashboards.md)
+- [Alerts Customization](./customization/alerts-customization.md)
+- [Custom Prometheus Configs](./customization/custom-prometheus-configs.md)
+- [Blackbox Exporter Config](./customization/blackbox-exporter-config.md)
+
+## Reference
+
+- [Project Details](./reference/project-details.md)
+- [Concept Materials](./reference/concept-materials.md)
+- [Quickstart Manual](./reference/quickstart-manual.md)
+- [Understanding Metrics](./reference/understanding-metrics.md)
+
diff --git a/docs/docs/platform/observability/customization/_index.md b/docs/docs/platform/observability/customization/_index.md
new file mode 100644
index 0000000..e663b50
--- /dev/null
+++ b/docs/docs/platform/observability/customization/_index.md
@@ -0,0 +1,5 @@
+# Customization
+
+## Grafana Customization
+
+## Prometheus Customization
\ No newline at end of file
diff --git a/docs/platform/observability/customization/alerts-customization.md b/docs/docs/platform/observability/customization/alerts-customization.md
similarity index 100%
rename from docs/platform/observability/customization/alerts-customization.md
rename to docs/docs/platform/observability/customization/alerts-customization.md
diff --git a/docs/platform/observability/customization/blackbox-exporter-config.md b/docs/docs/platform/observability/customization/blackbox-exporter-config.md
similarity index 100%
rename from docs/platform/observability/customization/blackbox-exporter-config.md
rename to docs/docs/platform/observability/customization/blackbox-exporter-config.md
diff --git a/docs/platform/observability/customization/custom-dashboards.md b/docs/docs/platform/observability/customization/custom-dashboards.md
similarity index 100%
rename from docs/platform/observability/customization/custom-dashboards.md
rename to docs/docs/platform/observability/customization/custom-dashboards.md
diff --git a/docs/platform/observability/customization/custom-prometheus-configs.md b/docs/docs/platform/observability/customization/custom-prometheus-configs.md
similarity index 100%
rename from docs/platform/observability/customization/custom-prometheus-configs.md
rename to docs/docs/platform/observability/customization/custom-prometheus-configs.md
diff --git a/docs/platform/observability/get-started/quickstart.md b/docs/docs/platform/observability/get-started/quickstart.md
similarity index 94%
rename from docs/platform/observability/get-started/quickstart.md
rename to docs/docs/platform/observability/get-started/quickstart.md
index 4a3bac8..429f05a 100644
--- a/docs/platform/observability/get-started/quickstart.md
+++ b/docs/docs/platform/observability/get-started/quickstart.md
@@ -16,7 +16,7 @@ After completing these steps, you will have a full observability stack running l
Run this quickstart script to setup the project
```bash
-curl https://raw.githubusercontent.com/CogStack/cogstack-platform-toolkit/refs/heads/main/observability/examples/simple/quickstart.sh | bash
+curl https://raw.githubusercontent.com/CogStack/cogstack-platform-toolkit/85029d135b5bacfb473b638d82e45021ee67781a/observability/examples/simple/quickstart.sh | bash
```
Now go to "http://localhost/grafana" to see the dashboards
diff --git a/docs/platform/observability/get-started/userguide-tutorial.md b/docs/docs/platform/observability/get-started/userguide-tutorial.md
similarity index 100%
rename from docs/platform/observability/get-started/userguide-tutorial.md
rename to docs/docs/platform/observability/get-started/userguide-tutorial.md
diff --git a/docs/docs/platform/observability/reference/concept-materials.md b/docs/docs/platform/observability/reference/concept-materials.md
new file mode 100644
index 0000000..0d097e0
--- /dev/null
+++ b/docs/docs/platform/observability/reference/concept-materials.md
@@ -0,0 +1,4 @@
+# Concepts
+
+- [Understanding Metrics](understanding-metrics.md)
+
diff --git a/docs/docs/platform/observability/reference/project-details.md b/docs/docs/platform/observability/reference/project-details.md
new file mode 100644
index 0000000..53eb772
--- /dev/null
+++ b/docs/docs/platform/observability/reference/project-details.md
@@ -0,0 +1,4 @@
+# Further Project Details
+
+- [Quickstart Manual](quickstart-manual.md)
+
diff --git a/docs/platform/observability/reference/quickstart-manual.md b/docs/docs/platform/observability/reference/quickstart-manual.md
similarity index 62%
rename from docs/platform/observability/reference/quickstart-manual.md
rename to docs/docs/platform/observability/reference/quickstart-manual.md
index 03ca2ea..563eec3 100644
--- a/docs/platform/observability/reference/quickstart-manual.md
+++ b/docs/docs/platform/observability/reference/quickstart-manual.md
@@ -11,8 +11,8 @@ mkdir -p observability-simple/alloy/probers
Download these two files, and place in the right folder
-- [docker-compose.yml](../../../../observability/examples/simple/docker-compose.yml) in observability-simple/
-- [probe-observability.yml](../../../../observability/examples/simple/alloy/probers/probe-observability.yml) into observability-simple/alloy/probers
+- [docker-compose.yml](https://raw.githubusercontent.com/CogStack/cogstack-platform-toolkit/85029d135b5bacfb473b638d82e45021ee67781a/observability/examples/simple/docker-compose.yml) in observability-simple/
+- [probe-observability.yml](https://raw.githubusercontent.com/CogStack/cogstack-platform-toolkit/85029d135b5bacfb473b638d82e45021ee67781a/observability/examples/simple/alloy/probers/probe-observability.yml) into observability-simple/alloy/probers
### Step 2: Start the stack
diff --git a/docs/platform/observability/reference/understanding-metrics.md b/docs/docs/platform/observability/reference/understanding-metrics.md
similarity index 100%
rename from docs/platform/observability/reference/understanding-metrics.md
rename to docs/docs/platform/observability/reference/understanding-metrics.md
diff --git a/docs/platform/observability/setup/alerting.md b/docs/docs/platform/observability/setup/alerting.md
similarity index 100%
rename from docs/platform/observability/setup/alerting.md
rename to docs/docs/platform/observability/setup/alerting.md
diff --git a/docs/platform/observability/setup/probing.md b/docs/docs/platform/observability/setup/probing.md
similarity index 100%
rename from docs/platform/observability/setup/probing.md
rename to docs/docs/platform/observability/setup/probing.md
diff --git a/docs/platform/observability/setup/production-setup.md b/docs/docs/platform/observability/setup/production-setup.md
similarity index 63%
rename from docs/platform/observability/setup/production-setup.md
rename to docs/docs/platform/observability/setup/production-setup.md
index 4399f10..f0c5c9e 100644
--- a/docs/platform/observability/setup/production-setup.md
+++ b/docs/docs/platform/observability/setup/production-setup.md
@@ -17,7 +17,7 @@ We will run the stack and then:
Run:
```bash
-curl https://raw.githubusercontent.com/CogStack/cogstack-platform-toolkit/refs/heads/main/observability/examples/full/full-quickstart.sh | bash
+curl https://raw.githubusercontent.com/CogStack/cogstack-platform-toolkit/85029d135b5bacfb473b638d82e45021ee67781a/observability/examples/full/full-quickstart.sh | bash
```
This script will setup all the folder structure, and download all the relevant files.
@@ -26,15 +26,15 @@ This script will setup all the folder structure, and download all the relevant f
The script automates making folders, and downloading these files:
Downloads the example docker compose files:
-- [docker-compose.yml](../../../../observability/examples/full/docker-compose.yml)
-- [exporters.docker-compose.yml](../../../../observability/examples/full/exporters.docker-compose.yml)
-- [exporters.elastic.docker-compose.yml](../../../../observability/examples/full/exporters.elastic.docker-compose.yml)
+- [docker-compose.yml](https://raw.githubusercontent.com/CogStack/cogstack-platform-toolkit/85029d135b5bacfb473b638d82e45021ee67781a/observability/examples/full/docker-compose.yml)
+- [exporters.docker-compose.yml](https://raw.githubusercontent.com/CogStack/cogstack-platform-toolkit/85029d135b5bacfb473b638d82e45021ee67781a/observability/examples/full/exporters.docker-compose.yml)
+- [exporters.elastic.docker-compose.yml](https://raw.githubusercontent.com/CogStack/cogstack-platform-toolkit/85029d135b5bacfb473b638d82e45021ee67781a/observability/examples/full/exporters.elastic.docker-compose.yml)
Downloads the configurations:
-- [alloy/probers/probe-external.yml](../../../../observability/examples/full/alloy/probers/probe-external.yml)
-- [alloy/probers/probe-observability.yml ](../../../../observability/examples/full/alloy/probers/probe-observability.yml)
-- [prometheus/scrape-configs/exporters/exporters.yml](../../../../observability/examples/full/prometheus/scrape-configs/exporters/exporters.yml)
-- [prometheus/scrape-configs/recording-rules/slo.yml](../../../../observability/examples/full/prometheus/scrape-configs/recording-rules/slo.yml)
+- [alloy/probers/probe-external.yml](https://raw.githubusercontent.com/CogStack/cogstack-platform-toolkit/85029d135b5bacfb473b638d82e45021ee67781a/observability/examples/full/alloy/probers/probe-external.yml)
+- [alloy/probers/probe-observability.yml](https://raw.githubusercontent.com/CogStack/cogstack-platform-toolkit/85029d135b5bacfb473b638d82e45021ee67781a/observability/examples/full/alloy/probers/probe-observability.yml)
+- [prometheus/scrape-configs/exporters/exporters.yml](https://raw.githubusercontent.com/CogStack/cogstack-platform-toolkit/85029d135b5bacfb473b638d82e45021ee67781a/observability/examples/full/prometheus/scrape-configs/exporters/exporters.yml)
+- [prometheus/scrape-configs/recording-rules/slo.yml](https://raw.githubusercontent.com/CogStack/cogstack-platform-toolkit/85029d135b5bacfb473b638d82e45021ee67781a/observability/examples/full/prometheus/scrape-configs/recording-rules/slo.yml)
@@ -86,7 +86,7 @@ This is probably the hardest step: You will actually need to know what is runnin
## Step 5: Run Grafana Alloy on every VM
The Grafana Alloy image needs to be run on each VM that you want to get information from.
-Use the example docker compose file in [exporters.docker-compose.yml](../../../../observability/examples/full/exporters.docker-compose.yml) which will start up alloy and get metrics
+Use the example docker compose file in [exporters.docker-compose.yml](https://raw.githubusercontent.com/CogStack/cogstack-platform-toolkit/85029d135b5bacfb473b638d82e45021ee67781a/observability/examples/full/exporters.docker-compose.yml) which will start up alloy and get metrics
```
docker compose -f exporters.docker-compose.yml up -d
@@ -100,11 +100,11 @@ See [Configure Telemetry](./telemetry.md) for the full details
Your observability stack is now monitoring your services, and you have a production ready project setup
-You can now setup prometheus with any telemetry or probers required following the remaining steps in [Setup](./_index.md)
+You can now setup prometheus with any telemetry or probers required following the remaining steps in the Setup section.
For the last steps, you can:
- Run the exporters on all the VMs that you want access to
- Deploy the stack in produciton
-- Fully customise with [Customization](../customization/_index.md)
-- Look further into understanding the concepts and details in [Reference](../reference/_index.md)
+- Fully customise with [Customization](../customization/_index.md) section
+- Look further into understanding the concepts and details in the Reference section
diff --git a/docs/platform/observability/setup/telemetry.md b/docs/docs/platform/observability/setup/telemetry.md
similarity index 80%
rename from docs/platform/observability/setup/telemetry.md
rename to docs/docs/platform/observability/setup/telemetry.md
index 82d5512..a68f433 100644
--- a/docs/platform/observability/setup/telemetry.md
+++ b/docs/docs/platform/observability/setup/telemetry.md
@@ -16,7 +16,7 @@ We have to run Grafana Alloy on every single VM to get telemetry.
Alloy is setup to push metrics to a central prometheus instance.
-- Copy this docker compose file: [exporters.docker-compose.yml](../../../../observability/examples/full/exporters.docker-compose.yml)
+- Copy this docker compose file: [exporters.docker-compose.yml](https://raw.githubusercontent.com/CogStack/cogstack-platform-toolkit/85029d135b5bacfb473b638d82e45021ee67781a/observability/examples/full/exporters.docker-compose.yml)
- Edit the environment variables to point to your prometheus URL:
```yaml
@@ -34,8 +34,8 @@ Now you have the setup, you will have to run this on every VM you want metrics f
### Elastic Search Metrics
To get elasticsearch metrics we have to mount an alloy config file into the image.
-- Copy this docker compose file: [exporters.elastic.docker-compose.yml](../../../../observability/examples/full/exporters.elastic.docker-compose.yml)
-- Copy this configuration file [elasticsearch.alloy](../../../../observability/examples/full/alloy/elasticsearch.alloy) into `alloy/elasticsearch.alloy`
+- Copy this docker compose file: [exporters.elastic.docker-compose.yml](https://raw.githubusercontent.com/CogStack/cogstack-platform-toolkit/85029d135b5bacfb473b638d82e45021ee67781a/observability/examples/full/exporters.elastic.docker-compose.yml)
+- Copy this configuration file [elasticsearch.alloy](https://raw.githubusercontent.com/CogStack/cogstack-platform-toolkit/85029d135b5bacfb473b638d82e45021ee67781a/observability/examples/full/alloy/elasticsearch.alloy) into `alloy/elasticsearch.alloy`
In the docker compose file, we can see there are two changes to the usual exporter:
diff --git a/docs/index.md b/docs/index.md
deleted file mode 100644
index 8e40e72..0000000
--- a/docs/index.md
+++ /dev/null
@@ -1,36 +0,0 @@
-# Cogstack Documentation
-
-Welcome to the CogStack Documentation site.
-
-Get started by looking at the [CogStack Overview](overview/cogstack-documentation.md)
-
-Any broad questions then please do reach out in our community space [here](https://discourse.cogstack.org/)
-
-Further in development projects are [here](https://github.com/orgs/CogStack/repositories)
-
-{width=2000}
-
-```{toctree}
-:hidden:
-:maxdepth: 5
-overview/_index
-
-```
-
-```{toctree}
-:hidden:
-:caption: CogStack NLP
-MedCAT
-MedCAT Trainer
-
-```
-
-```{toctree}
-:hidden:
-:caption: CogStack Platform
-
-NiFi
-platform/deployment/_index.md
-platform/_index
-```
-
diff --git a/docs/make.bat b/docs/make.bat
deleted file mode 100644
index 8084272..0000000
--- a/docs/make.bat
+++ /dev/null
@@ -1,35 +0,0 @@
-@ECHO OFF
-
-pushd %~dp0
-
-REM Command file for Sphinx documentation
-
-if "%SPHINXBUILD%" == "" (
- set SPHINXBUILD=sphinx-build
-)
-set SOURCEDIR=.
-set BUILDDIR=_build
-
-if "%1" == "" goto help
-
-%SPHINXBUILD% >NUL 2>NUL
-if errorlevel 9009 (
- echo.
- echo.The 'sphinx-build' command was not found. Make sure you have Sphinx
- echo.installed, then set the SPHINXBUILD environment variable to point
- echo.to the full path of the 'sphinx-build' executable. Alternatively you
- echo.may add the Sphinx directory to PATH.
- echo.
- echo.If you don't have Sphinx installed, grab it from
- echo.https://www.sphinx-doc.org/
- exit /b 1
-)
-
-%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
-goto end
-
-:help
-%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
-
-:end
-popd
diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
new file mode 100644
index 0000000..a21b3fc
--- /dev/null
+++ b/docs/mkdocs.yml
@@ -0,0 +1,103 @@
+site_name: Cogstack Documentation
+site_url: http://localhost:8080/docs/
+
+theme:
+ name: material
+ favicon: assets/cogstack-logo.png
+ logo: assets/cogstack-logo.png
+ icon:
+ logo: assets/cogstack-logo.png
+ palette:
+ primary: white
+
+ features:
+ - navigation.tabs
+ - navigation.sections
+ - navigation.top
+ - navigation.indexes
+ - navigation.tracking
+ - navigation.footer
+ - header.autohide
+ - content.tooltips
+ - search.highlight
+ - search.share
+ - search.suggest
+ - toc.follow
+ - attr_list
+
+repo_url: https://github.com/CogStack
+repo_name: github.com/CogStack
+
+docs_dir: docs
+
+nav:
+ - Home:
+ - Home: index.md
+ - Getting started: overview/getting-started.md
+ - CogStack AI:
+ - CogStack AI: cogstack-ai/index.md
+ - Natural Language Processing: overview/Natural Language Processing.md
+ - MedCAT: https://docs.cogstack.org/projects/nlp
+ - MedCAT Trainer: https://docs.cogstack.org/projects/medcat-trainer/
+ - Data Engineering:
+ - Data Engineering: data-engineering/index.md
+ - Data pipelines: overview/Data pipelines.md
+ - Elasticsearch: overview/Elasticsearch.md
+ - NiFi: https://docs.cogstack.org/projects/nifi/
+ - Platform:
+ - Platform: platform/index.md
+ - Deployment:
+ - Deployment: platform/deployment/_index.md
+ - Getting Started:
+ - Getting Started: platform/deployment/get-started/_index.md
+ - Quickstart: platform/deployment/get-started/quickstart.md
+ - Helm:
+ - Helm: platform/deployment/helm/_index.md
+ - Tutorial: platform/deployment/helm/tutorial.md
+ - CogStack Helm Module: platform/deployment/helm/cogstack-helm-module.md
+ - Troubleshooting: platform/deployment/helm/troubleshooting.md
+ - Charts:
+ - Charts Overview: platform/deployment/helm/charts/_index.md
+ - MedCAT Service Helm: platform/deployment/helm/charts/medcat-service-helm.md
+ - MedCAT Trainer Helm: platform/deployment/helm/charts/medcat-trainer-helm.md
+ - Examples:
+ - Examples: platform/deployment/examples/_index.md
+ - AWS Kubernetes EKS: platform/deployment/examples/aws-kubernetes-eks.md
+ - Azure Kubernetes AKS: platform/deployment/examples/azure-kubernetes-aks.md
+ - OpenStack Kubernetes K3s: platform/deployment/examples/openstack-kubernetes-k3s.md
+ - OpenStack Docker: platform/deployment/examples/openstack-docker.md
+ - Docker Compose: platform/deployment/reference/docker-compose/_index.md
+ - Observability:
+ - Observability: platform/observability/_index.md
+ - Getting Started:
+ - Quickstart: platform/observability/get-started/quickstart.md
+ - User Guide Tutorial: platform/observability/get-started/userguide-tutorial.md
+ - Setup:
+ - Production Setup: platform/observability/setup/production-setup.md
+ - Probing: platform/observability/setup/probing.md
+ - Telemetry: platform/observability/setup/telemetry.md
+ - Alerting: platform/observability/setup/alerting.md
+ - Customization:
+ - Customization Overview: platform/observability/customization/_index.md
+ - Custom Dashboards: platform/observability/customization/custom-dashboards.md
+ - Alerts Customization: platform/observability/customization/alerts-customization.md
+ - Custom Prometheus Configs: platform/observability/customization/custom-prometheus-configs.md
+ - Blackbox Exporter Config: platform/observability/customization/blackbox-exporter-config.md
+ - Reference:
+ - Project Details: platform/observability/reference/project-details.md
+ - Concept Materials: platform/observability/reference/concept-materials.md
+ - Quickstart Manual: platform/observability/reference/quickstart-manual.md
+ - Understanding Metrics: platform/observability/reference/understanding-metrics.md
+
+plugins:
+ - search
+ - termynal
+
+markdown_extensions:
+ - admonition
+ - attr_list
+ - pymdownx.details
+ - pymdownx.superfences
+ - pymdownx.emoji:
+ emoji_index: !!python/name:material.extensions.emoji.twemoji
+ emoji_generator: !!python/name:material.extensions.emoji.to_svg
diff --git a/docs/overview/_index.md b/docs/overview/_index.md
deleted file mode 100644
index 48d7bcc..0000000
--- a/docs/overview/_index.md
+++ /dev/null
@@ -1,9 +0,0 @@
-# Overview
-
-```{toctree}
-:maxdepth: 1
-cogstack-documentation
-Data pipelines
-Elasticsearch
-Natural Language Processing
-```
\ No newline at end of file
diff --git a/docs/platform/_index.md b/docs/platform/_index.md
deleted file mode 100644
index 6cb0d11..0000000
--- a/docs/platform/_index.md
+++ /dev/null
@@ -1,8 +0,0 @@
-# CogStack Tooling
-
-```{toctree}
-:maxdepth: 2
-
-observability/_index.md
-
-```
diff --git a/docs/platform/deployment/examples/_index.md b/docs/platform/deployment/examples/_index.md
deleted file mode 100644
index ed633c6..0000000
--- a/docs/platform/deployment/examples/_index.md
+++ /dev/null
@@ -1,17 +0,0 @@
-# Examples
-
-These examples demonstrate how to deploy CogStack infrastructure quickly using Terraform. Each example typically requires just one or two `terraform apply` commands to create all the required infrastructure and run CogStack.
-
-Use them as a starting point or reference for your own deployments.
-
-:::{warn}
-Please note these examples are for demonstration and testing only. We do not advise using these with any real production data without review. Cloud infrastructure can be complex, and your IT department likely has guidelines or governance rules you’ll need to follow when moving beyond these basic setups.
-:::
-
-```{toctree}
-:maxdepth: 2
-aws-kubernetes-eks
-azure-kubernetes-aks
-openstack-kubernetes-k3s
-openstack-docker
-```
diff --git a/docs/platform/deployment/reference/_index.md b/docs/platform/deployment/reference/_index.md
deleted file mode 100644
index 82f0220..0000000
--- a/docs/platform/deployment/reference/_index.md
+++ /dev/null
@@ -1,7 +0,0 @@
-# Reference
-
-```{toctree}
-:maxdepth: 2
-
-docker-compose/_index
-```
diff --git a/docs/platform/observability/_index.md b/docs/platform/observability/_index.md
deleted file mode 100644
index 00fb27f..0000000
--- a/docs/platform/observability/_index.md
+++ /dev/null
@@ -1,23 +0,0 @@
-# Cogstack Observability
-
-This project provides observability of a cogstack deployment.
-
-It provides the following features:
-- Dashboards for availability
-- Telemetry of infrastructure such as host memory usage, and elasticsearch index size
-- Alerting based on a defined Service Level Objective (SLO) and burn rates
-- Blackbox Probing of services to find service level indicators of uptime and latency
-- A working inventory of what is running where
-
-
-See the [Quickstart](./get-started/quickstart.md) to see how to easily run this stack.
-
-```{toctree}
-:maxdepth: 2
-
-get-started/_index
-setup/_index
-customization/_index
-reference/_index
-
-```
diff --git a/docs/platform/observability/customization/_index.md b/docs/platform/observability/customization/_index.md
deleted file mode 100644
index f0de41b..0000000
--- a/docs/platform/observability/customization/_index.md
+++ /dev/null
@@ -1,30 +0,0 @@
-# Customization
-
-## Grafana Customization
-```{include} custom-dashboards.md
-:heading-offset: 2
-```
-
-```{include} alerts-customization.md
-:heading-offset: 2
-```
-
-## Prometheus Customization
-```{include} custom-prometheus-configs.md
-:heading-offset: 2
-```
-```{include} blackbox-exporter-config.md
-:heading-offset: 2
-```
-
-
-```{toctree}
-:titlesonly:
-:hidden:
-
-custom-prometheus-configs
-custom-dashboards
-alerts-customization
-blackbox-exporter-config
-
-```
\ No newline at end of file
diff --git a/docs/platform/observability/get-started/_index.md b/docs/platform/observability/get-started/_index.md
deleted file mode 100644
index 0dc7dff..0000000
--- a/docs/platform/observability/get-started/_index.md
+++ /dev/null
@@ -1,7 +0,0 @@
-# Getting Started
-
-```{toctree}
-:maxdepth: 2
-quickstart
-userguide-tutorial
-```
diff --git a/docs/platform/observability/reference/_index.md b/docs/platform/observability/reference/_index.md
deleted file mode 100644
index 10348bb..0000000
--- a/docs/platform/observability/reference/_index.md
+++ /dev/null
@@ -1,9 +0,0 @@
-# Reference
-
-```{toctree}
-:maxdepth: 2
-
-project-details.md
-concept-materials.md
-
-```
diff --git a/docs/platform/observability/reference/concept-materials.md b/docs/platform/observability/reference/concept-materials.md
deleted file mode 100644
index a65cd13..0000000
--- a/docs/platform/observability/reference/concept-materials.md
+++ /dev/null
@@ -1,7 +0,0 @@
-# Concepts
-```{toctree}
-:maxdepth: 2
-understanding-metrics.md
-
-```
-
diff --git a/docs/platform/observability/reference/project-details.md b/docs/platform/observability/reference/project-details.md
deleted file mode 100644
index e3b3041..0000000
--- a/docs/platform/observability/reference/project-details.md
+++ /dev/null
@@ -1,9 +0,0 @@
-# Further Project Details
-
-
-```{toctree}
-:maxdepth: 2
-quickstart-manual.md
-
-```
-
diff --git a/docs/platform/observability/setup/_index.md b/docs/platform/observability/setup/_index.md
deleted file mode 100644
index 3c77f3d..0000000
--- a/docs/platform/observability/setup/_index.md
+++ /dev/null
@@ -1,12 +0,0 @@
-# Setup
-
-```{toctree}
-:maxdepth: 2
-
-production-setup.md
-probing.md
-telemetry.md
-alerting.md
-
-
-```
diff --git a/docs/pyproject.toml b/docs/pyproject.toml
new file mode 100644
index 0000000..9eb98e7
--- /dev/null
+++ b/docs/pyproject.toml
@@ -0,0 +1,19 @@
+[project]
+name = "cogstack-documentation"
+version = "0.1.0"
+description = "CogStack Documentation"
+readme = "README.md"
+requires-python = ">=3.10"
+dependencies = [
+ "mkdocs-material>=9.7.0",
+ "termynal>=0.13.1",
+]
+
+[project.optional-dependencies]
+dev = [
+ "ruff>=0.12.11",
+]
+
+[tool.ruff]
+line-length = 120
+
diff --git a/docs/requirements.txt b/docs/requirements.txt
deleted file mode 100644
index caa2a36..0000000
--- a/docs/requirements.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-Sphinx==6.2.1
-sphinx-rtd-theme~=1.0
-myst-parser~=0.17
-sphinx-autoapi==3.0.0
-sphinx-autobuild
-furo
\ No newline at end of file
diff --git a/docs/uv.lock b/docs/uv.lock
new file mode 100644
index 0000000..835cde9
--- /dev/null
+++ b/docs/uv.lock
@@ -0,0 +1,620 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[[package]]
+name = "babel"
+version = "2.18.0"
+source = { registry = "https://pypi.org/simple" }
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