diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 9fcf163..6b9ac06 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -54,7 +54,7 @@ jobs:
 
       - name: Run tests with coverage
         run: |
-          uv run pytest --config-file="pyproject.toml" --cov-config="pyproject.toml"
+          uv run pytest --config-file="pyproject.toml"
 
       - name: Verify coverage report
         run: |
diff --git a/.gitignore b/.gitignore
index 1a935a3..9a22b38 100644
--- a/.gitignore
+++ b/.gitignore
@@ -33,10 +33,8 @@ ENV/
 .ruff_cache/
 .reports/
 site/
-.continuerules
 
-# -- Markitect ---------
+# Markitecture
+.continuerules
 markitect.yml
-.markitecture/
-notebooks/
-.github/workflows/tag-version.yml
+docs/mkdocs/
diff --git a/README.md b/README.md
index bcebc24..871d595 100644
--- a/README.md
+++ b/README.md
@@ -1,46 +1,61 @@
-<div id="top" align="center">
+<div align="center" id="top">
 
-<!-- HEADER -->
 <picture>
-  <source media="(prefers-color-scheme: dark)" srcset="https://raw.githubusercontent.com/eli64s/markitecture/13c4b28213fb8e8c75299ef5c905ce1d195a6988/docs/assets/logos/circle-dark.svg">
-  <source media="(prefers-color-scheme: light)" srcset="https://raw.githubusercontent.com/eli64s/markitecture/13c4b28213fb8e8c75299ef5c905ce1d195a6988/docs/assets/logos/circle-light.svg">
-  <img alt="markitecture Logo" src="https://raw.githubusercontent.com/eli64s/markitecture/13c4b28213fb8e8c75299ef5c905ce1d195a6988/docs/assets/logos/circle-light.svg" width="900" style="max-width: 100%;">
+  <source media="(prefers-color-scheme: dark)" srcset="/assets/logo.svg">
+  <source media="(prefers-color-scheme: light)" srcset="/assets/logo.svg">
+  <img alt="Markitecture Logo" src="/assets/logo.svg" width="900" style="max-width: 100%;">
 </picture>
 
-<h3 align="center">
-   The Architecture of Better Documentation.
-</h3>
+<h1>Markitecture</h1>
+
+The Architecture of Better Documentation.
+
 <p align="center">
-  <em>Markitecture: The Python toolkit that empowers modular Markdown workflows.</em>
+  <em>Tools for modular Markdown workflows and content management.</em>
 </p>
 
-<!-- BADGES -->
+<!-- SHIELD GROUP -->
 <div align="center">
   <p align="center" style="margin-bottom: 20px;">
     <a href="https://github.com/eli64s/markitecture/actions">
       <img src="https://img.shields.io/github/actions/workflow/status/eli64s/markitecture/ci.yml?label=CI&style=flat&logo=githubactions&logoColor=white&labelColor=2A2A2A&color=FFD700" alt="GitHub Actions" />
     </a>
     <a href="https://app.codecov.io/gh/eli64s/markitecture">
-      <img src="https://img.shields.io/codecov/c/github/eli64s/markitecture?label=Coverage&style=flat&logo=codecov&logoColor=white&labelColor=2A2A2A&color=3fe1c0" alt="Coverage" />
+      <img src="https://img.shields.io/codecov/c/github/eli64s/markitecture?label=Coverage&style=flat&logo=codecov&logoColor=white&labelColor=2A2A2A&color=00E5FF" alt="Coverage" />
     </a>
     <a href="https://pypi.org/project/markitecture/">
-      <img src="https://img.shields.io/pypi/v/markitecture?label=PyPI&style=flat&logo=pypi&logoColor=white&labelColor=2A2A2A&color=00E5FF" alt="PyPI Version" />
+      <img src="https://img.shields.io/pypi/v/markitecture?label=PyPI&style=flat&logo=pypi&logoColor=white&labelColor=2A2A2A&color=7934C5" alt="PyPI Version" />
     </a>
+    <!--
     <a href="https://github.com/eli64s/markitecture">
       <img src="https://img.shields.io/pypi/pyversions/markitecture?label=Python&style=flat&logo=python&logoColor=white&labelColor=2A2A2A&color=7934C5" alt="Python Version" />
     </a>
+    -->
     <a href="https://opensource.org/license/mit/">
       <img src="https://img.shields.io/github/license/eli64s/markitecture?label=License&style=flat&logo=opensourceinitiative&logoColor=white&labelColor=2A2A2A&color=FF00FF" alt="MIT License">
     </a>
   </p>
 </div>
 
+[Documentation][markitecture] · [Contribute][markitecture] · [Report Bug][github-issues] · [Request Feature][github-issues]
+
+<!--
+<details>
+<summary><kbd>Table of contents</kbd></summary>
+
+- [Installation](#installation)
+- [Usage](#using-the-cli)
+- [Contributing](#contributing)
+- [License](#license)
+
+</details>
+-->
+
 <div align="center">
   <img src="https://raw.githubusercontent.com/eli64s/markitecture/216a92894e6f30c707a214fad5a5fba417e3bc39/docs/assets/line.svg" alt="separator" width="100%" height="2px" style="margin: 20px 0;">
 </div>
 
 </div>
-<!-- HEADER END -->
 
 ## What is Markitecture?
 
@@ -201,36 +216,39 @@ Contributions are welcome! Whether it's bug reports, feature requests, or code c
 
 ## License
 
+Copyright &copy; 2024 - 2025 <a href="https://eli64s/markitecture" target="_blank">Markitecture</a> All rights reserved. <br />
+Released under the [MIT][mit-license] license.
+
 Copyright © 2024-2025 [Markitecture][markitecture]. <br />
 Released under the [MIT][mit-license] license.
 
 <div align="right">
 
-[![][back-to-top]](#top)
+[![][return-to-top]](#top)
 
 </div>
 
-<!-- <div align="left">
-  <a href="#top">
-    <img src="https://raw.githubusercontent.com/eli64s/markitecture/77bec69129dd3a075d7d0816c7bd826da131ccc7/docs/assets/buttons/rectangle.svg" width="100px" height="100px" alt="Return to Top">
-  </a>
-</div> -->
-
 <div align="center">
-  <img src="https://raw.githubusercontent.com/eli64s/markitecture/216a92894e6f30c707a214fad5a5fba417e3bc39/docs/assets/line.svg" alt="separator" width="100%" height="2px" style="margin: 20px 0;">
+  <img
+  src="https://raw.githubusercontent.com/eli64s/markitecture/216a92894e6f30c707a214fad5a5fba417e3bc39/docs/assets/line.svg"
+  alt="Thematic Break"
+  width="100%"
+  height="2px"
+  style="margin: 20px 0;"
+  >
 </div>
 
-
 <!-- REFERENCE LINKS -->
 
 <!-- BADGES -->
-[back-to-top]: https://img.shields.io/badge/-BACK_TO_TOP-7934C5?style=flat-square
+[return-to-top]: https://img.shields.io/badge/-BACK_TO_TOP-7934C5?style=flat-square
 
 <!-- PROJECT RESOURCES -->
 [pypi]: https://pypi.org/project/markitecture/
 [markitecture]: https://github.com/eli64s/markitecture
 [github-issues]: https://github.com/eli64s/markitecture/issues
 [github-pulls]: https://github.com/eli64s/markitecture/pulls
+[contributing]: https://github.com/eli64s/markitecture/blob/main/CONTRIBUTING.md
 [mit-license]: https://github.com/eli64s/markitecture/blob/main/LICENSE
 [examples]: https://github.com/eli64s/markitecture/tree/main/examples
 
diff --git a/docs/assets/line.svg b/docs/assets/line.svg
index d19448d..5efe92a 100644
--- a/docs/assets/line.svg
+++ b/docs/assets/line.svg
@@ -1,10 +1,10 @@
 <svg xmlns="http://www.w3.org/2000/svg" width="100%" height="4">
     <defs>
         <linearGradient id="grad1" x1="0%" y1="0%" x2="100%" y2="0%">
-            <stop offset="25%" style="stop-color:#FFD700" />
-            <stop offset="50%" style="stop-color:#00E5FF" />
-            <stop offset="75%" style="stop-color:#7934C5" />
-            <stop offset="100%" style="stop-color:#FF00FF" />
+            <stop offset="20%" style="stop-color:#FFD700" />
+            <stop offset="40%" style="stop-color:#00E5FF" />
+            <stop offset="60%" style="stop-color:#7934C5" />
+            <stop offset="80%" style="stop-color:#FF00FF" />
         </linearGradient>
     </defs>
     <rect width="100%" height="4" fill="url(#grad1)" />
diff --git a/docs/assets/logo.svg b/docs/assets/logo.svg
new file mode 100644
index 0000000..385b97d
--- /dev/null
+++ b/docs/assets/logo.svg
@@ -0,0 +1,40 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 204.8 204.8" width="160" height="160">
+    <defs>
+        <linearGradient id="mainGradient" x1="0%" y1="0%" x2="100%" y2="100%">
+            <stop offset="20%" style="stop-color:#FFD700" />
+            <stop offset="40%" style="stop-color:#00E5FF" />
+            <stop offset="60%" style="stop-color:#7934C5" />
+            <stop offset="80%" style="stop-color:#FF00FF" />
+        </linearGradient>
+        <pattern id="gridPattern" x="0" y="0" width="6.4" height="6.4" patternUnits="userSpaceOnUse">
+            <path d="M 6.4 0 L 0 0 0 6.4" fill="none" stroke="#FFFFFF" stroke-width="0.1" stroke-opacity="0.05" />
+        </pattern>
+        <filter id="glow" x="-20%" y="-20%" width="140%" height="140%">
+            <feGaussianBlur stdDeviation="0.4" result="blur" />
+            <feComposite in="SourceGraphic" in2="blur" operator="over" />
+        </filter>
+    </defs>
+    <!-- Background -->
+    <rect width="204.8" height="204.8" rx="36" fill="#0A0218" />
+    <rect width="204.8" height="204.8" rx="36" fill="url(#gridPattern)" />
+    <!-- Main Logo Group -->
+    <g transform="translate(102.4, 102.4) scale(4.6)">
+        <!-- Main M outline -->
+        <path d="M-18,-11 L-11,-11 L-11,6 L-6,-7 L0,6 L6,-7 L11,6 L11,-11 L18,-11 L18,11 L11,11 L0,-6 L-11,11 L-18,11 Z" fill="none" stroke="url(#mainGradient)" stroke-width="0.7" stroke-linejoin="round">
+            <animate attributeName="d" values="M-18,-11 L-11,-11 L-11,6 L-6,-7 L0,6 L6,-7 L11,6 L11,-11 L18,-11 L18,11 L11,11 L0,-6 L-11,11 L-18,11 Z;
+                           M-19,-12 L-12,-12 L-12,7 L-7,-8 L0,7 L7,-8 L12,7 L12,-12 L19,-12 L19,12 L12,12 L0,-7 L-12,12 L-19,12 Z;
+                           M-18,-11 L-11,-11 L-11,6 L-6,-7 L0,6 L6,-7 L11,6 L11,-11 L18,-11 L18,11 L11,11 L0,-6 L-11,11 L-18,11 Z" dur="10s" repeatCount="indefinite" calcMode="spline" keySplines="0.4 0 0.2 1; 0.4 0 0.2 1" />
+        </path>
+        <!-- Inner M -->
+        <path d="M-15,-8 L-9,-8 L-9,4 L-5,-5 L0,4 L5,-5 L9,4 L9,-8 L15,-8 L15,8 L9,8 L0,-4 L-9,8 L-15,8 Z" fill="none" stroke="url(#mainGradient)" stroke-width="0.5" stroke-linejoin="round" opacity="0.7" />
+        <!-- Core M -->
+        <path d="M-12,-5 L-7,-5 L-7,3 L-4,-4 L0,3 L4,-4 L7,3 L7,-5 L12,-5 L12,5 L7,5 L0,-3 L-7,5 L-12,5 Z" fill="none" stroke="url(#mainGradient)" stroke-width="0.3" stroke-linejoin="round" opacity="0.5" />
+        <!-- Key Points -->
+        <g>
+            <circle cx="-18" cy="-11" r="0.3" fill="url(#mainGradient)" opacity="0.8" />
+            <circle cx="18" cy="-11" r="0.3" fill="url(#mainGradient)" opacity="0.8" />
+            <circle cx="-18" cy="11" r="0.3" fill="url(#mainGradient)" opacity="0.8" />
+            <circle cx="18" cy="11" r="0.3" fill="url(#mainGradient)" opacity="0.8" />
+        </g>
+    </g>
+</svg>
diff --git a/docs/assets/shield.svg b/docs/assets/shield.svg
index f38dd35..48e9088 100644
--- a/docs/assets/shield.svg
+++ b/docs/assets/shield.svg
@@ -2,10 +2,10 @@
     <defs>
         <!-- Updated Linear Gradient with specified colors -->
         <linearGradient id="neonGradient" x1="0%" y1="0%" x2="100%" y2="0%">
-            <stop offset="25%" style="stop-color:#FFD700" />
-            <stop offset="50%" style="stop-color:#00E5FF" />
-            <stop offset="75%" style="stop-color:#7934C5" />
-            <stop offset="100%" style="stop-color:#FF00FF" />
+            <stop offset="20%" style="stop-color:#FFD700" />
+            <stop offset="40%" style="stop-color:#00E5FF" />
+            <stop offset="60%" style="stop-color:#7934C5" />
+            <stop offset="80%" style="stop-color:#FF00FF" />
         </linearGradient>
         <!-- Neon Glow Filter -->
         <filter id="neonGlow" x="-50%" y="-50%" width="200%" height="200%">
diff --git a/notebooks/.gtikeep b/notebooks/.gtikeep
new file mode 100644
index 0000000..e69de29
diff --git a/pyproject.toml b/pyproject.toml
index c5c8715..956f8dc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ requires = [ "hatch-fancy-pypi-readme", "hatchling" ]
 
 [project]
 name = "markitecture"
-description = "❂ Markdown tools for modular and flexible docs: link validation, reference link conversion, text splitting, & more."
+description = "Markdown tools for modular workflows and content management."
 dynamic = ["readme", "version"]
 keywords = [
     "automated-markdown",
diff --git a/src/markitecture/version.py b/src/markitecture/version.py
index 77fc1e2..93824aa 100644
--- a/src/markitecture/version.py
+++ b/src/markitecture/version.py
@@ -1 +1 @@
-__version__ = "0.2.31"
+__version__ = "0.2.32"