diff --git a/README.md b/README.md
index 610619e..c801b71 100644
--- a/README.md
+++ b/README.md
@@ -46,7 +46,7 @@ Ashkinaze, J., Fry, E., Edara, N., Gilbert, E., & Budak, C. (2024). Plurals: A S
 
 
 # Overview 🌌
-<img src="assets/figure1.png" alt="System Diagram" width="100%">
+<img src="https://raw.githubusercontent.com/josh-ashkinaze/plurals/main/assets/figure1.png" alt="System Diagram" width="100%">
 
 Plurals is an end-to-end generator of simulated social ensembles. (1) **Agents** complete tasks within (2) **Structures**, with communication optionally summarized by (3) **Moderators**. Plurals integrates with government datasets (1a) and templates, some inspired by democratic deliberation theory (1b). 
 
diff --git a/setup.py b/setup.py
index 41fb833..eef784f 100644
--- a/setup.py
+++ b/setup.py
@@ -6,7 +6,7 @@ def read_requirements():
 
 setup(
     name="plurals",
-    version="0.2.28",
+    version="0.2.28.1",
     description="A package for simulated social ensembles.",
     long_description=open('README.md').read(),
     long_description_content_type="text/markdown",
@@ -21,6 +21,10 @@ def read_requirements():
         "License :: OSI Approved :: MIT License",
         "Operating System :: OS Independent",
     ],
+    project_urls={
+        "Homepage": "https://github.com/josh-ashkinaze/plurals",
+        "Documentation": "https://josh-ashkinaze.github.io/plurals",
+    },
     python_requires='>=3.6',
 )