diff --git a/search.json b/search.json
index acedf06..fd202a9 100644
--- a/search.json
+++ b/search.json
@@ -74,6 +74,6 @@
     "href": "software.html",
     "title": "Software",
     "section": "",
-    "text": "Software\n\nshrinkDSM: Efficient Bayesian Inference for Dynamic Survival Models with Shrinkage\nRClickhouse: Database interface for the R programming language\nChartmetric.jl: Scraping library for the Chartmetric API\nJSONLines.jl: Memory efficient, parallel JSONLines reader for larger-than-memory files"
+    "text": "Software\n shrinkDSM: Efficient Bayesian Inference for Dynamic Survival Models with Shrinkage   RClickhouse: Database interface for ClickHouse   Chartmetric.jl: Scraping library for the Chartmetric API   JSONLines.jl: Memory efficient, parallel JSONLines reader for larger-than-memory files"
   }
 ]
\ No newline at end of file
diff --git a/software.html b/software.html
index 0451c33..f008c14 100644
--- a/software.html
+++ b/software.html
@@ -143,12 +143,7 @@ ul.task-list li input[type="checkbox"] {
 
 <section id="software" class="level1">
 <h1>Software</h1>
-<ul>
-<li><a href="https://cran.r-project.org/package=shrinkDSM">shrinkDSM</a>: Efficient Bayesian Inference for Dynamic Survival Models with Shrinkage</li>
-<li><a href="https://cran.r-project.org/package=RClickhouse">RClickhouse</a>: Database interface for the R programming language</li>
-<li><a href="https://github.com/dwinkler1/Chartmetric.jl">Chartmetric.jl</a>: Scraping library for the <a href="https://api.chartmetric.com/apidoc/">Chartmetric API</a></li>
-<li><a href="https://github.com/dwinkler1/JSONLines.jl">JSONLines.jl</a>: Memory efficient, parallel JSONLines reader for larger-than-memory files</li>
-</ul>
+<p><img src="https://img.shields.io/badge/r-%23276DC3.svg?style=flat&amp;logo=r&amp;logoColor=white" class="img-fluid"> <a href="https://cran.r-project.org/package=shrinkDSM">shrinkDSM</a>: Efficient Bayesian Inference for Dynamic Survival Models with Shrinkage <br> <img src="https://img.shields.io/badge/r-%23276DC3.svg?style=flat&amp;logo=r&amp;logoColor=white" class="img-fluid"> <a href="https://cran.r-project.org/package=RClickhouse">RClickhouse</a>: Database interface for <a href="https://clickhouse.com">ClickHouse</a> <br> <img src="https://img.shields.io/badge/-Julia-9558B2.svg?style=flat&amp;logo=julia&amp;logoColor=white" class="img-fluid" alt="Julia"> <a href="https://github.com/dwinkler1/Chartmetric.jl">Chartmetric.jl</a>: Scraping library for the <a href="https://api.chartmetric.com/apidoc/">Chartmetric API</a> <br> <img src="https://img.shields.io/badge/-Julia-9558B2.svg?style=flat&amp;logo=julia&amp;logoColor=white" class="img-fluid" alt="Julia"> <a href="https://github.com/dwinkler1/JSONLines.jl">JSONLines.jl</a>: Memory efficient, parallel JSONLines reader for larger-than-memory files</p>
 
 
 </section>
diff --git a/software.qmd b/software.qmd
index 06c9ec1..a17d7e4 100644
--- a/software.qmd
+++ b/software.qmd
@@ -3,8 +3,7 @@ toc: false
 ---
 
 # Software
-
-- [shrinkDSM](https://cran.r-project.org/package=shrinkDSM): Efficient Bayesian Inference for Dynamic Survival Models with Shrinkage
-- [RClickhouse](https://cran.r-project.org/package=RClickhouse): Database interface for the R programming language
-- [Chartmetric.jl](https://github.com/dwinkler1/Chartmetric.jl): Scraping library for the [Chartmetric API](https://api.chartmetric.com/apidoc/)
-- [JSONLines.jl](https://github.com/dwinkler1/JSONLines.jl): Memory efficient, parallel JSONLines reader for larger-than-memory files
+![](https://img.shields.io/badge/r-%23276DC3.svg?style=flat&logo=r&logoColor=white) [shrinkDSM](https://cran.r-project.org/package=shrinkDSM): Efficient Bayesian Inference for Dynamic Survival Models with Shrinkage <br>
+![](https://img.shields.io/badge/r-%23276DC3.svg?style=flat&logo=r&logoColor=white) [RClickhouse](https://cran.r-project.org/package=RClickhouse): Database interface for  [ClickHouse](https://clickhouse.com) <br>
+ ![Julia](https://img.shields.io/badge/-Julia-9558B2.svg?style=flat&logo=julia&logoColor=white) [Chartmetric.jl](https://github.com/dwinkler1/Chartmetric.jl): Scraping library for the [Chartmetric API](https://api.chartmetric.com/apidoc/) <br>
+![Julia](https://img.shields.io/badge/-Julia-9558B2.svg?style=flat&logo=julia&logoColor=white) [JSONLines.jl](https://github.com/dwinkler1/JSONLines.jl): Memory efficient, parallel JSONLines reader for larger-than-memory files