diff --git a/docs/make.jl b/docs/make.jl
index 016bb51..e3a8fc7 100644
--- a/docs/make.jl
+++ b/docs/make.jl
@@ -5,12 +5,7 @@ using Plots
 DocMeta.setdocmeta!(MCMCTesting, :DocTestSetup, :(using MCMCTesting); recursive=true)
 
 makedocs(;
-    modules=[
-        MCMCTesting,
-        isdefined(Base, :get_extension) ?
-            Base.get_extension(MCMCTesting, :MCMCTestingPlotsExt) :
-            RecipesBase.apply_recipe
-    ],
+    modules=[MCMCTesting,],
     repo="https://github.com/Red-Portal/MCMCTesting.jl/blob/{commit}{path}#{line}",
     sitename="MCMCTesting.jl",
     format=Documenter.HTML(;
diff --git a/docs/src/ranksim.md b/docs/src/ranksim.md
index 1fc4707..0bfa115 100644
--- a/docs/src/ranksim.md
+++ b/docs/src/ranksim.md
@@ -13,7 +13,7 @@ simulate_ranks
 ## Visualizing Ranks with `Plots`
 We provide a `Plots` recipe for visualizing the ranks:
 
-```docs
+```@docs
 rankplot
 ```
 
@@ -22,7 +22,7 @@ This can be used as follows:
 using Plots
 using MCMCTesting
 
-# Set up the simulation
+# Set the simulation here
 
 ranks = simulate_ranks(test, subject)
 rankplot(test, ranks; param_names)
diff --git a/src/MCMCTesting.jl b/src/MCMCTesting.jl
index c212fdc..e76a697 100644
--- a/src/MCMCTesting.jl
+++ b/src/MCMCTesting.jl
@@ -12,7 +12,7 @@ export
     mcmctest,
     seqmcmctest,
     simulate_ranks,
-    RankPlot
+    rankplot
 
 using HypothesisTests
 using MultipleTesting
diff --git a/src/rankplot.jl b/src/rankplot.jl
index a4000f8..981219b 100644
--- a/src/rankplot.jl
+++ b/src/rankplot.jl
@@ -5,16 +5,18 @@
 Plot the simulated ranks using `simulate_ranks`.
 
 !!! info
-    `Plots` must be imported *before* `MCMCTesting` to use this plot recipe.
+    `Plots` must be imported to use this plot recipe.
 
 # Arguments
-- test::ExactRankTest: The exact rank test object used to simulate the ranks.
-- ranks: The output of `simulate_rank`.
+- `test::ExactRankTest`: The exact rank test object used to simulate the ranks.
+- `ranks`: The output of `simulate_rank`.
 
 # Keyword Arguments
-- stats_names: The name for the statistics used in the rank simulation. The default argument automatically assign default names. (Default: :auto). 
+- `stats_names`: The name for the statistics used in the rank simulation. The default argument automatically assign default names. (Default: :auto). 
 - Keyword arguments corresponding `Plots` attributes, such as `bins`, `layout`, `size`, may apply.
 """
+function rankplot end
+
 @userplot RankPlot
 @recipe function f(h::RankPlot; stat_names = :auto)
     if length(h.args) != 2 || !(typeof(h.args[1]) <: ExactRankTest)