diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 628e5517d..c1808ccd4 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -29,6 +29,7 @@ jobs:
         arch:
           - x64
         group:
+          - 'Aqua'
           - 'Transform'
           - 'BaseKernels'
           - 'Kernels'
diff --git a/Project.toml b/Project.toml
index 24da5ddcc..8ca0709e1 100644
--- a/Project.toml
+++ b/Project.toml
@@ -29,11 +29,14 @@ Distances = "0.10.9"
 FillArrays = "0.10, 0.11, 0.12, 0.13, 1"
 Functors = "0.1, 0.2, 0.3, 0.4"
 IrrationalConstants = "0.1, 0.2"
+LinearAlgebra = "1"
 LogExpFunctions = "0.2.1, 0.3"
+Random = "1"
 Requires = "1.0.1"
 SpecialFunctions = "0.8, 0.9, 0.10, 1, 2"
 Statistics = "1"
 StatsBase = "0.32, 0.33, 0.34"
 TensorCore = "0.1"
+Test = "1"
 ZygoteRules = "0.2"
 julia = "1.3"
diff --git a/test/Project.toml b/test/Project.toml
index 7ef690d1d..b48170e06 100644
--- a/test/Project.toml
+++ b/test/Project.toml
@@ -1,4 +1,5 @@
 [deps]
+Aqua = "4c88cf16-eb10-579e-8560-4a9242c79595"
 AxisArrays = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
 ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 ChainRulesTestUtils = "cdddcdb0-9152-4a09-a978-84456f9df70a"
@@ -22,6 +23,7 @@ Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
 
 [compat]
+Aqua = "0.8"
 AxisArrays = "0.4.3"
 Compat = "3, 4"
 Distances = "0.10"
diff --git a/test/runtests.jl b/test/runtests.jl
index e054b992a..55dd6eefd 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -1,4 +1,6 @@
 using KernelFunctions
+
+using Aqua
 using AxisArrays
 using ChainRulesCore
 using ChainRulesTestUtils
@@ -64,6 +66,13 @@ const GROUP = get(ENV, "GROUP", "")
 include("test_utils.jl")
 
 @testset "KernelFunctions" begin
+    if GROUP == "" || GROUP == "Aqua"
+        @testset "Aqua" begin
+            Aqua.test_all(KernelFunctions; ambiguities=false)
+            # Ref https://github.com/JuliaTesting/Aqua.jl/issues/77
+            Aqua.test_ambiguities(KernelFunctions; recursive=false)
+        end
+    end
     if GROUP == "" || GROUP == "Transform"
         @testset "transform" begin
             include("transform/transform.jl")