diff --git a/HISTORY.md b/HISTORY.md
index c6a8c1bec..ebc29dba0 100644
--- a/HISTORY.md
+++ b/HISTORY.md
@@ -1,5 +1,9 @@
 # DynamicPPL Changelog
 
+## 0.36.7
+
+Added compatibility with MCMCChains 7.0.
+
 ## 0.36.6
 
 `DynamicPPL.TestUtils.run_ad` now takes an extra `context` keyword argument, which is passed to the `LogDensityFunction` constructor.
diff --git a/Project.toml b/Project.toml
index e199637e6..00a4f8f93 100644
--- a/Project.toml
+++ b/Project.toml
@@ -1,6 +1,6 @@
 name = "DynamicPPL"
 uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8"
-version = "0.36.6"
+version = "0.36.7"
 
 [deps]
 ADTypes = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
@@ -64,7 +64,7 @@ JET = "0.9, 0.10"
 KernelAbstractions = "0.9.33"
 LinearAlgebra = "1.6"
 LogDensityProblems = "2"
-MCMCChains = "6"
+MCMCChains = "6, 7"
 MacroTools = "0.5.6"
 Mooncake = "0.4.95"
 OrderedCollections = "1"
diff --git a/docs/Project.toml b/docs/Project.toml
index e362361bf..336c55c88 100644
--- a/docs/Project.toml
+++ b/docs/Project.toml
@@ -25,5 +25,5 @@ FillArrays = "0.13, 1"
 ForwardDiff = "0.10"
 JET = "0.9, 0.10"
 LogDensityProblems = "2"
-MCMCChains = "5, 6"
+MCMCChains = "5, 6, 7"
 StableRNGs = "1"
diff --git a/test/Project.toml b/test/Project.toml
index cc0476bdf..923a48ea2 100644
--- a/test/Project.toml
+++ b/test/Project.toml
@@ -45,7 +45,7 @@ EnzymeCore = "0.6 - 0.8"
 ForwardDiff = "0.10.12"
 JET = "0.9, 0.10"
 LogDensityProblems = "2"
-MCMCChains = "6.0.4"
+MCMCChains = "6.0.4, 7"
 MacroTools = "0.5.6"
 OrderedCollections = "1"
 ReverseDiff = "1"