diff --git a/src/mlir/IR/Attribute.jl b/src/mlir/IR/Attribute.jl
index d37e7c986..d4354198a 100644
--- a/src/mlir/IR/Attribute.jl
+++ b/src/mlir/IR/Attribute.jl
@@ -588,7 +588,16 @@ function DenseElementsAttribute(values::AbstractArray{Float64})
     )
 end
 
-# TODO mlirDenseElementsAttrBFloat16Get
+if isdefined(Core, :BFloat16)
+    function DenseElementsAttribute(values::AbstractArray{Core.BFloat16})
+        shaped_type = TensorType(size(values), Type(Core.BFloat16))
+        return Attribute(
+            API.mlirDenseElementsAttrBFloat16Get(
+                shaped_type, length(values), to_row_major(values)
+            ),
+        )
+    end
+end
 
 function DenseElementsAttribute(values::AbstractArray{Float16})
     shaped_type = TensorType(size(values), Type(Float16))
diff --git a/src/mlir/IR/Type.jl b/src/mlir/IR/Type.jl
index c77224d68..bd44b4d6f 100644
--- a/src/mlir/IR/Type.jl
+++ b/src/mlir/IR/Type.jl
@@ -168,6 +168,15 @@ Creates an f16 type in the given context. The type is owned by the context.
 """
 Type(::Core.Type{Float16}; context::Context=context()) = Type(API.mlirF16TypeGet(context))
 
+if isdefined(Core, :BFloat16)
+    """
+        Type(::Core.Type{Core.BFloat16}; context=context())
+
+    Creates an bf16 type in the given context. The type is owned by the context.
+    """
+    Type(::Core.Type{Core.BFloat16}; context::Context=context()) = BFloat16Type(; context)
+end
+
 """
     Type(Core.Type{Float32}; context=context())
 
@@ -721,6 +730,8 @@ function julia_type(type::Type)
                 throw("could not convert unsigned $width-bit integer type to julia")
             end
         end
+    elseif isbf16(type)
+        Core.BFloat16
     elseif isf16(type)
         Float16
     elseif isf32(type)