diff --git a/enzyme/Enzyme/MLIR/Implementations/LLVMAutoDiffOpInterfaceImpl.cpp b/enzyme/Enzyme/MLIR/Implementations/LLVMAutoDiffOpInterfaceImpl.cpp
index 472eccddd49..52547f841ed 100644
--- a/enzyme/Enzyme/MLIR/Implementations/LLVMAutoDiffOpInterfaceImpl.cpp
+++ b/enzyme/Enzyme/MLIR/Implementations/LLVMAutoDiffOpInterfaceImpl.cpp
@@ -17,7 +17,9 @@
 #include "Interfaces/AutoDiffTypeInterface.h"
 #include "Interfaces/GradientUtils.h"
 #include "Interfaces/GradientUtilsReverse.h"
+#include "mlir/Dialect/Arith/IR/Arith.h"
 #include "mlir/Dialect/LLVMIR/LLVMDialect.h"
+#include "mlir/Dialect/SCF/IR/SCF.h"
 #include "mlir/IR/DialectRegistry.h"
 #include "mlir/Support/LogicalResult.h"
 
@@ -297,6 +299,129 @@ struct InsertValueOpInterfaceReverse
                           MGradientUtilsReverse *gutils) const {}
 };
 
+struct MemcpyOpInterfaceReverse
+    : public ReverseAutoDiffOpInterface::ExternalModel<MemcpyOpInterfaceReverse,
+                                                       LLVM::MemcpyOp> {
+
+  static Type inferElemType(LLVM::MemcpyOp cp) {
+    if (auto t = cp->getAttrOfType<TypeAttr>("enzyme.elem_type"))
+      return t.getValue();
+
+    auto fromDef = [](Value p) -> Type {
+      if (auto alloca = p.getDefiningOp<LLVM::AllocaOp>())
+        return alloca.getElemType();
+      if (auto gep = p.getDefiningOp<LLVM::GEPOp>())
+        return gep.getElemType();
+      return nullptr;
+    };
+    if (Type t = fromDef(cp.getDst()))
+      return t;
+    if (Type t = fromDef(cp.getSrc()))
+      return t;
+
+    auto walk = [](Value p) -> Type {
+      for (Operation *user : p.getUsers()) {
+        if (auto ld = dyn_cast<LLVM::LoadOp>(user))
+          if (isa<AutoDiffTypeInterface>(ld.getType()))
+            return ld.getType();
+        if (auto st = dyn_cast<LLVM::StoreOp>(user))
+          if (isa<AutoDiffTypeInterface>(st.getValue().getType()))
+            return st.getValue().getType();
+      }
+      return nullptr;
+    };
+    if (Type t = walk(cp.getDst()))
+      return t;
+    if (Type t = walk(cp.getSrc()))
+      return t;
+
+    return Type();
+  }
+
+  SmallVector<Value> cacheValues(Operation *op,
+                                 MGradientUtilsReverse *gutils) const {
+    auto cp = cast<LLVM::MemcpyOp>(op);
+    if (gutils->isConstantValue(cp.getDst()))
+      return {};
+    bool srcActive = !gutils->isConstantValue(cp.getSrc());
+    OpBuilder cb(gutils->getNewFromOriginal(op));
+    SmallVector<Value> caches;
+    caches.push_back(
+        gutils->initAndPushCache(gutils->invertPointerM(cp.getDst(), cb), cb));
+    caches.push_back(gutils->initAndPushCache(
+        srcActive ? gutils->invertPointerM(cp.getSrc(), cb)
+                  : gutils->getNewFromOriginal(cp.getSrc()),
+        cb));
+    caches.push_back(
+        gutils->initAndPushCache(gutils->getNewFromOriginal(cp.getLen()), cb));
+    return caches;
+  }
+
+  void createShadowValues(Operation *op, OpBuilder &builder,
+                          MGradientUtilsReverse *gutils) const {}
+
+  LogicalResult createReverseModeAdjoint(Operation *op, OpBuilder &builder,
+                                         MGradientUtilsReverse *gutils,
+                                         SmallVector<Value> caches) const {
+    auto cp = cast<LLVM::MemcpyOp>(op);
+    if (gutils->isConstantValue(cp.getDst()))
+      return success();
+    bool srcActive = !gutils->isConstantValue(cp.getSrc());
+
+    Value dDst = gutils->popCache(caches[0], builder);
+    Value dSrc = gutils->popCache(caches[1], builder);
+    Value len = gutils->popCache(caches[2], builder);
+
+    Type elemTy = inferElemType(cp);
+    if (!elemTy)
+      return op->emitError()
+             << "memcpy reverse: cannot infer element type "
+                "(annotate enzyme.elem_type or lower to scalar stores)";
+
+    auto adt = dyn_cast<AutoDiffTypeInterface>(elemTy);
+    if (!adt || !elemTy.isIntOrFloat())
+      return op->emitError() << "memcpy reverse: element type " << elemTy
+                             << " is not a supported scalar";
+
+    Location loc = op->getLoc();
+    unsigned bytes = (elemTy.getIntOrFloatBitWidth() + 7) / 8;
+
+    // n_elements = len / sizeof(elemTy)
+    Value byteSz =
+        LLVM::ConstantOp::create(builder, loc, len.getType(),
+                                 builder.getIntegerAttr(len.getType(), bytes));
+    Value nInt = LLVM::SDivOp::create(builder, loc, len, byteSz);
+    Value n =
+        arith::IndexCastOp::create(builder, loc, builder.getIndexType(), nInt);
+
+    Value c0 = arith::ConstantIndexOp::create(builder, loc, 0);
+    Value c1 = arith::ConstantIndexOp::create(builder, loc, 1);
+    Value zeroElem = adt.createNullValue(builder, loc);
+    Type ptrTy = cp.getDst().getType();
+
+    auto forOp = scf::ForOp::create(builder, loc, c0, n, c1);
+
+    OpBuilder::InsertionGuard guard(builder);
+    builder.setInsertionPoint(forOp.getBody()->getTerminator());
+    Value ivIdx = forOp.getInductionVar();
+    Value iv = arith::IndexCastOp::create(builder, loc, len.getType(), ivIdx);
+
+    Value gDst = LLVM::GEPOp::create(builder, loc, ptrTy, elemTy, dDst,
+                                     ArrayRef<LLVM::GEPArg>{iv});
+    Value vDst = LLVM::LoadOp::create(builder, loc, elemTy, gDst);
+    if (srcActive) {
+      Value gSrc = LLVM::GEPOp::create(builder, loc, ptrTy, elemTy, dSrc,
+                                       ArrayRef<LLVM::GEPArg>{iv});
+      Value vSrc = LLVM::LoadOp::create(builder, loc, elemTy, gSrc);
+      Value sum = adt.createAddOp(builder, loc, vSrc, vDst);
+      LLVM::StoreOp::create(builder, loc, sum, gSrc);
+    }
+    LLVM::StoreOp::create(builder, loc, zeroElem, gDst);
+
+    return success();
+  }
+};
+
 std::optional<Value> findPtrSize(Value ptr) {
   if (auto allocOp = ptr.getDefiningOp<llvm_ext::AllocOp>())
     return allocOp.getSize();
@@ -467,6 +592,7 @@ void mlir::enzyme::registerLLVMDialectAutoDiffInterface(
         *context);
     LLVM::InsertValueOp::attachInterface<InsertValueOpInterfaceReverse>(
         *context);
+    LLVM::MemcpyOp::attachInterface<MemcpyOpInterfaceReverse>(*context);
     LLVM::UnreachableOp::template attachInterface<
         detail::NoopRevAutoDiffInterface<LLVM::UnreachableOp>>(*context);
     LLVM::LLVMFuncOp::attachInterface<AutoDiffLLVMFuncOpFunctionInterface>(
diff --git a/enzyme/Enzyme/MLIR/Passes/EnzymeMLIRPass.cpp b/enzyme/Enzyme/MLIR/Passes/EnzymeMLIRPass.cpp
index 685bdae38bb..1a563833f98 100644
--- a/enzyme/Enzyme/MLIR/Passes/EnzymeMLIRPass.cpp
+++ b/enzyme/Enzyme/MLIR/Passes/EnzymeMLIRPass.cpp
@@ -18,6 +18,7 @@
 #include "mlir/Dialect/Func/IR/FuncOps.h"
 #include "mlir/Dialect/LLVMIR/LLVMDialect.h"
 #include "mlir/Dialect/Linalg/IR/Linalg.h"
+#include "mlir/Dialect/SCF/IR/SCF.h"
 #include "mlir/IR/Builders.h"
 #include "mlir/Interfaces/FunctionInterfaces.h"
 #include "mlir/Pass/PassManager.h"
@@ -53,8 +54,8 @@ struct DifferentiatePass
 
     registry.insert<mlir::arith::ArithDialect, mlir::complex::ComplexDialect,
                     mlir::cf::ControlFlowDialect, mlir::tensor::TensorDialect,
-                    mlir::memref::MemRefDialect, mlir::linalg::LinalgDialect,
-                    mlir::enzyme::EnzymeDialect>();
+                    mlir::scf::SCFDialect, mlir::memref::MemRefDialect,
+                    mlir::linalg::LinalgDialect, mlir::enzyme::EnzymeDialect>();
   }
 
   static std::vector<DIFFE_TYPE> mode_from_fn(FunctionOpInterface fn,
diff --git a/enzyme/Enzyme/MLIR/Passes/EnzymeWrapPass.cpp b/enzyme/Enzyme/MLIR/Passes/EnzymeWrapPass.cpp
index 4a3697cb74c..e52d2c6f9a1 100644
--- a/enzyme/Enzyme/MLIR/Passes/EnzymeWrapPass.cpp
+++ b/enzyme/Enzyme/MLIR/Passes/EnzymeWrapPass.cpp
@@ -21,6 +21,7 @@
 #include "mlir/Interfaces/FunctionInterfaces.h"
 
 #include "mlir/Dialect/Func/IR/FuncOps.h"
+#include "mlir/Dialect/SCF/IR/SCF.h"
 
 #define DEBUG_TYPE "enzyme"
 
diff --git a/enzyme/Enzyme/MLIR/Passes/Passes.td b/enzyme/Enzyme/MLIR/Passes/Passes.td
index f835b800218..c846371a8ea 100644
--- a/enzyme/Enzyme/MLIR/Passes/Passes.td
+++ b/enzyme/Enzyme/MLIR/Passes/Passes.td
@@ -18,6 +18,7 @@ def DifferentiatePass : Pass<"enzyme"> {
     "complex::ComplexDialect",
     "cf::ControlFlowDialect",
     "tensor::TensorDialect",
+    "scf::SCFDialect",
     "enzyme::EnzymeDialect",
     "linalg::LinalgDialect",
     "memref::MemRefDialect"
@@ -87,6 +88,7 @@ def DifferentiateWrapperPass : Pass<"enzyme-wrap"> {
     "arith::ArithDialect",
     "complex::ComplexDialect",
     "cf::ControlFlowDialect",
+    "scf::SCFDialect",
     "enzyme::EnzymeDialect",
     "linalg::LinalgDialect",
     "memref::MemRefDialect"
diff --git a/enzyme/test/MLIR/ReverseMode/memcpy.mlir b/enzyme/test/MLIR/ReverseMode/memcpy.mlir
new file mode 100644
index 00000000000..fbafc8756e7
--- /dev/null
+++ b/enzyme/test/MLIR/ReverseMode/memcpy.mlir
@@ -0,0 +1,70 @@
+// RUN: %eopt --enzyme %s | FileCheck %s
+
+func.func @copy1(%dst: !llvm.ptr, %src: !llvm.ptr, %n: i64) {
+  %c0 = llvm.mlir.constant(0 : i64) : i64
+  %dst_p = llvm.getelementptr %dst[%c0] : (!llvm.ptr, i64) -> !llvm.ptr, f64
+  %src_p = llvm.getelementptr %src[%c0] : (!llvm.ptr, i64) -> !llvm.ptr, f64
+  "llvm.intr.memcpy"(%dst_p, %src_p, %n)
+      <{arg_attrs = [{llvm.align = 8 : i64}], isVolatile = false}>
+      : (!llvm.ptr, !llvm.ptr, i64) -> ()
+  return
+}
+
+func.func @dcopy1(%dst: !llvm.ptr, %ddst: !llvm.ptr,
+                  %src: !llvm.ptr, %dsrc: !llvm.ptr, %n: i64) {
+  enzyme.autodiff @copy1(%dst, %ddst, %src, %dsrc, %n) {
+    activity = [#enzyme<activity enzyme_dup>,
+                #enzyme<activity enzyme_dup>,
+                #enzyme<activity enzyme_const>],
+    ret_activity = []
+  } : (!llvm.ptr, !llvm.ptr, !llvm.ptr, !llvm.ptr, i64) -> ()
+  return
+}
+
+func.func @copy2(%dst: !llvm.ptr, %src: !llvm.ptr, %n: i64) {
+  %c0 = llvm.mlir.constant(0 : i64) : i64
+  %dst_p = llvm.getelementptr %dst[%c0] : (!llvm.ptr, i64) -> !llvm.ptr, f64
+  %src_p = llvm.getelementptr %src[%c0] : (!llvm.ptr, i64) -> !llvm.ptr, f64
+  "llvm.intr.memcpy"(%dst_p, %src_p, %n)
+      <{arg_attrs = [{llvm.align = 8 : i64}, {llvm.align = 8 : i64}, {}],
+        isVolatile = false}>
+      : (!llvm.ptr, !llvm.ptr, i64) -> ()
+  return
+}
+
+func.func @dcopy2(%dst: !llvm.ptr, %ddst: !llvm.ptr,
+                  %src: !llvm.ptr, %dsrc: !llvm.ptr, %n: i64) {
+  enzyme.autodiff @copy2(%dst, %ddst, %src, %dsrc, %n) {
+    activity = [#enzyme<activity enzyme_dup>,
+                #enzyme<activity enzyme_dup>,
+                #enzyme<activity enzyme_const>],
+    ret_activity = []
+  } : (!llvm.ptr, !llvm.ptr, !llvm.ptr, !llvm.ptr, i64) -> ()
+  return
+}
+
+// CHECK-LABEL:   func.func private @diffecopy1(
+// Forward: the primal memcpy is preserved.
+// CHECK:           "llvm.intr.memcpy"
+// Reverse: n / sizeof(f64) element-wise loop, d_src[i] += d_dst[i]; d_dst[i]=0.
+// CHECK:           %[[BYTES:.+]] = llvm.mlir.constant(8 : i64) : i64
+// CHECK:           llvm.sdiv %{{.+}}, %[[BYTES]] : i64
+// CHECK:           arith.index_cast
+// CHECK:           %[[ZERO:.+]] = arith.constant 0.000000e+00 : f64
+// CHECK:           scf.for
+// CHECK:             llvm.getelementptr %{{.+}}[%{{.+}}] : (!llvm.ptr, i64) -> !llvm.ptr, f64
+// CHECK:             llvm.load %{{.+}} : !llvm.ptr -> f64
+// CHECK:             llvm.getelementptr %{{.+}}[%{{.+}}] : (!llvm.ptr, i64) -> !llvm.ptr, f64
+// CHECK:             llvm.load %{{.+}} : !llvm.ptr -> f64
+// CHECK:             %[[SUM:.+]] = arith.addf
+// CHECK:             llvm.store %[[SUM]], %{{.+}} : f64, !llvm.ptr
+// CHECK:             llvm.store %[[ZERO]], %{{.+}} : f64, !llvm.ptr
+
+// CHECK-LABEL:   func.func private @diffecopy2(
+// CHECK:           "llvm.intr.memcpy"
+// CHECK:           llvm.mlir.constant(8 : i64) : i64
+// CHECK:           %[[ZERO2:.+]] = arith.constant 0.000000e+00 : f64
+// CHECK:           scf.for
+// CHECK:             %[[SUM2:.+]] = arith.addf
+// CHECK:             llvm.store %[[SUM2]], %{{.+}} : f64, !llvm.ptr
+// CHECK:             llvm.store %[[ZERO2]], %{{.+}} : f64, !llvm.ptr