diff --git a/mlir/include/mlir/Dialect/SCF/IR/ValueBoundsOpInterfaceImpl.h b/mlir/include/mlir/Dialect/SCF/IR/ValueBoundsOpInterfaceImpl.h
new file mode 100644
--- /dev/null
+++ b/mlir/include/mlir/Dialect/SCF/IR/ValueBoundsOpInterfaceImpl.h
@@ -0,0 +1,20 @@
+//===- ValueBoundsOpInterfaceImpl.h - Impl. of ValueBoundsOpInterface -----===//
+//
+// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
+// See https://llvm.org/LICENSE.txt for license information.
+// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
+//
+//===----------------------------------------------------------------------===//
+
+#ifndef MLIR_DIALECT_SCF_IR_VALUEBOUNDSOPINTERFACEIMPL_H
+#define MLIR_DIALECT_SCF_IR_VALUEBOUNDSOPINTERFACEIMPL_H
+
+namespace mlir {
+class DialectRegistry;
+
+namespace scf {
+void registerValueBoundsOpInterfaceExternalModels(DialectRegistry &registry);
+} // namespace scf
+} // namespace mlir
+
+#endif // MLIR_DIALECT_SCF_IR_VALUEBOUNDSOPINTERFACEIMPL_H
diff --git a/mlir/include/mlir/InitAllDialects.h b/mlir/include/mlir/InitAllDialects.h
--- a/mlir/include/mlir/InitAllDialects.h
+++ b/mlir/include/mlir/InitAllDialects.h
@@ -57,6 +57,7 @@
 #include "mlir/Dialect/PDLInterp/IR/PDLInterp.h"
 #include "mlir/Dialect/Quant/QuantOps.h"
 #include "mlir/Dialect/SCF/IR/SCF.h"
+#include "mlir/Dialect/SCF/IR/ValueBoundsOpInterfaceImpl.h"
 #include "mlir/Dialect/SCF/TransformOps/SCFTransformOps.h"
 #include "mlir/Dialect/SCF/Transforms/BufferizableOpInterfaceImpl.h"
 #include "mlir/Dialect/SPIRV/IR/SPIRVDialect.h"
@@ -142,6 +143,7 @@
   memref::registerRuntimeVerifiableOpInterfaceExternalModels(registry);
   memref::registerValueBoundsOpInterfaceExternalModels(registry);
   scf::registerBufferizableOpInterfaceExternalModels(registry);
+  scf::registerValueBoundsOpInterfaceExternalModels(registry);
   shape::registerBufferizableOpInterfaceExternalModels(registry);
   sparse_tensor::registerBufferizableOpInterfaceExternalModels(registry);
   tensor::registerBufferizableOpInterfaceExternalModels(registry);
diff --git a/mlir/lib/Dialect/SCF/IR/CMakeLists.txt b/mlir/lib/Dialect/SCF/IR/CMakeLists.txt
--- a/mlir/lib/Dialect/SCF/IR/CMakeLists.txt
+++ b/mlir/lib/Dialect/SCF/IR/CMakeLists.txt
@@ -1,6 +1,7 @@
 add_mlir_dialect_library(MLIRSCFDialect
   SCF.cpp
   DeviceMappingInterface.cpp
+  ValueBoundsOpInterfaceImpl.cpp
 
   ADDITIONAL_HEADER_DIRS
   ${MLIR_MAIN_INCLUDE_DIR}/mlir/SCF
@@ -15,5 +16,6 @@
   MLIRIR
   MLIRLoopLikeInterface
   MLIRSideEffectInterfaces
+  MLIRValueBoundsOpInterface
   )
 
diff --git a/mlir/lib/Dialect/SCF/IR/ValueBoundsOpInterfaceImpl.cpp b/mlir/lib/Dialect/SCF/IR/ValueBoundsOpInterfaceImpl.cpp
new file mode 100644
--- /dev/null
+++ b/mlir/lib/Dialect/SCF/IR/ValueBoundsOpInterfaceImpl.cpp
@@ -0,0 +1,51 @@
+//===- ValueBoundsOpInterfaceImpl.cpp - Impl. of ValueBoundsOpInterface ---===//
+//
+// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
+// See https://llvm.org/LICENSE.txt for license information.
+// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
+//
+//===----------------------------------------------------------------------===//
+
+#include "mlir/Dialect/SCF/IR/ValueBoundsOpInterfaceImpl.h"
+
+#include "mlir/Dialect/SCF/IR/SCF.h"
+#include "mlir/Interfaces/ValueBoundsOpInterface.h"
+
+using namespace mlir;
+using presburger::BoundType;
+
+namespace mlir {
+namespace scf {
+namespace {
+
+struct ForOpInterface
+    : public ValueBoundsOpInterface::ExternalModel<ForOpInterface, ForOp> {
+  void populateBoundsForIndexValue(Operation *op, Value value,
+                                   ValueBoundsConstraintSet &cstr) const {
+    auto forOp = cast<ForOp>(op);
+    // Only IV is supported at the moment.
+    if (value != forOp.getInductionVar())
+      return;
+
+    // TODO: Take into account step size.
+    cstr.addBound(BoundType::LB, value, cstr.getExpr(forOp.getLowerBound()));
+    cstr.addBound(BoundType::UB, value, cstr.getExpr(forOp.getUpperBound()));
+  }
+
+  void populateBoundsForShapedValueDim(Operation *op, Value value, int64_t dim,
+                                       ValueBoundsConstraintSet &cstr) const {
+    // iter_arg / return value not supported.
+    return;
+  }
+};
+
+} // namespace
+} // namespace scf
+} // namespace mlir
+
+void mlir::scf::registerValueBoundsOpInterfaceExternalModels(
+    DialectRegistry &registry) {
+  registry.addExtension(+[](MLIRContext *ctx, scf::SCFDialect *dialect) {
+    scf::ForOp::attachInterface<scf::ForOpInterface>(*ctx);
+  });
+}
diff --git a/mlir/test/Dialect/SCF/value-bounds-op-interface-impl.mlir b/mlir/test/Dialect/SCF/value-bounds-op-interface-impl.mlir
new file mode 100644
--- /dev/null
+++ b/mlir/test/Dialect/SCF/value-bounds-op-interface-impl.mlir
@@ -0,0 +1,14 @@
+// RUN: mlir-opt %s -test-affine-reify-value-bounds -verify-diagnostics \
+// RUN:     -split-input-file | FileCheck %s
+
+// CHECK-LABEL: func @scf_for(
+//  CHECK-SAME:     %[[a:.*]]: index, %[[b:.*]]: index, %[[c:.*]]: index
+//       CHECK:   "test.some_use"(%[[a]], %[[b]])
+func.func @scf_for(%a: index, %b: index, %c: index) {
+  scf.for %iv = %a to %b step %c {
+    %0 = "test.reify_bound"(%iv) {type = "LB"} : (index) -> (index)
+    %1 = "test.reify_bound"(%iv) {type = "UB"} : (index) -> (index)
+    "test.some_use"(%0, %1) : (index, index) -> ()
+  }
+  return
+}
diff --git a/utils/bazel/llvm-project-overlay/mlir/BUILD.bazel b/utils/bazel/llvm-project-overlay/mlir/BUILD.bazel
--- a/utils/bazel/llvm-project-overlay/mlir/BUILD.bazel
+++ b/utils/bazel/llvm-project-overlay/mlir/BUILD.bazel
@@ -2918,6 +2918,7 @@
         ":SCFPassIncGen",
         ":Support",
         ":TensorDialect",
+        ":ValueBoundsOpInterface",
         ":ViewLikeInterface",
         "//llvm:Support",
     ],