diff --git a/recipes/kcov/all/conandata.yml b/recipes/kcov/all/conandata.yml
index 3ef0bf1e4dfd17..fd53a60e569e98 100644
--- a/recipes/kcov/all/conandata.yml
+++ b/recipes/kcov/all/conandata.yml
@@ -1,4 +1,7 @@
 sources:
+  "41":
+    url: "https://github.com/SimonKagstrom/kcov/archive/refs/tags/v41.tar.gz"
+    sha256: "13cddde0c6c97dc78ece23f7adcad7a8f2b5ae3c84193020e7edd9bf44e5997c"
   "40":
     url: "https://github.com/SimonKagstrom/kcov/archive/refs/tags/v40.tar.gz"
     sha256: "6b1c11b066d57426d61375a31c3816f1fcd2610b447050c86d9920e22d5200b3"
@@ -6,7 +9,6 @@ sources:
     url: "https://github.com/SimonKagstrom/kcov/archive/38.tar.gz"
     sha256: "b37af60d81a9b1e3b140f9473bdcb7975af12040feb24cc666f9bb2bb0be68b4"
 patches:
-  "40": []
   "38":
     - patch_file: "patches/0001-fix-SOLIB-path.patch"
     - patch_file: "patches/0002-fix-missing-libssl-dependency.patch"
diff --git a/recipes/kcov/all/conanfile.py b/recipes/kcov/all/conanfile.py
index c1ac365667662c..63b9755262c17c 100644
--- a/recipes/kcov/all/conanfile.py
+++ b/recipes/kcov/all/conanfile.py
@@ -3,9 +3,9 @@
 from conan import ConanFile
 from conan.errors import ConanInvalidConfiguration
 from conan.tools.cmake import CMake, CMakeDeps, CMakeToolchain, cmake_layout
-from conan.tools.files import apply_conandata_patches, copy, export_conandata_patches, get, rmdir
+from conan.tools.files import apply_conandata_patches, copy, export_conandata_patches, get, rmdir, rm, replace_in_file
 
-required_conan_version = ">=1.47.0"
+required_conan_version = ">=1.53.0"
 
 
 class KcovConan(ConanFile):
@@ -32,7 +32,9 @@ def requirements(self):
         self.requires("zlib/[>=1.2.11 <2]")
         self.requires("libiberty/9.1.0")
         self.requires("libcurl/[>=7.78 <9]")
+        self.requires("libelf/0.8.13")
         self.requires("elfutils/0.190")
+        self.requires("libdwarf/0.8.0")
 
     def package_id(self):
         del self.info.settings.compiler
@@ -48,11 +50,18 @@ def source(self):
     def generate(self):
         tc = CMakeToolchain(self)
         tc.generate()
-        tc = CMakeDeps(self)
-        tc.generate()
+        deps = CMakeDeps(self)
+        deps.set_property("libdwarf", "cmake_file_name", "Dwarfutils")
+        deps.set_property("elfutils", "cmake_file_name", "Elfutils")
+        deps.generate()
 
     def build(self):
         apply_conandata_patches(self)
+        rm(self, "Find*.cmake", os.path.join(self.source_folder, "cmake"))
+        src_cmakelists = os.path.join(self.source_folder, "src", "CMakeLists.txt")
+        replace_in_file(self, src_cmakelists, "find_package (LibElf)", "find_package (LIBELF REQUIRED CONFIG)")
+        replace_in_file(self, src_cmakelists, "ElfUtils", "Elfutils", strict=False)
+        replace_in_file(self, src_cmakelists, "${LIBELF_LIBRARIES}", "${LIBELF_LIBRARIES} ${Elfutils_LIBRARIES}")
         cmake = CMake(self)
         cmake.configure()
         cmake.build()
@@ -71,5 +80,4 @@ def package_info(self):
 
         # TODO: to remove in conan v2
         bindir = os.path.join(self.package_folder, "bin")
-        self.output.info(f"Appending PATH environment variable: {bindir}")
         self.env_info.PATH.append(bindir)
diff --git a/recipes/kcov/all/test_package/conanfile.py b/recipes/kcov/all/test_package/conanfile.py
index 698c29f674eeb2..694389e1c3e742 100644
--- a/recipes/kcov/all/test_package/conanfile.py
+++ b/recipes/kcov/all/test_package/conanfile.py
@@ -1,4 +1,5 @@
 from conan import ConanFile
+from conan.tools.cmake import cmake_layout
 
 
 class TestPackageConan(ConanFile):
@@ -9,5 +10,8 @@ class TestPackageConan(ConanFile):
     def build_requirements(self):
         self.tool_requires(self.tested_reference_str)
 
+    def layout(self):
+        cmake_layout(self)
+
     def test(self):
         self.run("kcov --version")
diff --git a/recipes/kcov/config.yml b/recipes/kcov/config.yml
index b36ca0e497b009..15a60b30375b2a 100644
--- a/recipes/kcov/config.yml
+++ b/recipes/kcov/config.yml
@@ -1,4 +1,6 @@
 versions:
+  "41":
+    folder: all
   "40":
     folder: all
   "38":