diff --git a/python/tvm/meta_schedule/relay_integration.py b/python/tvm/meta_schedule/relay_integration.py
index fbdf68d09767..41d3f9d12ebc 100644
--- a/python/tvm/meta_schedule/relay_integration.py
+++ b/python/tvm/meta_schedule/relay_integration.py
@@ -17,16 +17,18 @@
 """MetaSchedule-Relay integration"""
 from contextlib import contextmanager
 from types import MappingProxyType
-from typing import TYPE_CHECKING, Any, Dict, List, Mapping, Optional, Tuple, Union, Set
+from typing import TYPE_CHECKING, Any, Dict, List, Mapping, Optional, Sequence, Set, Tuple, Union
 
 # isort: off
 from typing_extensions import Literal
 
 # isort: on
 import numpy as np  # type: ignore
+
 from tvm import nd
 from tvm._ffi import get_global_func
 from tvm.ir import IRModule, transform
+from tvm.ir.instrument import PassInstrument
 from tvm.runtime import NDArray
 from tvm.target import Target
 
@@ -127,6 +129,7 @@ def extract_tasks(
     runtime: Optional["relay.backend.Runtime"] = None,
     module_equality: str = "structural",
     disabled_pass: Optional[Union[List[str], Set[str], Tuple[str]]] = None,
+    instruments: Optional[Sequence[PassInstrument]] = None,
 ) -> List[ExtractedTask]:
     """Extract tuning tasks from a relay program.
 
@@ -158,6 +161,8 @@ def extract_tasks(
                             For the definition of the anchor block, see tir/analysis/analysis.py.
     disabled_pass : Optional[Union[List[str], Set[str], Tuple[str]]]
         The list of disabled passes
+    instruments : Optional[Sequence[PassInstrument]]
+        The list of pass instrument implementations.
 
     Returns
     -------
@@ -188,6 +193,7 @@ def extract_tasks(
                 opt_level=opt_level,
                 config=pass_config,
                 disabled_pass=disabled_pass,
+                instruments=instruments,
             ):
                 return list(_extract_task(mod, target, params, module_equality))
 
@@ -268,6 +274,7 @@ def tune_relay(
     module_equality: str = "structural",
     num_tuning_cores: Union[Literal["physical", "logical"], int] = "physical",
     disabled_pass: Optional[Union[List[str], Set[str], Tuple[str]]] = None,
+    instruments: Optional[Sequence[PassInstrument]] = None,
 ) -> Database:
     """Tune a Relay program.
 
@@ -319,6 +326,8 @@ def tune_relay(
         The number of CPU cores to use during tuning.
     disabled_pass : Optional[Union[List[str], Set[str], Tuple[str]]]
         The list of disabled passes during tasks extraction
+    instruments : Optional[Sequence[PassInstrument]]
+        The list of pass instrument implementations.
 
     Returns
     -------
@@ -327,7 +336,12 @@ def tune_relay(
     """
     tasks, task_weights = extracted_tasks_to_tune_contexts(
         extracted_tasks=extract_tasks(
-            mod, target, params, module_equality=module_equality, disabled_pass=disabled_pass
+            mod,
+            target,
+            params,
+            module_equality=module_equality,
+            disabled_pass=disabled_pass,
+            instruments=instruments,
         ),
         work_dir=work_dir,
         space=space,
@@ -369,6 +383,7 @@ def compile_relay(
     executor: Optional["relay.backend.Executor"] = None,
     disabled_pass: Optional[Union[List[str], Set[str], Tuple[str]]] = None,
     runtime: Optional["relay.backend.Runtime"] = None,
+    instruments: Optional[Sequence[PassInstrument]] = None,
 ):
     """Compile a relay program with a MetaSchedule database.
 
@@ -396,6 +411,8 @@ def compile_relay(
         The list of disabled passes
     runtime : Optional[relay.backend.Runtime]
         The runtime to use in relay.build. It is not supported by RelayVM.
+    instruments : Optional[Sequence[PassInstrument]]
+        The list of pass instrument implementations.
 
     Returns
     -------
@@ -416,6 +433,7 @@ def compile_relay(
                 opt_level=opt_level,
                 config=pass_config,
                 disabled_pass=disabled_pass,
+                instruments=instruments,
             ):
                 if backend == "graph":
                     return relay.build(