diff --git a/scripts/plugin_mgt.py b/scripts/plugin_mgt.py
new file mode 100644
index 00000000..5a89102a
--- /dev/null
+++ b/scripts/plugin_mgt.py
@@ -0,0 +1,68 @@
+import argparse
+import os
+import sys
+
+sys.path.append(os.path.join(os.path.dirname(os.path.abspath(__file__)), ".."))
+
+from injector import Injector
+
+from taskweaver.code_interpreter.code_generator.plugin_selection import PluginSelector
+from taskweaver.config.config_mgt import AppConfigSource
+from taskweaver.logging import LoggingModule
+from taskweaver.memory.plugin import PluginModule
+
+parser = argparse.ArgumentParser()
+parser.add_argument(
+    "--project_dir",
+    type=str,
+    default=os.path.join(
+        os.path.dirname(os.path.abspath(__file__)),
+        "..",
+        "project",
+    ),
+    help="The project directory for the TaskWeaver.",
+)
+parser.add_argument("--refresh", action="store_true", help="Refresh plugin embeddings.")
+parser.add_argument("--show", action="store_true", help="Show plugin information.")
+
+args = parser.parse_args()
+
+
+class PluginManager:
+    def __init__(self):
+        app_injector = Injector([LoggingModule, PluginModule])
+        app_config = AppConfigSource(
+            config_file_path=os.path.join(
+                args.project_dir,
+                "taskweaver_config.json",
+            ),
+            app_base_path=args.project_dir,
+        )
+        app_injector.binder.bind(AppConfigSource, to=app_config)
+        self.plugin_selector = app_injector.create_object(PluginSelector)
+
+    def refresh(self):
+        self.plugin_selector.refresh()
+        print("Plugin embeddings refreshed.")
+
+    def show(self):
+        plugin_list = self.plugin_selector.available_plugins
+        if len(plugin_list) == 0:
+            print("No available plugins.")
+            return
+        for p in plugin_list:
+            print(f"* Plugin Name: {p.name}")
+            print(f"* Plugin Description: {p.spec.description}")
+            print(f"* Plugin Embedding dim: {len(p.meta_data.embedding)}")
+            print(f"* Plugin Embedding model: {p.meta_data.embedding_model}")
+            print(f"* Plugin Args: {p.spec.args}")
+            print(f"* Plugin Returns: {p.spec.returns}")
+            print(f"_________________________________")
+
+
+if __name__ == "__main__":
+    plugin_manager = PluginManager()
+    if args.refresh:
+        plugin_manager.refresh()
+    if args.show:
+        plugin_manager.show()
diff --git a/taskweaver/code_interpreter/code_generator/code_generator.py b/taskweaver/code_interpreter/code_generator/code_generator.py
index c11d15e7..3ba274de 100644
--- a/taskweaver/code_interpreter/code_generator/code_generator.py
+++ b/taskweaver/code_interpreter/code_generator/code_generator.py
@@ -90,8 +90,8 @@ def __init__(
 
         if self.config.enable_auto_plugin_selection:
             self.plugin_selector = PluginSelector(plugin_registry, self.llm_api)
-            self.plugin_selector.generate_plugin_embeddings()
-            logger.info("Plugin embeddings generated")
+            self.plugin_selector.load_plugin_embeddings()
+            logger.info("Plugin embeddings loaded")
             self.selected_plugin_pool = SelectedPluginPool()
 
     def configure_verification(
@@ -272,10 +272,10 @@ def compose_conversation(
 
     def select_plugins_for_prompt(
         self,
-        user_query: str,
+        query: str,
     ) -> List[PluginEntry]:
         selected_plugins = self.plugin_selector.plugin_select(
-            user_query,
+            query,
             self.config.auto_plugin_selection_topk,
         )
         self.selected_plugin_pool.add_selected_plugins(selected_plugins)
@@ -300,10 +300,10 @@ def reply(
         )
 
         # obtain the user query from the last round
-        user_query = rounds[-1].user_query
+        query = rounds[-1].post_list[-1].message
 
         if self.config.enable_auto_plugin_selection:
-            self.plugin_pool = self.select_plugins_for_prompt(user_query)
+            self.plugin_pool = self.select_plugins_for_prompt(query)
 
         prompt = self.compose_prompt(rounds, self.plugin_pool)
 
diff --git a/taskweaver/code_interpreter/code_generator/code_generator_plugin_only.py b/taskweaver/code_interpreter/code_generator/code_generator_plugin_only.py
index 533627c1..1044ad6b 100644
--- a/taskweaver/code_interpreter/code_generator/code_generator_plugin_only.py
+++ b/taskweaver/code_interpreter/code_generator/code_generator_plugin_only.py
@@ -62,8 +62,8 @@ def __init__(
 
         if self.config.enable_auto_plugin_selection:
             self.plugin_selector = PluginSelector(plugin_registry, self.llm_api)
-            self.plugin_selector.generate_plugin_embeddings()
-            logger.info("Plugin embeddings generated")
+            self.plugin_selector.load_plugin_embeddings()
+            logger.info("Plugin embeddings loaded")
             self.selected_plugin_pool = SelectedPluginPool()
 
     def select_plugins_for_prompt(
diff --git a/taskweaver/code_interpreter/code_generator/plugin_selection.py b/taskweaver/code_interpreter/code_generator/plugin_selection.py
index 0e52a7f4..99ee23dd 100644
--- a/taskweaver/code_interpreter/code_generator/plugin_selection.py
+++ b/taskweaver/code_interpreter/code_generator/plugin_selection.py
@@ -1,3 +1,4 @@
+import os
 from typing import Dict, List
 
 import numpy as np
@@ -6,6 +7,7 @@
 
 from taskweaver.llm import LLMApi
 from taskweaver.memory.plugin import PluginEntry, PluginRegistry
+from taskweaver.utils import generate_md5_hash, write_yaml
 
 
 class SelectedPluginPool:
@@ -70,13 +72,60 @@ def __init__(
         self.llm_api = llm_api
         self.plugin_embedding_dict: Dict[str, List[float]] = {}
 
-    def generate_plugin_embeddings(self):
-        plugin_intro_text_list: List[str] = []
-        for p in self.available_plugins:
-            plugin_intro_text_list.append(p.name + ": " + p.spec.description)
-        plugin_embeddings = self.llm_api.get_embedding_list(plugin_intro_text_list)
-        for i, p in enumerate(self.available_plugins):
-            self.plugin_embedding_dict[p.name] = plugin_embeddings[i]
+        self.exception_message_for_refresh = (
+            "Please cd to the `script` directory and "
+            "run `python -m plugin_mgt --refresh` to refresh the plugin embedding."
+        )
+
+        self.meta_file_dir = os.path.join(os.path.dirname(plugin_registry.file_glob), ".meta")
+        if not os.path.exists(self.meta_file_dir):
+            os.makedirs(self.meta_file_dir)
+
+    def refresh(self):
+        plugins_to_embedded = []
+        for idx, p in enumerate(self.available_plugins):
+            if (
+                len(p.meta_data.embedding) > 0
+                and p.meta_data.embedding_model == self.llm_api.embedding_service.config.embedding_model
+                and p.meta_data.md5hash == generate_md5_hash(p.spec.name + p.spec.description)
+            ):
+                continue
+            else:
+                plugins_to_embedded.append((idx, p.name + ": " + p.spec.description))
+
+        if len(plugins_to_embedded) == 0:
+            print("All plugins are up-to-date.")
+            return
+
+        plugin_embeddings = self.llm_api.get_embedding_list([text for idx, text in plugins_to_embedded])
+
+        for i, embedding in enumerate(plugin_embeddings):
+            p = self.available_plugins[plugins_to_embedded[i][0]]
+            p.meta_data.embedding = embedding
+            p.meta_data.embedding_model = self.llm_api.embedding_service.config.embedding_model
+            p.meta_data.md5hash = generate_md5_hash(p.spec.name + p.spec.description)
+            write_yaml(p.meta_data.path, p.meta_data.to_dict())
+
+    def load_plugin_embeddings(self):
+        for idx, p in enumerate(self.available_plugins):
+            # check if the plugin has embedding
+            assert len(p.meta_data.embedding) > 0, (
+                f"Plugin {p.name} has no embedding. " + self.exception_message_for_refresh
+            )
+            # check if the plugin is using the same embedding model as the current session
+            assert p.meta_data.embedding_model == self.llm_api.embedding_service.config.embedding_model, (
+                f"Plugin {p.name} is using embedding model {p.meta_data.embedding_model}, "
+                f"which is different from the one used by current session"
+                f" ({self.llm_api.embedding_service.config.embedding_model}). "
+                f"Please use the same embedding model or refresh the plugin embedding."
+                + self.exception_message_for_refresh
+            )
+            # check if the plugin has been modified
+            assert p.meta_data.md5hash == generate_md5_hash(p.spec.name + p.spec.description), (
+                f"Plugin {p.name} has been modified. " + self.exception_message_for_refresh
+            )
+
+            self.plugin_embedding_dict[p.name] = p.meta_data.embedding
 
     def plugin_select(self, user_query: str, top_k: int = 5) -> List[PluginEntry]:
         user_query_embedding = np.array(self.llm_api.get_embedding(user_query))
diff --git a/taskweaver/memory/plugin.py b/taskweaver/memory/plugin.py
index 97b44ae5..fd07213c 100644
--- a/taskweaver/memory/plugin.py
+++ b/taskweaver/memory/plugin.py
@@ -10,6 +10,34 @@
 from taskweaver.utils import read_yaml, validate_yaml
 
 
+@dataclass
+class PluginMetaData:
+    name: str
+    embedding: List[float] = field(default_factory=list)
+    embedding_model: Optional[str] = None
+    path: Optional[str] = None
+    md5hash: Optional[str] = None
+
+    @staticmethod
+    def from_dict(d: Dict[str, Any]):
+        return PluginMetaData(
+            name=d["name"],
+            embedding=d["embedding"] if "embedding" in d else [],
+            embedding_model=d["embedding_model"] if "embedding_model" in d else None,
+            path=d["path"] if "path" in d else None,
+            md5hash=d["md5hash"] if "md5hash" in d else None,
+        )
+
+    def to_dict(self):
+        return {
+            "name": self.name,
+            "embedding": self.embedding,
+            "embedding_model": self.embedding_model,
+            "path": self.path,
+            "md5hash": self.md5hash,
+        }
+
+
 @dataclass
 class PluginParameter:
     """PluginParameter is the data structure for plugin parameters (including arguments and return values.)"""
@@ -41,6 +69,14 @@ def line(cnt: str):
 
         return "\n".join(lines)
 
+    def to_dict(self):
+        return {
+            "name": self.name,
+            "type": self.type,
+            "required": self.required,
+            "description": self.description,
+        }
+
 
 @dataclass
 class PluginSpec:
@@ -50,7 +86,6 @@ class PluginSpec:
     description: str = ""
     args: List[PluginParameter] = field(default_factory=list)
     returns: List[PluginParameter] = field(default_factory=list)
-    embedding: List[float] = field(default_factory=list)
 
     @staticmethod
     def from_dict(d: Dict[str, Any]):
@@ -59,9 +94,16 @@ def from_dict(d: Dict[str, Any]):
             description=d["description"],
             args=[PluginParameter.from_dict(p) for p in d["parameters"]],
             returns=[PluginParameter.from_dict(p) for p in d["returns"]],
-            embedding=[],
         )
 
+    def to_dict(self):
+        return {
+            "name": self.name,
+            "description": self.description,
+            "parameters": [p.to_dict() for p in self.args],
+            "returns": [p.to_dict() for p in self.returns],
+        }
+
     def format_prompt(self) -> str:
         def normalize_type(t: str) -> str:
             if t.lower() == "string":
@@ -120,14 +162,22 @@ class PluginEntry:
     config: Dict[str, Any]
     required: bool
     enabled: bool = True
+    meta_data: Optional[PluginMetaData] = None
 
     @staticmethod
     def from_yaml_file(path: str) -> Optional["PluginEntry"]:
         content = read_yaml(path)
-        return PluginEntry.from_yaml_content(content)
+        yaml_file_name = os.path.basename(path)
+        meta_file_path = os.path.join(os.path.dirname(path), ".meta", f"meta_{yaml_file_name}")
+        if os.path.exists(meta_file_path):
+            meta_data = PluginMetaData.from_dict(read_yaml(meta_file_path))
+            meta_data.path = meta_file_path
+        else:
+            meta_data = PluginMetaData(name=os.path.splitext(yaml_file_name)[0], path=meta_file_path)
+        return PluginEntry.from_yaml_content(content, meta_data)
 
     @staticmethod
-    def from_yaml_content(content: Dict) -> Optional["PluginEntry"]:
+    def from_yaml_content(content: Dict, meta_data: Optional[PluginMetaData] = None) -> Optional["PluginEntry"]:
         do_validate = False
         valid_state = False
         if do_validate:
@@ -142,6 +192,7 @@ def from_yaml_content(content: Dict) -> Optional["PluginEntry"]:
                 required=content.get("required", False),
                 enabled=content.get("enabled", True),
                 plugin_only=content.get("plugin_only", False),
+                meta_data=meta_data,
             )
         return None
 
@@ -156,6 +207,7 @@ def to_dict(self):
             "config": self.config,
             "required": self.required,
             "enabled": self.enabled,
+            "plugin_only": self.plugin_only,
         }
 
     def format_function_calling(self) -> Dict:
diff --git a/taskweaver/utils/__init__.py b/taskweaver/utils/__init__.py
index 5dc97e7d..49a582a6 100644
--- a/taskweaver/utils/__init__.py
+++ b/taskweaver/utils/__init__.py
@@ -5,6 +5,7 @@
 import os
 import secrets
 from datetime import datetime
+from hashlib import md5
 from typing import Any, Dict
 
 
@@ -24,6 +25,16 @@ def read_yaml(path: str) -> Dict[str, Any]:
         raise ValueError(f"Yaml loading failed due to: {e}")
 
 
+def write_yaml(path: str, content: Dict[str, Any]):
+    import yaml
+
+    try:
+        with open(path, "w") as file:
+            yaml.safe_dump(content, file, sort_keys=False)
+    except Exception as e:
+        raise ValueError(f"Yaml writing failed due to: {e}")
+
+
 def validate_yaml(content: Any, schema: str) -> bool:
     import jsonschema
 
@@ -58,3 +69,7 @@ def json_dumps(obj: Any) -> str:
 
 def json_dump(obj: Any, fp: Any):
     json.dump(obj, fp, cls=EnhancedJSONEncoder)
+
+
+def generate_md5_hash(content: str) -> str:
+    return md5(content.encode()).hexdigest()
diff --git a/tests/unit_tests/data/plugins/meta_anomaly_detection.yaml b/tests/unit_tests/data/plugins/meta_anomaly_detection.yaml
new file mode 100644
index 00000000..6bc80a2a
--- /dev/null
+++ b/tests/unit_tests/data/plugins/meta_anomaly_detection.yaml
@@ -0,0 +1,773 @@
+name: anomaly_detection
+embedding:
+- -0.022858813405036926
+- -0.042874544858932495
+- 0.015500803478062153
+- 0.04446256533265114
+- -0.025275541469454765
+- 0.05728554353117943
+- -0.01776108890771866
+- 0.015548622235655785
+- 0.06718360632658005
+- 0.01933915726840496
+- 0.08861981332302094
+- 0.0005663359188474715
+- -0.05462022125720978
+- 0.0890936329960823
+- -0.034229572862386703
+- 0.03543922305107117
+- 0.07348060607910156
+- -0.032826267182826996
+- 0.04075944423675537
+- 0.054472729563713074
+- 0.012115063145756721
+- -0.04054753854870796
+- -0.033312708139419556
+- -0.03052467666566372
+- -0.0022376510314643383
+- -0.022012928500771523
+- 0.004714639391750097
+- -0.03173360973596573
+- 0.056974466890096664
+- -0.0584956556558609
+- 0.024933353066444397
+- -0.024637829512357712
+- 6.361163832480088e-05
+- 0.05565834790468216
+- 1.7133141909653204e-06
+- -0.00022209527378436178
+- -0.029715826734900475
+- -0.05713347718119621
+- 0.0619843415915966
+- -0.06453979760408401
+- -0.023387214168906212
+- -0.04213039204478264
+- 0.0472504124045372
+- -0.018172403797507286
+- -0.02287571132183075
+- -0.006706663873046637
+- -0.02171642705798149
+- 0.0524902306497097
+- 0.0022309564519673586
+- 0.0355379655957222
+- 0.011378956027328968
+- 0.06026787310838699
+- -0.008941912092268467
+- 0.005086543504148722
+- 0.026030289009213448
+- 0.042007021605968475
+- 0.05797501653432846
+- -0.07184209674596786
+- -0.05983619764447212
+- -0.025630556046962738
+- -0.004919620230793953
+- 0.001424745423719287
+- -0.001052472973242402
+- -0.012099049985408783
+- 0.021669862791895866
+- 0.022250879555940628
+- -0.011313529685139656
+- -0.026370041072368622
+- -0.04252554848790169
+- -0.028129616752266884
+- -0.027733832597732544
+- -0.04181070998311043
+- 0.0477541983127594
+- -0.01828952133655548
+- 0.03977084159851074
+- -0.016199275851249695
+- 0.014720018953084946
+- -0.03923711180686951
+- 0.0078064193949103355
+- -0.02248861826956272
+- 0.09837173670530319
+- 0.07527704536914825
+- -0.014777556993067265
+- 0.0143146812915802
+- -0.010753102600574493
+- 0.042826808989048004
+- -0.020277535542845726
+- -0.001517911208793521
+- -0.06711601465940475
+- -0.03039286844432354
+- -0.031599290668964386
+- -0.012093152850866318
+- 0.0044165379367768764
+- 0.05975792184472084
+- -0.05047255754470825
+- -0.03903394937515259
+- 0.00767835509032011
+- -0.031667180359363556
+- 0.02620086446404457
+- -0.0030311685986816883
+- -0.04391336441040039
+- 0.0048743728548288345
+- -0.02796323038637638
+- 0.016521522775292397
+- 0.012206830084323883
+- 0.04435769468545914
+- -0.03726332634687424
+- 0.026654982939362526
+- 0.006522811017930508
+- 0.008178501389920712
+- 0.02863752283155918
+- 0.0022320325952023268
+- -0.041366275399923325
+- -0.04630304127931595
+- 0.021866386756300926
+- -0.004523575305938721
+- 0.034521497786045074
+- 0.04271999001502991
+- 0.0010914165759459138
+- 0.023807285353541374
+- -0.018078012391924858
+- -0.013694978319108486
+- 0.03764620050787926
+- 0.024129068478941917
+- -0.045480601489543915
+- -0.03338499739766121
+- -0.03276824951171875
+- 0.010873425751924515
+- -0.0007487508119083941
+- 0.018663154914975166
+- -0.003277437761425972
+- 0.03189202398061752
+- 0.021524546667933464
+- -0.011823104694485664
+- -0.006458566524088383
+- -0.0666021779179573
+- 0.02521730400621891
+- 0.03511735051870346
+- -0.0568758025765419
+- -0.013099978677928448
+- -0.0046705338172614574
+- -0.02151530422270298
+- -0.038629695773124695
+- 0.03849748894572258
+- -0.07807031273841858
+- -0.0089277857914567
+- 0.02104962058365345
+- 0.08243904262781143
+- -0.011603599414229393
+- 0.016519833356142044
+- 0.02565681003034115
+- -0.02246592380106449
+- -0.029482444748282433
+- 0.024286914616823196
+- -0.02761899121105671
+- 0.004397560376673937
+- 0.020311975851655006
+- 0.009015471674501896
+- -0.040201179683208466
+- -0.015989290550351143
+- 0.026170257478952408
+- -0.013257164508104324
+- 0.034652430564165115
+- -0.039760954678058624
+- -0.015686947852373123
+- -0.021397678181529045
+- -0.004157399758696556
+- 0.028560208156704903
+- -0.04339241236448288
+- -0.05069363862276077
+- -0.012150190770626068
+- -0.049085233360528946
+- 0.018550023436546326
+- -0.05791538208723068
+- -0.033157821744680405
+- 0.008274925872683525
+- 0.0022177244536578655
+- -0.01279794704169035
+- 0.013303053565323353
+- -0.03983457386493683
+- -0.06692986935377121
+- 0.033937230706214905
+- 0.02149622142314911
+- 0.06542135030031204
+- -0.08291460573673248
+- 0.004105208441615105
+- -0.09806365519762039
+- 0.0016553583554923534
+- 0.022553039714694023
+- -0.07290264964103699
+- -0.0035205157473683357
+- 0.03472365066409111
+- 0.031378842890262604
+- -0.02134856767952442
+- -0.03921595588326454
+- 0.03039558045566082
+- 0.024706073105335236
+- -0.08606155216693878
+- -0.04568713158369064
+- 0.06873215734958649
+- -0.013046549633145332
+- -0.030101092532277107
+- 0.06936857849359512
+- 0.04941025376319885
+- 0.03234047442674637
+- -0.02751872129738331
+- 0.008983208797872066
+- -0.05705198645591736
+- -0.019016701728105545
+- -0.026711897924542427
+- -0.01885523647069931
+- -0.009975536726415157
+- -0.028872312977910042
+- -0.007112415973097086
+- 0.014999057166278362
+- 0.02221468836069107
+- 0.05766946077346802
+- -0.03866173326969147
+- -0.04575451835989952
+- 0.05278678983449936
+- -0.047600917518138885
+- -0.011177265085279942
+- -0.04178693890571594
+- 0.016038358211517334
+- 0.020453616976737976
+- -0.05167708918452263
+- -0.008009027689695358
+- 0.01254025287926197
+- -0.0019523309310898185
+- -0.018405748531222343
+- 0.02954164333641529
+- -0.010563620366156101
+- 0.005576785653829575
+- -0.0029250518418848515
+- 0.014947183430194855
+- 0.043987490236759186
+- 0.011155492626130581
+- 0.014620546251535416
+- 0.0018872772343456745
+- 0.047796133905649185
+- -0.08357875049114227
+- 0.030226686969399452
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diff --git a/tests/unit_tests/data/plugins/meta_klarna_search.yaml b/tests/unit_tests/data/plugins/meta_klarna_search.yaml
new file mode 100644
index 00000000..ce4c6e1f
--- /dev/null
+++ b/tests/unit_tests/data/plugins/meta_klarna_search.yaml
@@ -0,0 +1,773 @@
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diff --git a/tests/unit_tests/data/plugins/meta_paper_summary.yaml b/tests/unit_tests/data/plugins/meta_paper_summary.yaml
new file mode 100644
index 00000000..e12c0b50
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diff --git a/tests/unit_tests/data/plugins/meta_sql_pull_data.yaml b/tests/unit_tests/data/plugins/meta_sql_pull_data.yaml
new file mode 100644
index 00000000..48f47cf9
--- /dev/null
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+embedding_model: all-mpnet-base-v2
+path: D:\python_project\TaskWeaver\tests\unit_tests\data\plugins\meta_sql_pull_data.yaml
+md5hash: 3c6fd6e7af0b3872a2cdbfed75b49c0f
diff --git a/tests/unit_tests/test_plugin_selector.py b/tests/unit_tests/test_plugin_selector.py
index fd41a758..c4523c61 100644
--- a/tests/unit_tests/test_plugin_selector.py
+++ b/tests/unit_tests/test_plugin_selector.py
@@ -24,7 +24,8 @@ def test_plugin_selector():
     )
     app_injector.binder.bind(AppConfigSource, to=app_config)
     plugin_selector = app_injector.get(PluginSelector)
-    plugin_selector.generate_plugin_embeddings()
+    plugin_selector.refresh()
+    plugin_selector.load_plugin_embeddings()
 
     query1 = "detect abnormal data points in ./data.csv."
     selected_plugins = plugin_selector.plugin_select(query1, top_k=3)
diff --git a/website/docs/customization/plugin/plugin_selection.md b/website/docs/customization/plugin/plugin_selection.md
index 9d5dda0a..a4b127c6 100644
--- a/website/docs/customization/plugin/plugin_selection.md
+++ b/website/docs/customization/plugin/plugin_selection.md
@@ -31,6 +31,28 @@ During the subsequent automatic plugin selection phase, newly chosen plugins are
 - `code_generator.enable_auto_plugin_selection`: Whether to enable auto plugin selection. The default value is `false`.
 - `code_generator.auto_plugin_selection_topk`:	The number of auto selected plugins in each round. The default value is `3`.
 
+
+## Auto Plugin Selection Preparation
+
+Before using the auto plugin selection mechanism, we need to run the following command to generate the plugin meta files with embeddings.
+
+```bash
+cd scripts
+python -m plugin_mgt --refresh
+```
+After that, you can find the `.meta` directory is generated in the `plugins` folder.
+Then you can start a new TaskWeaver session with the auto plugin selection mechanism enabled.
+Code Generator will automatically load the plugin meta files with embeddings.
+
+🎈Plugin meta files will be treated as invalid if:
+  - The plugin embedding vector is not generated.
+  - The plugin is modified.
+  - The plugin embedding model is changed.
+
+In this case, you cannot start the TaskWeaver and you need to run the above command again to refresh the plugin meta files.
+
+```bash
+
 ## Auto Plugin Selection Example
 
 We show the auto plugin selection mechanism in the following example.