diff --git a/metagpt/actions/learn_readme.py b/metagpt/actions/learn_readme.py
new file mode 100644
index 000000000..030651f3f
--- /dev/null
+++ b/metagpt/actions/learn_readme.py
@@ -0,0 +1,112 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+Module Description: This script defines the LearnReadMe class, which is an action to learn from the contents of
+    a README.md file.
+Author: mashenquan
+Date: 2024-3-20
+"""
+from pathlib import Path
+from typing import Optional
+
+from pydantic import Field
+
+from metagpt.actions import Action
+from metagpt.const import GRAPH_REPO_FILE_REPO
+from metagpt.schema import Message
+from metagpt.utils.common import aread
+from metagpt.utils.di_graph_repository import DiGraphRepository
+from metagpt.utils.graph_repository import GraphKeyword, GraphRepository
+
+
+class LearnReadMe(Action):
+    """
+    An action to learn from the contents of a README.md file.
+
+    Attributes:
+        graph_db (Optional[GraphRepository]): A graph database repository.
+        install_to_path (Optional[str]): The path where the repository to install to.
+    """
+
+    graph_db: Optional[GraphRepository] = None
+    install_to_path: Optional[str] = Field(default="/TO/PATH")
+    _readme: Optional[str] = None
+    _filename: Optional[str] = None
+
+    async def run(self, with_messages=None, **kwargs):
+        """
+        Implementation of `Action`'s `run` method.
+
+        Args:
+            with_messages (Optional[Type]): An optional argument specifying messages to react to.
+        """
+        graph_repo_pathname = self.context.git_repo.workdir / GRAPH_REPO_FILE_REPO / self.context.git_repo.workdir.name
+        self.graph_db = await DiGraphRepository.load_from(str(graph_repo_pathname.with_suffix(".json")))
+        summary = await self.summarize()
+        await self.graph_db.insert(subject=self._filename, predicate=GraphKeyword.HAS_SUMMARY, object_=summary)
+        install = await self.install()
+        await self.graph_db.insert(subject=self._filename, predicate=GraphKeyword.HAS_INSTALL, object_=install)
+        conf = await self.config()
+        await self.graph_db.insert(subject=self._filename, predicate=GraphKeyword.HAS_CONFIG, object_=conf)
+        usage = await self.usage()
+        await self.graph_db.insert(subject=self._filename, predicate=GraphKeyword.HAS_USAGE, object_=usage)
+
+        await self.graph_db.save()
+
+        return Message(content="", cause_by=self)
+
+    async def summarize(self) -> str:
+        readme = await self._get()
+        summary = await self.llm.aask(
+            readme,
+            system_msgs=[
+                "You are a tool can summarize git repository README.md file.",
+                "Return the summary about what is the repository.",
+            ],
+        )
+        return summary
+
+    async def install(self) -> str:
+        readme = await self._get()
+        install = await self.llm.aask(
+            readme,
+            system_msgs=[
+                "You are a tool can install git repository according to README.md file.",
+                "Return a bash code block of markdown including:\n"
+                f"1. git clone the repository to the directory `{self.install_to_path}`;\n"
+                f"2. cd `{self.install_to_path}`;\n"
+                f"3. install the repository.",
+            ],
+        )
+        return install
+
+    async def config(self) -> str:
+        readme = await self._get()
+        configuration = await self.llm.aask(
+            readme,
+            system_msgs=[
+                "You are a tool can configure git repository according to README.md file.",
+                "Return a bash code block of markdown object to configure the repository if necessary, otherwise return"
+                " a empty bash code block of markdown object",
+            ],
+        )
+        return configuration
+
+    async def usage(self) -> str:
+        readme = await self._get()
+        usage = await self.llm.aask(
+            readme,
+            system_msgs=[
+                "You are a tool can summarize all usages of git repository according to README.md file.",
+                "Return a list of code block of markdown objects to demonstrates the usage of the repository.",
+            ],
+        )
+        return usage
+
+    async def _get(self) -> str:
+        if self._readme is not None:
+            return self._readme
+        filename = Path(self.i_context).resolve() / "README.md"
+        self._readme = await aread(filename=filename, encoding="utf-8")
+        self._filename = str(filename)
+        return self._readme
diff --git a/metagpt/utils/graph_repository.py b/metagpt/utils/graph_repository.py
index eb1fc5e12..f4219fac3 100644
--- a/metagpt/utils/graph_repository.py
+++ b/metagpt/utils/graph_repository.py
@@ -49,6 +49,10 @@ class GraphKeyword:
     IS_COMPOSITE_OF = "is_composite_of"
     IS_AGGREGATE_OF = "is_aggregate_of"
     HAS_PARTICIPANT = "has_participant"
+    HAS_SUMMARY = "has_summary"
+    HAS_INSTALL = "has_install"
+    HAS_CONFIG = "has_config"
+    HAS_USAGE = "has_usage"
 
 
 class SPO(BaseModel):
diff --git a/tests/metagpt/actions/test_learn_readme.py b/tests/metagpt/actions/test_learn_readme.py
new file mode 100644
index 000000000..4e623cf2c
--- /dev/null
+++ b/tests/metagpt/actions/test_learn_readme.py
@@ -0,0 +1,26 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+from pathlib import Path
+
+import pytest
+
+from metagpt.actions.learn_readme import LearnReadMe
+from metagpt.llm import LLM
+
+
+@pytest.mark.asyncio
+async def test_learn_readme(context):
+    action = LearnReadMe(
+        name="RedBean",
+        i_context=str(Path(__file__).parent.parent.parent.parent),
+        llm=LLM(),
+        context=context,
+    )
+    await action.run()
+    rows = await action.graph_db.select()
+    assert rows
+    assert context.repo.docs.graph_repo.changed_files
+
+
+if __name__ == "__main__":
+    pytest.main([__file__, "-s"])