first commit

.gitignore

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+# Python-generated files
+__pycache__/
+*.py[oc]
+build/
+dist/
+wheels/
+*.egg-info
+
+# Virtual environments
+.venv

.python-version

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+3.13

README.md

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+# fs-explorer
+
+CLI agent that helps you explore a directory and its content.
+
+## Installation and Usage
+
+Clone this repository:
+
+```bash
+git clone https://github.com/run-llama/fs-explorer
+cd fs-explorer
+```
+
+Install locally:
+
+```bash
+uv pip install .
+```
+
+Export a Google API key (must have access to EAP models):
+
+```bash
+export GOOGLE_API_KEY="..."
+```
+
+Run:
+
+```bash
+explore --task "Can you help me individuate, in the fs explorer codebase, what python file is responsible for file system operations?"
+```
+

pyproject.toml

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+[build-system]
+requires = ["uv_build>=0.9.10,<0.10.0"]
+build-backend = "uv_build"
+
+[project]
+name = "fs-explorer"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.13"
+dependencies = [
+    "google-genai>=1.55.0",
+    "llama-index-workflows>=2.11.5",
+    "typer>=0.20.0",
+]
+
+[tool.uv.build-backend]
+module-name = "fs_explorer"
+
+[project.scripts]
+explore = "fs_explorer.main:app"

src/fs_explorer/agent.py

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+import os
+from typing import Callable, Any, cast
+from google.genai.types import Content, HttpOptions, Part
+from google.genai import Client as GenAIClient
+from .models import Action, ActionType, ToolCallAction, Tools
+from .fs import read_file, grep_file_content, glob_paths
+
+TOOLS: dict[Tools, Callable] = {
+    "read": read_file, 
+    "grep": grep_file_content,
+    "glob": glob_paths
+}
+
+SYSTEM_PROMPT = """
+You are FsExplorer, an AI agent whose task is to help the user to explore the filesystem (starting from the current directory and, eventually, going deeper) in order to complete a given task.
+
+Every time, you will be asked to take one of the following actions:
+
+- Tool call - call one of the file-system tools available to you, specifically:
+    + `read`: read a file, providing its path (`file_path` parameter, a string)
+    + `grep`: grep the content of a file, providing its path and the pattern (`file_path` and `pattern` parameters, both strings)
+    + `glob`: list files within a directory that comply with a certain pattern, providing the directory path and the pattern to search for (`directory` and `pattern` parameters, both strings)
+- Go deeper - go one level deeper in the filesystem, accessing a subfolder of the folder you are currently exploring
+- Stop - you have reached your goal, so you can exit, returning to the user with a final result of all the operations
+
+Choose the action based on the current situation, inferred from the previous chat history.
+"""
+
+class FsExplorerAgent:
+    def __init__(self, api_key: str | None = None):
+        if api_key is None:
+            api_key = os.getenv("GOOGLE_API_KEY")
+        if api_key is None:
+            raise ValueError("GOOGLE_API_KEY not found within the current environment: please export it or provide it to the class constructor.")
+        self._client = GenAIClient(api_key=api_key, http_options=HttpOptions(api_version="v1beta"))
+        self._chat_history: list[Content] = [Content(role="system", parts=[Part.from_text(text=SYSTEM_PROMPT)])]
+    
+    def configure_task(self, task: str) -> None:
+        self._chat_history.append(Content(role="user", parts=[Part.from_text(text=task)]))
+
+    async def take_action(self) -> tuple[Action, ActionType] | None:
+        response = await self._client.aio.models.generate_content(
+            model="fiercefalcon",
+            contents=self._chat_history,
+            config={
+                "response_mime_type": "application/json",
+                "response_json_schema": Action.model_json_schema(),
+            }
+        )
+        if response.candidates is not None:
+            if response.candidates[0].content is not None:
+                self._chat_history.append(response.candidates[0].content)
+            if response.text is not None:
+                action = Action.model_validate_json(response.text)
+                if action.to_action_type() == "toolcall":
+                    toolcall = cast(ToolCallAction, action.action)
+                    self.call_tool(tool_name=toolcall.tool_name, tool_input=toolcall.to_fn_args())
+                return action, action.to_action_type()
+        return None 
+    
+    def call_tool(self, tool_name: Tools, tool_input: dict[str, Any]) -> None:
+        try:
+            result = TOOLS[tool_name](**tool_input)
+        except Exception as e:
+            result = f"An error occurred while calling tool {tool_name} with {tool_input}: {e}"
+        self._chat_history.append(Content(role="user", parts=[Part.from_text(text=f"Tool result for {tool_name}:\n\n{result}")]))
+        return None

src/fs_explorer/fs.py

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+import os
+import re
+import glob
+
+def describe_dir_content(directory: str) -> str:
+    if not os.path.exists(directory) or not os.path.isdir(directory):
+        return f"No such directory: {directory}"
+    children = os.listdir(directory)
+    if not children:
+        return f"Directory {directory} is empty"
+    description = f"Content of {directory}\n"
+    files = []
+    directories = []
+    for child in children:
+        fullpath = os.path.join(child)
+        if os.path.isfile(fullpath):
+            files.append(fullpath)
+        else:
+            directories.append(fullpath)
+    description += "FILES:\n- " + "\n- ".join(files)
+    if not directories:
+        description += "\nThis folder does not have any sub-folders"
+    else:
+        description += "\nSUBFOLDERS:\n- " + "\n- ".join(directories)
+    return description
+
+def read_file(file_path: str) -> str:
+    with open(file_path, "r") as f:
+        return f.read()
+
+def grep_file_content(file_path: str, pattern: str) -> str:
+    with open(file_path, "r") as f:
+        content = f.read()
+    r = re.compile(pattern=pattern, flags=re.MULTILINE)
+    matches = r.findall(content)
+    if matches:
+        return f"MATCHES for {pattern} in {file_path}:\n\n- " + "\n- ".join(matches)
+    return "No matches found"
+
+def glob_paths(directory: str, pattern: str) -> str:
+    matches = glob.glob(f"./{directory}/{pattern}")
+    if matches:
+        return f"MATCHES for {pattern} in {directory}:\n\n- " + "\n- ".join(matches)
+    return "No matches found"

src/fs_explorer/main.py

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+import json
+import asyncio
+
+from typer import Typer, Option
+from typing import Annotated
+from rich.markdown import Markdown
+from rich.panel import Panel
+from rich.console import Console
+
+from .workflow import workflow, InputEvent, ToolCallEvent, GoDeeperAction
+
+app = Typer()
+
+async def run_workflow(task: str):
+    console = Console()
+    handler = workflow.run(start_event=InputEvent(task=task))
+    with console.status(status="Working on your request...") as status:
+        async for event in handler.stream_events():
+            if isinstance(event, ToolCallEvent):
+                status.update("Tool calling...")
+                content = f"Calling tool `{event.tool_name}` with input:\n\n```\n{json.dumps(event.tool_input, indent=2)}\n```\n\nThe tool call is motivated by: {event.reason}"
+                panel = Panel(Markdown(content), title_align="left", title="Tool Call", border_style="bold yellow")
+                console.print(panel)
+                status.update("Working on the next move...")
+            elif isinstance(event, GoDeeperAction):
+                status.update("Tool calling...")
+                content = f"Going to directory: `{event.directory}` because of: {event.reason}"
+                panel = Panel(Markdown(content), title_align="left", title="Moving within the file system", border_style="bold magenta")
+                console.print(panel)
+                status.update("Working on the next move...")
+        result = await handler
+        status.update("Gathering the final result...")
+        await asyncio.sleep(0.1)
+        status.update("Tool calling...")
+        content = result.final_result
+        panel = Panel(Markdown(content), title_align="left", title="Final result", border_style="bold green")
+        console.print(panel)
+        status.stop()
+    return None
+
+@app.command()
+def main(
+    task: Annotated[
+        str,
+        Option(
+            "--task",
+            "-t",
+            help="Task that the FsExplorer Agent has to perform while exploring the current directory.",
+        ),
+    ],
+) -> None:
+    asyncio.run(run_workflow(task))

src/fs_explorer/models.py

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+from pydantic import BaseModel, Field
+from typing import TypeAlias, Literal, Any
+
+Tools: TypeAlias = Literal["read", "grep", "glob"]
+ActionType: TypeAlias = Literal["stop", "godeeper", "toolcall"]
+
+class StopAction(BaseModel):
+    """Action that is used when the end goal has been reached"""
+    final_result: str = Field(description="Final result of the operation")
+
+class GoDeeperAction(BaseModel):
+    """Action that is used when it is necessary to go one level deeper in the filesystem"""
+    directory: str = Field(description="Directory where to go")
+
+class ToolCallArg(BaseModel):
+    """Input to the tool call, based on the tool schema"""
+    parameter_name: str = Field(description="Name of the parameter")
+    parameter_value: Any = Field(description="Value associated to the parameter")
+
+class ToolCallAction(BaseModel):
+    """Action thast is used when it is necessary to call one of the available tools"""
+    tool_name: Tools = Field(description="Chosen tool")
+    tool_input: list[ToolCallArg] = Field(description="Input to call the tool with")
+
+    def to_fn_args(self) -> dict[str, Any]:
+        args = {}
+        for arg in self.tool_input:
+            args[arg.parameter_name] = arg.parameter_value
+        return args
+
+
+class Action(BaseModel):
+    """Action to take based on the current chat history"""
+    action: ToolCallAction | GoDeeperAction | StopAction = Field(description="Action specification for the next step")
+    reason: str = Field(description="Reason for taking this specific action")
+
+    def to_action_type(self) -> ActionType:
+        if isinstance(self.action, ToolCallAction):
+            return "toolcall"
+        elif isinstance(self.action, GoDeeperAction):
+            return "godeeper"
+        else:
+            return "stop"

src/fs_explorer/workflow.py

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+from workflows import Workflow, Context, step
+from workflows.events import StartEvent, StopEvent, Event
+from workflows.resource import Resource
+from pydantic import BaseModel
+from typing import Annotated, cast, Any
+
+from .agent import FsExplorerAgent
+from .models import GoDeeperAction, ToolCallAction, StopAction
+from .fs import describe_dir_content
+
+AGENT = FsExplorerAgent()
+
+class WorkflowState(BaseModel):
+    intial_task: str = ""
+    current_directory: str = "."
+
+class InputEvent(StartEvent):
+    task: str
+
+class GoDeeperEvent(Event):
+    directory: str
+    reason: str
+
+class ToolCallEvent(Event):
+    tool_name: str
+    tool_input: dict[str, Any]
+    reason: str
+
+class ExplorationEndEvent(StopEvent):
+    final_result: str | None = None
+    error: str | None = None
+
+def get_agent(*args, **kwargs) -> FsExplorerAgent:
+    return AGENT
+
+class FsExplorerWorkflow(Workflow):
+    @step
+    async def start_exploration(self, ev: InputEvent, ctx: Context[WorkflowState], agent: Annotated[FsExplorerAgent, Resource(get_agent)]) -> ExplorationEndEvent | GoDeeperEvent | ToolCallEvent:
+        async with ctx.store.edit_state() as state:
+            state.intial_task = ev.task
+        dirdescription = describe_dir_content(".")
+        agent.configure_task(f"Given that the current directory ('.') looks like this:\n\n```text\n{dirdescription}\n```\n\nAnd that the user is giving you this task: '{ev.task}', what action should you take first?")
+        result = await agent.take_action()
+        if result is None:
+            return ExplorationEndEvent(error="Could not produce action to take")
+        action, action_type = result
+        if action_type == "godeeper":
+            godeeper = cast(GoDeeperAction, action.action)
+            res = GoDeeperEvent(directory=godeeper.directory, reason=action.reason)
+            async with ctx.store.edit_state() as state:
+                state.current_directory = godeeper.directory
+            ctx.write_event_to_stream(res)
+        elif action_type == "toolcall":
+            toolcall = cast(ToolCallAction, action.action)
+            res = ToolCallEvent(tool_name=toolcall.tool_name, tool_input=toolcall.to_fn_args(), reason=action.reason)
+            ctx.write_event_to_stream(res)
+        else:
+            stopaction = cast(StopAction, action.action)
+            res = ExplorationEndEvent(final_result=stopaction.final_result)
+        return res
+    
+    @step
+    async def go_deeper_action(self, ev: GoDeeperEvent, ctx: Context[WorkflowState], agent: Annotated[FsExplorerAgent, Resource(get_agent)]) -> ExplorationEndEvent | ToolCallEvent | GoDeeperEvent:
+        state = await ctx.store.get_state()
+        dirdescription = describe_dir_content(state.current_directory)
+        agent.configure_task(f"Given that the current directory ('{state.current_directory}') looks like this:\n\n```text\n{dirdescription}\n```\n\nAnd that the user is giving you this task: '{state.intial_task}', what action should you take next?")
+        result = await agent.take_action()
+        if result is None:
+            return ExplorationEndEvent(error="Could not produce action to take")
+        action, action_type = result
+        if action_type == "godeeper":
+            godeeper = cast(GoDeeperAction, action.action)
+            res = GoDeeperEvent(directory=godeeper.directory, reason=action.reason)
+            async with ctx.store.edit_state() as state:
+                state.current_directory = godeeper.directory
+            ctx.write_event_to_stream(res)
+        elif action_type == "toolcall":
+            toolcall = cast(ToolCallAction, action.action)
+            res = ToolCallEvent(tool_name=toolcall.tool_name, tool_input=toolcall.to_fn_args(), reason=action.reason)
+            ctx.write_event_to_stream(res)
+        else:
+            stopaction = cast(StopAction, action.action)
+            res = ExplorationEndEvent(final_result=stopaction.final_result)
+        return res
+    
+    @step
+    async def tool_call_action(self, ev: ToolCallEvent, ctx: Context[WorkflowState],  agent: Annotated[FsExplorerAgent, Resource(get_agent)]) -> ExplorationEndEvent | ToolCallEvent | GoDeeperEvent:
+        agent.configure_task("Given the result from the tool call you just performed, what action should you take next?")
+        result = await agent.take_action()
+        if result is None:
+            return ExplorationEndEvent(error="Could not produce action to take")
+        action, action_type = result
+        if action_type == "godeeper":
+            godeeper = cast(GoDeeperAction, action.action)
+            res = GoDeeperEvent(directory=godeeper.directory, reason=action.reason)
+            async with ctx.store.edit_state() as state:
+                state.current_directory = godeeper.directory
+            ctx.write_event_to_stream(res)
+        elif action_type == "toolcall":
+            toolcall = cast(ToolCallAction, action.action)
+            res = ToolCallEvent(tool_name=toolcall.tool_name, tool_input=toolcall.to_fn_args(), reason=action.reason)
+            ctx.write_event_to_stream(res)
+        else:
+            stopaction = cast(StopAction, action.action)
+            res = ExplorationEndEvent(final_result=stopaction.final_result)
+        return res
+
+workflow = FsExplorerWorkflow(timeout=120)

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