From 63d649b0f48986ef00e032164bab619ffc8689c6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Sebasti=C3=A1n=20Est=C3=A9vez?= <estevezsebastian@gmail.com>
Date: Thu, 2 Jan 2025 23:45:54 -0500
Subject: [PATCH] feat: add anthropic mcp endpoint (#5148)

* mcp WIP

* [autofix.ci] apply automated fixes

* logging and flow user check

* mcp stdio client component

* handle disconnect better

* initialization

* session fix and type fix

* [autofix.ci] apply automated fixes

* defensive against mcp server bugs

* [autofix.ci] apply automated fixes

* notifications and sse component

* enabled flags and resource support

* remove unneeded print

* extract json schema util

* [autofix.ci] apply automated fixes

* ruff

* fix tools [] bug and db asysnc session api change

* Tool instead of StructuredTool

* ruff fixes

* ruff

* validation optimization

* fix frontend test

* another playwright fix

* Update src/frontend/tests/extended/features/notifications.spec.ts

Co-authored-by: Gabriel Luiz Freitas Almeida <gabriel@langflow.org>

* mcp component descriptions

* mypy fixes

* fix setup_database_url test

---------

Co-authored-by: autofix-ci[bot] <114827586+autofix-ci[bot]@users.noreply.github.com>
Co-authored-by: Gabriel Luiz Freitas Almeida <gabriel@langflow.org>
---
 pyproject.toml                                |    4 +-
 src/backend/base/langflow/api/router.py       |    5 +
 src/backend/base/langflow/api/v1/__init__.py  |    2 +
 src/backend/base/langflow/api/v1/mcp.py       |  343 ++++++
 .../base/langflow/base/mcp/__init__.py        |    0
 src/backend/base/langflow/base/mcp/util.py    |   26 +
 .../langflow/components/tools/__init__.py     |    2 +
 .../base/langflow/components/tools/mcp_sse.py |   98 ++
 .../langflow/components/tools/mcp_stdio.py    |  122 ++
 src/backend/base/langflow/helpers/flow.py     |   44 +
 .../base/langflow/services/settings/base.py   |    6 +
 .../tests/performance/test_server_init.py     |    8 +-
 .../regression/generalBugs-shard-3.spec.ts    |    2 +-
 uv.lock                                       | 1092 +++++++++--------
 14 files changed, 1229 insertions(+), 525 deletions(-)
 create mode 100644 src/backend/base/langflow/api/v1/mcp.py
 create mode 100644 src/backend/base/langflow/base/mcp/__init__.py
 create mode 100644 src/backend/base/langflow/base/mcp/util.py
 create mode 100644 src/backend/base/langflow/components/tools/mcp_sse.py
 create mode 100644 src/backend/base/langflow/components/tools/mcp_stdio.py

diff --git a/pyproject.toml b/pyproject.toml
index 51c7909f8..a7494bb52 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -113,8 +113,10 @@ dependencies = [
     "aiofile>=3.9.0,<4.0.0",
     "sseclient-py==1.8.0",
     "arize-phoenix-otel>=0.6.1",
-    "openinference-instrumentation-langchain==0.1.29",
+    "openinference-instrumentation-langchain>=0.1.29",
     "crewai~=0.86.0",
+    "mcp>=0.9.1",
+    "uv>=0.5.7",
     "ag2",
     "pydantic-ai>=0.0.12",
 ]
diff --git a/src/backend/base/langflow/api/router.py b/src/backend/base/langflow/api/router.py
index d2ce1905a..39339035e 100644
--- a/src/backend/base/langflow/api/router.py
+++ b/src/backend/base/langflow/api/router.py
@@ -9,6 +9,7 @@ from langflow.api.v1 import (
     flows_router,
     folders_router,
     login_router,
+    mcp_router,
     monitor_router,
     starter_projects_router,
     store_router,
@@ -16,6 +17,7 @@ from langflow.api.v1 import (
     validate_router,
     variables_router,
 )
+from langflow.services.deps import get_settings_service
 
 router = APIRouter(
     prefix="/api/v1",
@@ -33,3 +35,6 @@ router.include_router(files_router)
 router.include_router(monitor_router)
 router.include_router(folders_router)
 router.include_router(starter_projects_router)
+
+if get_settings_service().settings.mcp_server_enabled:
+    router.include_router(mcp_router)
diff --git a/src/backend/base/langflow/api/v1/__init__.py b/src/backend/base/langflow/api/v1/__init__.py
index 48383770a..567415af1 100644
--- a/src/backend/base/langflow/api/v1/__init__.py
+++ b/src/backend/base/langflow/api/v1/__init__.py
@@ -5,6 +5,7 @@ from langflow.api.v1.files import router as files_router
 from langflow.api.v1.flows import router as flows_router
 from langflow.api.v1.folders import router as folders_router
 from langflow.api.v1.login import router as login_router
+from langflow.api.v1.mcp import router as mcp_router
 from langflow.api.v1.monitor import router as monitor_router
 from langflow.api.v1.starter_projects import router as starter_projects_router
 from langflow.api.v1.store import router as store_router
@@ -20,6 +21,7 @@ __all__ = [
     "flows_router",
     "folders_router",
     "login_router",
+    "mcp_router",
     "monitor_router",
     "starter_projects_router",
     "store_router",
diff --git a/src/backend/base/langflow/api/v1/mcp.py b/src/backend/base/langflow/api/v1/mcp.py
new file mode 100644
index 000000000..0fbf08ee4
--- /dev/null
+++ b/src/backend/base/langflow/api/v1/mcp.py
@@ -0,0 +1,343 @@
+import asyncio
+import base64
+import json
+import logging
+import traceback
+from contextlib import suppress
+from contextvars import ContextVar
+from typing import Annotated
+from urllib.parse import quote, unquote, urlparse
+from uuid import UUID, uuid4
+
+import pydantic
+from anyio import BrokenResourceError
+from fastapi import APIRouter, Depends, Request
+from fastapi.responses import StreamingResponse
+from mcp import types
+from mcp.server import NotificationOptions, Server
+from mcp.server.sse import SseServerTransport
+from sqlmodel import select
+from starlette.background import BackgroundTasks
+
+from langflow.api.v1.chat import build_flow
+from langflow.api.v1.schemas import InputValueRequest
+from langflow.helpers.flow import json_schema_from_flow
+from langflow.services.auth.utils import get_current_active_user
+from langflow.services.database.models import Flow, User
+from langflow.services.deps import get_db_service, get_session, get_settings_service, get_storage_service
+from langflow.services.storage.utils import build_content_type_from_extension
+
+logger = logging.getLogger(__name__)
+if False:
+    logger.setLevel(logging.DEBUG)
+    if not logger.handlers:
+        handler = logging.StreamHandler()
+        handler.setLevel(logging.DEBUG)
+        formatter = logging.Formatter("[%(asctime)s][%(levelname)s] %(message)s")
+        handler.setFormatter(formatter)
+        logger.addHandler(handler)
+
+    # Enable debug logging for MCP package
+    mcp_logger = logging.getLogger("mcp")
+    mcp_logger.setLevel(logging.DEBUG)
+    if not mcp_logger.handlers:
+        mcp_logger.addHandler(handler)
+
+    logger.debug("MCP module loaded - debug logging enabled")
+
+enable_progress_notifications = get_settings_service().settings.mcp_server_enable_progress_notifications
+
+router = APIRouter(prefix="/mcp", tags=["mcp"])
+
+server = Server("langflow-mcp-server")
+
+# Create a context variable to store the current user
+current_user_ctx: ContextVar[User] = ContextVar("current_user_ctx")
+
+# Define constants
+MAX_RETRIES = 2
+
+
+@server.list_prompts()
+async def handle_list_prompts():
+    return []
+
+
+@server.list_resources()
+async def handle_list_resources():
+    resources = []
+    try:
+        session = await anext(get_session())
+        storage_service = get_storage_service()
+        settings_service = get_settings_service()
+
+        # Build full URL from settings
+        host = getattr(settings_service.settings, "holst", "localhost")
+        port = getattr(settings_service.settings, "port", 3000)
+
+        base_url = f"http://{host}:{port}".rstrip("/")
+
+        flows = (await session.exec(select(Flow))).all()
+
+        for flow in flows:
+            if flow.id:
+                try:
+                    files = await storage_service.list_files(flow_id=str(flow.id))
+                    for file_name in files:
+                        # URL encode the filename
+                        safe_filename = quote(file_name)
+                        resource = types.Resource(
+                            uri=f"{base_url}/api/v1/files/{flow.id}/{safe_filename}",
+                            name=file_name,
+                            description=f"File in flow: {flow.name}",
+                            mimeType=build_content_type_from_extension(file_name),
+                        )
+                        resources.append(resource)
+                except FileNotFoundError as e:
+                    msg = f"Error listing files for flow {flow.id}: {e}"
+                    logger.debug(msg)
+                    continue
+    except Exception as e:
+        msg = f"Error in listing resources: {e!s}"
+        logger.exception(msg)
+        trace = traceback.format_exc()
+        logger.exception(trace)
+        raise
+    return resources
+
+
+@server.read_resource()
+async def handle_read_resource(uri: str) -> bytes:
+    """Handle resource read requests."""
+    try:
+        # Parse the URI properly
+        parsed_uri = urlparse(str(uri))
+        # Path will be like /api/v1/files/{flow_id}/{filename}
+        path_parts = parsed_uri.path.split("/")
+        # Remove empty strings from split
+        path_parts = [p for p in path_parts if p]
+
+        # The flow_id and filename should be the last two parts
+        two = 2
+        if len(path_parts) < two:
+            msg = f"Invalid URI format: {uri}"
+            raise ValueError(msg)
+
+        flow_id = path_parts[-2]
+        filename = unquote(path_parts[-1])  # URL decode the filename
+
+        storage_service = get_storage_service()
+
+        # Read the file content
+        content = await storage_service.get_file(flow_id=flow_id, file_name=filename)
+        if not content:
+            msg = f"File {filename} not found in flow {flow_id}"
+            raise ValueError(msg)
+
+        # Ensure content is base64 encoded
+        if isinstance(content, str):
+            content = content.encode()
+        return base64.b64encode(content)
+    except Exception as e:
+        msg = f"Error reading resource {uri}: {e!s}"
+        logger.exception(msg)
+        trace = traceback.format_exc()
+        logger.exception(trace)
+        raise
+
+
+@server.list_tools()
+async def handle_list_tools():
+    tools = []
+    try:
+        session = await anext(get_session())
+        flows = (await session.exec(select(Flow))).all()
+
+        for flow in flows:
+            if flow.user_id is None:
+                continue
+
+            tool = types.Tool(
+                name=str(flow.id),  # Use flow.id instead of name
+                description=f"{flow.name}: {flow.description}"
+                if flow.description
+                else f"Tool generated from flow: {flow.name}",
+                inputSchema=json_schema_from_flow(flow),
+            )
+            tools.append(tool)
+    except Exception as e:
+        msg = f"Error in listing tools: {e!s}"
+        logger.exception(msg)
+        trace = traceback.format_exc()
+        logger.exception(trace)
+        raise
+    return tools
+
+
+@server.call_tool()
+async def handle_call_tool(name: str, arguments: dict) -> list[types.TextContent]:
+    """Handle tool execution requests."""
+    try:
+        session = await anext(get_session())
+        background_tasks = BackgroundTasks()
+
+        current_user = current_user_ctx.get()
+        flow = (await session.exec(select(Flow).where(Flow.id == UUID(name)))).first()
+
+        if not flow:
+            msg = f"Flow with id '{name}' not found"
+            raise ValueError(msg)
+
+        # Process inputs
+        processed_inputs = dict(arguments)
+
+        # Initial progress notification
+        if enable_progress_notifications and (progress_token := server.request_context.meta.progressToken):
+            await server.request_context.session.send_progress_notification(
+                progress_token=progress_token, progress=0.0, total=1.0
+            )
+
+        conversation_id = str(uuid4())
+        input_request = InputValueRequest(
+            input_value=processed_inputs.get("input_value", ""), components=[], type="chat", session=conversation_id
+        )
+
+        async def send_progress_updates():
+            if not (enable_progress_notifications and server.request_context.meta.progressToken):
+                return
+
+            try:
+                progress = 0.0
+                while True:
+                    await server.request_context.session.send_progress_notification(
+                        progress_token=progress_token, progress=min(0.9, progress), total=1.0
+                    )
+                    progress += 0.1
+                    await asyncio.sleep(1.0)
+            except asyncio.CancelledError:
+                # Send final 100% progress
+                if enable_progress_notifications:
+                    await server.request_context.session.send_progress_notification(
+                        progress_token=progress_token, progress=1.0, total=1.0
+                    )
+                raise
+
+        db_service = get_db_service()
+        collected_results = []
+        async with db_service.with_session() as async_session:
+            try:
+                progress_task = asyncio.create_task(send_progress_updates())
+
+                try:
+                    response = await build_flow(
+                        flow_id=UUID(name),
+                        inputs=input_request,
+                        background_tasks=background_tasks,
+                        current_user=current_user,
+                        session=async_session,
+                    )
+
+                    async for line in response.body_iterator:
+                        if not line:
+                            continue
+                        try:
+                            event_data = json.loads(line)
+                            if event_data.get("event") == "end_vertex":
+                                message = (
+                                    event_data.get("data", {})
+                                    .get("build_data", {})
+                                    .get("data", {})
+                                    .get("results", {})
+                                    .get("message", {})
+                                    .get("text", "")
+                                )
+                                if message:
+                                    collected_results.append(types.TextContent(type="text", text=str(message)))
+                        except json.JSONDecodeError:
+                            msg = f"Failed to parse event data: {line}"
+                            logger.warning(msg)
+                            continue
+
+                    return collected_results
+                finally:
+                    progress_task.cancel()
+                    with suppress(asyncio.CancelledError):
+                        await progress_task
+            except Exception as e:
+                msg = f"Error in async session: {e}"
+                logger.exception(msg)
+                raise
+
+    except Exception as e:
+        context = server.request_context
+        # Send error progress if there's an exception
+        if enable_progress_notifications and (progress_token := context.meta.progressToken):
+            await server.request_context.session.send_progress_notification(
+                progress_token=progress_token, progress=1.0, total=1.0
+            )
+        msg = f"Error executing tool {name}: {e!s}"
+        logger.exception(msg)
+        trace = traceback.format_exc()
+        logger.exception(trace)
+        raise
+
+
+sse = SseServerTransport("/api/v1/mcp/")
+
+
+def find_validation_error(exc):
+    """Searches for a pydantic.ValidationError in the exception chain."""
+    while exc:
+        if isinstance(exc, pydantic.ValidationError):
+            return exc
+        exc = getattr(exc, "__cause__", None) or getattr(exc, "__context__", None)
+    return None
+
+
+@router.get("/sse", response_class=StreamingResponse)
+async def handle_sse(request: Request, current_user: Annotated[User, Depends(get_current_active_user)]):
+    token = current_user_ctx.set(current_user)
+    try:
+        async with sse.connect_sse(request.scope, request.receive, request._send) as streams:
+            try:
+                msg = "Starting SSE connection"
+                logger.debug(msg)
+                msg = f"Stream types: read={type(streams[0])}, write={type(streams[1])}"
+                logger.debug(msg)
+
+                notification_options = NotificationOptions(
+                    prompts_changed=True, resources_changed=True, tools_changed=True
+                )
+                init_options = server.create_initialization_options(notification_options)
+                msg = f"Initialization options: {init_options}"
+                logger.debug(msg)
+
+                try:
+                    await server.run(streams[0], streams[1], init_options)
+                except Exception as exc:  # noqa: BLE001
+                    validation_error = find_validation_error(exc)
+                    if validation_error:
+                        msg = "Validation error in MCP:" + str(validation_error)
+                        logger.debug(msg)
+                    else:
+                        msg = f"Error in MCP: {exc!s}"
+                        logger.debug(msg)
+                        return
+            except BrokenResourceError:
+                # Handle gracefully when client disconnects
+                logger.info("Client disconnected from SSE connection")
+            except asyncio.CancelledError:
+                logger.info("SSE connection was cancelled")
+            except Exception as e:
+                msg = f"Error in MCP: {e!s}"
+                logger.exception(msg)
+                trace = traceback.format_exc()
+                logger.exception(trace)
+                raise
+    finally:
+        current_user_ctx.reset(token)
+
+
+@router.post("/")
+async def handle_messages(request: Request):
+    await sse.handle_post_message(request.scope, request.receive, request._send)
diff --git a/src/backend/base/langflow/base/mcp/__init__.py b/src/backend/base/langflow/base/mcp/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/src/backend/base/langflow/base/mcp/util.py b/src/backend/base/langflow/base/mcp/util.py
new file mode 100644
index 000000000..e4b867b0d
--- /dev/null
+++ b/src/backend/base/langflow/base/mcp/util.py
@@ -0,0 +1,26 @@
+import asyncio
+from collections.abc import Awaitable, Callable
+
+from langflow.helpers.base_model import BaseModel
+
+
+def create_tool_coroutine(tool_name: str, arg_schema: type[BaseModel], session) -> Callable[[dict], Awaitable]:
+    async def tool_coroutine(*args):
+        if len(args) == 0:
+            msg = f"at least one positional argument is required {args}"
+            raise ValueError(msg)
+        arg_dict = dict(zip(arg_schema.model_fields.keys(), args, strict=False))
+        return await session.call_tool(tool_name, arguments=arg_dict)
+
+    return tool_coroutine
+
+
+def create_tool_func(tool_name: str, session) -> Callable[..., str]:
+    def tool_func(**kwargs):
+        if len(kwargs) == 0:
+            msg = f"at least one named argument is required {kwargs}"
+            raise ValueError(msg)
+        loop = asyncio.get_event_loop()
+        return loop.run_until_complete(session.call_tool(tool_name, arguments=kwargs))
+
+    return tool_func
diff --git a/src/backend/base/langflow/components/tools/__init__.py b/src/backend/base/langflow/components/tools/__init__.py
index 17b5d11c6..707ecd075 100644
--- a/src/backend/base/langflow/components/tools/__init__.py
+++ b/src/backend/base/langflow/components/tools/__init__.py
@@ -9,6 +9,7 @@ from .exa_search import ExaSearchToolkit
 from .glean_search_api import GleanSearchAPIComponent
 from .google_search_api import GoogleSearchAPIComponent
 from .google_serper_api import GoogleSerperAPIComponent
+from .mcp_stdio import MCPStdio
 from .python_code_structured_tool import PythonCodeStructuredTool
 from .python_repl import PythonREPLToolComponent
 from .search_api import SearchAPIComponent
@@ -36,6 +37,7 @@ __all__ = [
     "GleanSearchAPIComponent",
     "GoogleSearchAPIComponent",
     "GoogleSerperAPIComponent",
+    "MCPStdio",
     "PythonCodeStructuredTool",
     "PythonREPLToolComponent",
     "SearXNGToolComponent",
diff --git a/src/backend/base/langflow/components/tools/mcp_sse.py b/src/backend/base/langflow/components/tools/mcp_sse.py
new file mode 100644
index 000000000..876c05c7d
--- /dev/null
+++ b/src/backend/base/langflow/components/tools/mcp_sse.py
@@ -0,0 +1,98 @@
+# from langflow.field_typing import Data
+import asyncio
+from contextlib import AsyncExitStack
+
+import httpx
+from mcp import ClientSession, types
+from mcp.client.sse import sse_client
+
+from langflow.base.mcp.util import create_tool_coroutine, create_tool_func
+from langflow.components.tools.mcp_stdio import create_input_schema_from_json_schema
+from langflow.custom import Component
+from langflow.field_typing import Tool
+from langflow.io import MessageTextInput, Output
+
+# Define constant for status code
+HTTP_TEMPORARY_REDIRECT = 307
+
+
+class MCPSseClient:
+    def __init__(self):
+        # Initialize session and client objects
+        self.write = None
+        self.sse = None
+        self.session: ClientSession | None = None
+        self.exit_stack = AsyncExitStack()
+
+    async def pre_check_redirect(self, url: str):
+        """Check if the URL responds with a 307 Redirect."""
+        async with httpx.AsyncClient(follow_redirects=False) as client:
+            response = await client.request("HEAD", url)
+            if response.status_code == HTTP_TEMPORARY_REDIRECT:
+                return response.headers.get("Location")  # Return the redirect URL
+        return url  # Return the original URL if no redirect
+
+    async def connect_to_server(
+        self, url: str, headers: dict[str, str] | None, timeout_seconds: int = 500, sse_read_timeout_seconds: int = 500
+    ):
+        if headers is None:
+            headers = {}
+        url = await self.pre_check_redirect(url)
+
+        async with asyncio.timeout(timeout_seconds):
+            sse_transport = await self.exit_stack.enter_async_context(
+                sse_client(url, headers, timeout_seconds, sse_read_timeout_seconds)
+            )
+            self.sse, self.write = sse_transport
+            self.session = await self.exit_stack.enter_async_context(ClientSession(self.sse, self.write))
+
+            await self.session.initialize()
+
+            # List available tools
+            response = await self.session.list_tools()
+            return response.tools
+
+
+class MCPSse(Component):
+    client = MCPSseClient()
+    tools = types.ListToolsResult
+    tool_names = [str]
+    display_name = "MCP Tools (SSE)"
+    description = "Connects to an MCP server over SSE and exposes it's tools as langflow tools to be used by an Agent."
+    documentation: str = "http://docs.langflow.org/components/custom"
+    icon = "code"
+    name = "MCPSse"
+
+    inputs = [
+        MessageTextInput(
+            name="url",
+            display_name="mcp sse url",
+            info="sse url",
+            value="http://localhost:7860/api/v1/mcp/sse",
+            tool_mode=True,
+        ),
+    ]
+
+    outputs = [
+        Output(display_name="Tools", name="tools", method="build_output"),
+    ]
+
+    async def build_output(self) -> list[Tool]:
+        if self.client.session is None:
+            self.tools = await self.client.connect_to_server(self.url, {})
+
+        tool_list = []
+
+        for tool in self.tools:
+            args_schema = create_input_schema_from_json_schema(tool.inputSchema)
+            tool_list.append(
+                Tool(
+                    name=tool.name,  # maybe format this
+                    description=tool.description,
+                    coroutine=create_tool_coroutine(tool.name, args_schema, self.client.session),
+                    func=create_tool_func(tool.name, self.client.session),
+                )
+            )
+
+        self.tool_names = [tool.name for tool in self.tools]
+        return tool_list
diff --git a/src/backend/base/langflow/components/tools/mcp_stdio.py b/src/backend/base/langflow/components/tools/mcp_stdio.py
new file mode 100644
index 000000000..a6ca98be8
--- /dev/null
+++ b/src/backend/base/langflow/components/tools/mcp_stdio.py
@@ -0,0 +1,122 @@
+# from langflow.field_typing import Data
+import os
+from contextlib import AsyncExitStack
+from typing import Any
+
+from mcp import ClientSession, StdioServerParameters, types
+from mcp.client.stdio import stdio_client
+from pydantic import BaseModel, Field, create_model
+
+from langflow.base.mcp.util import create_tool_coroutine, create_tool_func
+from langflow.custom import Component
+from langflow.field_typing import Tool
+from langflow.io import MessageTextInput, Output
+
+
+class MCPStdioClient:
+    def __init__(self):
+        # Initialize session and client objects
+        self.session: ClientSession | None = None
+        self.exit_stack = AsyncExitStack()
+
+    async def connect_to_server(self, command_str: str):
+        command = command_str.split(" ")
+        server_params = StdioServerParameters(
+            command=command[0], args=command[1:], env={"DEBUG": "true", "PATH": os.environ["PATH"]}
+        )
+
+        stdio_transport = await self.exit_stack.enter_async_context(stdio_client(server_params))
+        self.stdio, self.write = stdio_transport
+        self.session = await self.exit_stack.enter_async_context(ClientSession(self.stdio, self.write))
+
+        await self.session.initialize()
+
+        # List available tools
+        response = await self.session.list_tools()
+        return response.tools
+
+
+def create_input_schema_from_json_schema(schema: dict[str, Any]) -> type[BaseModel]:
+    """Converts a JSON schema into a Pydantic model dynamically.
+
+    :param schema: The JSON schema as a dictionary.
+    :return: A Pydantic model class.
+    """
+    if schema.get("type") != "object":
+        msg = "JSON schema must be of type 'object' at the root level."
+        raise ValueError(msg)
+
+    fields = {}
+    properties = schema.get("properties", {})
+    required_fields = set(schema.get("required", []))
+
+    for field_name, field_def in properties.items():
+        # Extract type
+        field_type_str = field_def.get("type", "str")  # Default to string type if not specified
+        field_type = {
+            "string": str,
+            "str": str,
+            "integer": int,
+            "int": int,
+            "number": float,
+            "boolean": bool,
+            "array": list,
+            "object": dict,
+        }.get(field_type_str, Any)
+
+        # Extract description and default if present
+        field_metadata = {"description": field_def.get("description", "")}
+        if field_name not in required_fields:
+            field_metadata["default"] = field_def.get("default", None)
+
+        # Create Pydantic field
+        fields[field_name] = (field_type, Field(**field_metadata))
+
+    # Dynamically create the model
+    return create_model("InputSchema", **fields)
+
+
+class MCPStdio(Component):
+    client = MCPStdioClient()
+    tools = types.ListToolsResult
+    tool_names = [str]
+    display_name = "MCP Tools (stdio)"
+    description = (
+        "Connects to an MCP server over stdio and exposes it's tools as langflow tools to be used by an Agent."
+    )
+    documentation: str = "http://docs.langflow.org/components/custom"
+    icon = "code"
+    name = "MCPStdio"
+
+    inputs = [
+        MessageTextInput(
+            name="command",
+            display_name="mcp command",
+            info="mcp command",
+            value="uvx mcp-sse-shim@latest",
+            tool_mode=True,
+        ),
+    ]
+
+    outputs = [
+        Output(display_name="Tools", name="tools", method="build_output"),
+    ]
+
+    async def build_output(self) -> list[Tool]:
+        if self.client.session is None:
+            self.tools = await self.client.connect_to_server(self.command)
+
+        tool_list = []
+
+        for tool in self.tools:
+            args_schema = create_input_schema_from_json_schema(tool.inputSchema)
+            tool_list.append(
+                Tool(
+                    name=tool.name,
+                    description=tool.description,
+                    coroutine=create_tool_coroutine(tool.name, args_schema, self.client.session),
+                    func=create_tool_func(tool.name, args_schema),
+                )
+            )
+        self.tool_names = [tool.name for tool in self.tools]
+        return tool_list
diff --git a/src/backend/base/langflow/helpers/flow.py b/src/backend/base/langflow/helpers/flow.py
index 9fc56cbc1..c2b543769 100644
--- a/src/backend/base/langflow/helpers/flow.py
+++ b/src/backend/base/langflow/helpers/flow.py
@@ -4,6 +4,7 @@ from typing import TYPE_CHECKING, Any, cast
 from uuid import UUID
 
 from fastapi import HTTPException
+from loguru import logger
 from pydantic.v1 import BaseModel, Field, create_model
 from sqlmodel import select
 
@@ -314,3 +315,46 @@ async def generate_unique_flow_name(flow_name, user_id, session):
         # If a flow with the name already exists, append (n) to the name and increment n
         flow_name = f"{original_name} ({n})"
         n += 1
+
+
+def json_schema_from_flow(flow: Flow) -> dict:
+    """Generate JSON schema from flow input nodes."""
+    from langflow.graph.graph.base import Graph
+
+    # Get the flow's data which contains the nodes and their configurations
+    flow_data = flow.data if flow.data else {}
+
+    graph = Graph.from_payload(flow_data)
+    input_nodes = [vertex for vertex in graph.vertices if vertex.is_input]
+
+    properties = {}
+    required = []
+    for node in input_nodes:
+        node_data = node.data["node"]
+        template = node_data["template"]
+
+        for field_name, field_data in template.items():
+            if field_data != "Component" and field_data.get("show", False) and not field_data.get("advanced", False):
+                field_type = field_data.get("type", "string")
+                properties[field_name] = {
+                    "type": field_type,
+                    "description": field_data.get("info", f"Input for {field_name}"),
+                }
+                # Update field_type in properties after determining the JSON Schema type
+                if field_type == "str":
+                    field_type = "string"
+                elif field_type == "int":
+                    field_type = "integer"
+                elif field_type == "float":
+                    field_type = "number"
+                elif field_type == "bool":
+                    field_type = "boolean"
+                else:
+                    logger.warning(f"Unknown field type: {field_type} defaulting to string")
+                    field_type = "string"
+                properties[field_name]["type"] = field_type
+
+                if field_data.get("required", False):
+                    required.append(field_name)
+
+    return {"type": "object", "properties": properties, "required": required}
diff --git a/src/backend/base/langflow/services/settings/base.py b/src/backend/base/langflow/services/settings/base.py
index 039939913..3833b4b90 100644
--- a/src/backend/base/langflow/services/settings/base.py
+++ b/src/backend/base/langflow/services/settings/base.py
@@ -181,6 +181,12 @@ class Settings(BaseSettings):
     max_vertex_builds_to_keep: int = 3000
     """The maximum number of vertex builds to keep in the database."""
 
+    # MCP Server
+    mcp_server_enabled: bool = True
+    """If set to False, Langflow will not enable the MCP server."""
+    mcp_server_enable_progress_notifications: bool = False
+    """If set to False, Langflow will not send progress notifications in the MCP server."""
+
     @field_validator("dev")
     @classmethod
     def set_dev(cls, value):
diff --git a/src/backend/tests/performance/test_server_init.py b/src/backend/tests/performance/test_server_init.py
index 858e9c8c6..42f7e15a3 100644
--- a/src/backend/tests/performance/test_server_init.py
+++ b/src/backend/tests/performance/test_server_init.py
@@ -1,3 +1,5 @@
+import os
+
 import pytest
 from langflow.services.deps import get_settings_service
 
@@ -5,14 +7,18 @@ from langflow.services.deps import get_settings_service
 @pytest.fixture(autouse=True)
 def setup_database_url(tmp_path, monkeypatch):
     """Setup a temporary database URL for testing."""
+    settings_service = get_settings_service()
     db_path = tmp_path / "test_performance.db"
-    original_value = monkeypatch.delenv("LANGFLOW_DATABASE_URL", raising=False)
+    original_value = os.getenv("LANGFLOW_DATABASE_URL")
+    monkeypatch.delenv("LANGFLOW_DATABASE_URL", raising=False)
     test_db_url = f"sqlite:///{db_path}"
     monkeypatch.setenv("LANGFLOW_DATABASE_URL", test_db_url)
+    settings_service.set("database_url", test_db_url)
     yield
     # Restore original value if it existed
     if original_value is not None:
         monkeypatch.setenv("LANGFLOW_DATABASE_URL", original_value)
+        settings_service.set("database_url", original_value)
     else:
         monkeypatch.delenv("LANGFLOW_DATABASE_URL", raising=False)
 
diff --git a/src/frontend/tests/extended/regression/generalBugs-shard-3.spec.ts b/src/frontend/tests/extended/regression/generalBugs-shard-3.spec.ts
index 208c2d595..57b35d8f1 100644
--- a/src/frontend/tests/extended/regression/generalBugs-shard-3.spec.ts
+++ b/src/frontend/tests/extended/regression/generalBugs-shard-3.spec.ts
@@ -90,7 +90,7 @@ test(
     }
 
     await page.locator(".react-flow__pane").click();
-
+    await adjustScreenView(page, { numberOfZoomOut: 1 });
     await visibleElementHandle.hover();
     await page.mouse.down();
 
diff --git a/uv.lock b/uv.lock
index 83afb0c25..dcfccb0f8 100644
--- a/uv.lock
+++ b/uv.lock
@@ -40,7 +40,7 @@ wheels = [
 
 [[package]]
 name = "ag2"
-version = "0.5.2"
+version = "0.5.3"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
     "python_full_version < '3.11'",
@@ -51,9 +51,9 @@ resolution-markers = [
 dependencies = [
     { name = "pyautogen", marker = "python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/8e/d9/985afb6f67e56f1f0c720e76aef931a2e94e0b291f9fa2532dafd1f500fc/ag2-0.5.2.tar.gz", hash = "sha256:98a77bb291b9d8548da1328117efab2767e2a66e2b76485569173716165273c2", size = 34372 }
+sdist = { url = "https://files.pythonhosted.org/packages/ed/22/bfaf8c2aae2f627a8ccfc2a4becb9f0f8e4f0efc5e98d33a1d6c276f65dc/ag2-0.5.3.tar.gz", hash = "sha256:343d77d2c31de43cf83c6148f75e66cefbfe62b0a123596eb8ae0651b8af21b3", size = 34401 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/77/dd/4f066fa8e7e1b1f418e553b7c27774987f9627e6fafba0fed81761acac38/ag2-0.5.2-py3-none-any.whl", hash = "sha256:9384454d2791784b9a6127049f84dc7dee60ce899ef44eb71550f9a13280b47c", size = 13335 },
+    { url = "https://files.pythonhosted.org/packages/55/5b/8e449d615f04e1bc04bc88d0a23e013054cb1c1ef2126c173c3fc48c5c24/ag2-0.5.3-py3-none-any.whl", hash = "sha256:b7c65e9a74ca21e0b851f50e9d0726228dc56a8ad6698ed88918619504c49f12", size = 13349 },
 ]
 
 [[package]]
@@ -140,23 +140,23 @@ wheels = [
 
 [[package]]
 name = "aiolimiter"
-version = "1.1.0"
+version = "1.2.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/df/62/6de944a6839a68f7d69e552e26d12234d9c556472e4c277a3a563013640a/aiolimiter-1.1.0.tar.gz", hash = "sha256:461cf02f82a29347340d031626c92853645c099cb5ff85577b831a7bd21132b5", size = 6229 }
+sdist = { url = "https://files.pythonhosted.org/packages/f1/23/b52debf471f7a1e42e362d959a3982bdcb4fe13a5d46e63d28868807a79c/aiolimiter-1.2.1.tar.gz", hash = "sha256:e02a37ea1a855d9e832252a105420ad4d15011505512a1a1d814647451b5cca9", size = 7185 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/60/69/4b7dea755fafa10b248928da836a2cc8b5cff0762f363234e24218040f8e/aiolimiter-1.1.0-py3-none-any.whl", hash = "sha256:0b4997961fc58b8df40279e739f9cf0d3e255e63e9a44f64df567a8c17241e24", size = 7212 },
+    { url = "https://files.pythonhosted.org/packages/f3/ba/df6e8e1045aebc4778d19b8a3a9bc1808adb1619ba94ca354d9ba17d86c3/aiolimiter-1.2.1-py3-none-any.whl", hash = "sha256:d3f249e9059a20badcb56b61601a83556133655c11d1eb3dd3e04ff069e5f3c7", size = 6711 },
 ]
 
 [[package]]
 name = "aiosignal"
-version = "1.3.1"
+version = "1.3.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "frozenlist" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ae/67/0952ed97a9793b4958e5736f6d2b346b414a2cd63e82d05940032f45b32f/aiosignal-1.3.1.tar.gz", hash = "sha256:54cd96e15e1649b75d6c87526a6ff0b6c1b0dd3459f43d9ca11d48c339b68cfc", size = 19422 }
+sdist = { url = "https://files.pythonhosted.org/packages/ba/b5/6d55e80f6d8a08ce22b982eafa278d823b541c925f11ee774b0b9c43473d/aiosignal-1.3.2.tar.gz", hash = "sha256:a8c255c66fafb1e499c9351d0bf32ff2d8a0321595ebac3b93713656d2436f54", size = 19424 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/76/ac/a7305707cb852b7e16ff80eaf5692309bde30e2b1100a1fcacdc8f731d97/aiosignal-1.3.1-py3-none-any.whl", hash = "sha256:f8376fb07dd1e86a584e4fcdec80b36b7f81aac666ebc724e2c090300dd83b17", size = 7617 },
+    { url = "https://files.pythonhosted.org/packages/ec/6a/bc7e17a3e87a2985d3e8f4da4cd0f481060eb78fb08596c42be62c90a4d9/aiosignal-1.3.2-py2.py3-none-any.whl", hash = "sha256:45cde58e409a301715980c2b01d0c28bdde3770d8290b5eb2173759d9acb31a5", size = 7597 },
 ]
 
 [[package]]
@@ -217,7 +217,7 @@ wheels = [
 
 [[package]]
 name = "anthropic"
-version = "0.40.0"
+version = "0.42.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "anyio" },
@@ -228,9 +228,9 @@ dependencies = [
     { name = "sniffio" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/4d/d9/c39005f04c602607d68d48d1c917b35af8d16b687b7ca427ca787c39d8b9/anthropic-0.40.0.tar.gz", hash = "sha256:3efeca6d9e97813f93ed34322c6c7ea2279bf0824cd0aa71b59ce222665e2b87", size = 190939 }
+sdist = { url = "https://files.pythonhosted.org/packages/e7/7c/91b79f5ae4a52497a4e330d66ea5929aec2878ee2c9f8a998dbe4f4c7f01/anthropic-0.42.0.tar.gz", hash = "sha256:bf8b0ed8c8cb2c2118038f29c58099d2f99f7847296cafdaa853910bfff4edf4", size = 192361 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/cb/18/a68cfb9a11990377650c36c25b5dfb0baece900e9e505b68e1aa06ad0227/anthropic-0.40.0-py3-none-any.whl", hash = "sha256:442028ae8790ff9e3b6f8912043918755af1230d193904ae2ef78cc22995280c", size = 199484 },
+    { url = "https://files.pythonhosted.org/packages/ba/33/b907a6d27dd0d8d3adb4edb5c9e9c85a189719ec6855051cce3814c8ef13/anthropic-0.42.0-py3-none-any.whl", hash = "sha256:46775f65b723c078a2ac9e9de44a46db5c6a4fabeacfd165e5ea78e6817f4eff", size = 203365 },
 ]
 
 [[package]]
@@ -420,11 +420,11 @@ wheels = [
 
 [[package]]
 name = "attrs"
-version = "24.2.0"
+version = "24.3.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/fc/0f/aafca9af9315aee06a89ffde799a10a582fe8de76c563ee80bbcdc08b3fb/attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346", size = 792678 }
+sdist = { url = "https://files.pythonhosted.org/packages/48/c8/6260f8ccc11f0917360fc0da435c5c9c7504e3db174d5a12a1494887b045/attrs-24.3.0.tar.gz", hash = "sha256:8f5c07333d543103541ba7be0e2ce16eeee8130cb0b3f9238ab904ce1e85baff", size = 805984 }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/89/aa/ab0f7891a01eeb2d2e338ae8fecbe57fcebea1a24dbb64d45801bfab481d/attrs-24.3.0-py3-none-any.whl", hash = "sha256:ac96cd038792094f438ad1f6ff80837353805ac950cd2aa0e0625ef19850c308", size = 63397 },
 ]
 
 [[package]]
@@ -475,16 +475,16 @@ wheels = [
 
 [[package]]
 name = "bce-python-sdk"
-version = "0.9.23"
+version = "0.9.25"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "future" },
     { name = "pycryptodome" },
     { name = "six" },
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+sdist = { url = "https://files.pythonhosted.org/packages/a7/c4/749538b53a603c55a40fff1ec2c98c07037ca1672c8db02e8440420bf3e7/bce_python_sdk-0.9.25.tar.gz", hash = "sha256:93a0623fbb1bf3a58b4f2d7bdbd799a3b342a538f0c72950c77168e431470e86", size = 242550 }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/eb/66/af6e974935467dc4bb2b988140ec00d04b03503c66705e34becc2f9db683/bce_python_sdk-0.9.25-py3-none-any.whl", hash = "sha256:cd1ab4c887e163adba6bfb3cd40465a365e5f4255705a015b0cdbe768e649877", size = 337037 },
 ]
 
 [[package]]
@@ -532,7 +532,7 @@ name = "blessed"
 version = "1.20.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "jinxed", marker = "sys_platform == 'win32'" },
+    { name = "jinxed", marker = "platform_system == 'Windows'" },
     { name = "six" },
     { name = "wcwidth" },
 ]
@@ -789,71 +789,63 @@ wheels = [
 
 [[package]]
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-version = "3.4.0"
+version = "3.4.1"
 source = { registry = "https://pypi.org/simple" }
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