This commit is contained in:
Kai Wu 2025-08-02 15:54:52 -07:00
parent eb1fc7b55c
commit 4e19f15bca
4 changed files with 478 additions and 10 deletions

View file

@ -34,6 +34,12 @@ def main():
icon="🔍",
default=False,
)
mcp_servers_page = st.Page(
"page/distribution/mcp_servers.py",
title="MCP Servers",
icon="🔌",
default=False,
)
pg = st.navigation(
{
@ -44,7 +50,7 @@ def main():
application_evaluation_page,
native_evaluation_page,
],
"Inspect": [provider_page, resources_page],
"Inspect": [provider_page, resources_page, mcp_servers_page],
},
expanded=False,
)

View file

@ -4,12 +4,17 @@
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
import json
import os
import streamlit as st
from llama_stack_client import LlamaStackClient
# Constants
MCP_CONFIG_DIR = os.path.expanduser("~/.llama_stack/mcp_servers")
MCP_CONFIG_FILE = os.path.join(MCP_CONFIG_DIR, "config.json")
class LlamaStackApi:
def __init__(self):
# Initialize provider data from environment variables
@ -25,21 +30,82 @@ class LlamaStackApi:
if st.session_state.get("tavily_search_api_key"):
self.provider_data["tavily_search_api_key"] = st.session_state.get("tavily_search_api_key")
# Load MCP server configurations
self.mcp_servers = self.load_mcp_config()
# Initialize the client
self.client = LlamaStackClient(
base_url=os.environ.get("LLAMA_STACK_ENDPOINT", "http://localhost:8321"),
provider_data=self.provider_data,
)
try:
# Try to initialize with MCP servers support
self.client = LlamaStackClient(
base_url=os.environ.get("LLAMA_STACK_ENDPOINT", "http://localhost:8321"),
provider_data=self.provider_data,
mcp_servers=self.mcp_servers.get("servers", {}),
)
except TypeError:
# Fall back to initialization without MCP servers if not supported
self.client = LlamaStackClient(
base_url=os.environ.get("LLAMA_STACK_ENDPOINT", "http://localhost:8321"),
provider_data=self.provider_data,
)
st.warning("MCP servers support not available in the current LlamaStackClient version.")
def load_mcp_config(self):
"""Load MCP server configurations from file."""
if os.path.exists(MCP_CONFIG_FILE):
try:
with open(MCP_CONFIG_FILE, "r") as f:
return json.load(f)
except json.JSONDecodeError:
st.error("Error loading MCP server configuration file.")
# Default empty configuration
return {
"servers": {},
"inputs": []
}
def update_provider_data(self, key, value):
"""Update a specific provider data key and reinitialize the client"""
self.provider_data[key] = value
self.update_provider_data_dict(self.provider_data)
def update_provider_data_dict(self, provider_data):
"""Update the provider data dictionary and reinitialize the client"""
self.provider_data = provider_data
# Reinitialize the client with updated provider data
self.client = LlamaStackClient(
base_url=os.environ.get("LLAMA_STACK_ENDPOINT", "http://localhost:8321"),
provider_data=self.provider_data,
)
try:
# Try to initialize with MCP servers support
self.client = LlamaStackClient(
base_url=os.environ.get("LLAMA_STACK_ENDPOINT", "http://localhost:8321"),
provider_data=self.provider_data,
mcp_servers=self.mcp_servers.get("servers", {}),
)
except TypeError:
# Fall back to initialization without MCP servers if not supported
self.client = LlamaStackClient(
base_url=os.environ.get("LLAMA_STACK_ENDPOINT", "http://localhost:8321"),
provider_data=self.provider_data,
)
def update_mcp_servers(self):
"""Reload MCP server configurations and reinitialize the client"""
self.mcp_servers = self.load_mcp_config()
# Reinitialize the client with updated MCP servers
try:
# Try to initialize with MCP servers support
self.client = LlamaStackClient(
base_url=os.environ.get("LLAMA_STACK_ENDPOINT", "http://localhost:8321"),
provider_data=self.provider_data,
mcp_servers=self.mcp_servers.get("servers", {}),
)
except TypeError:
# Fall back to initialization without MCP servers if not supported
self.client = LlamaStackClient(
base_url=os.environ.get("LLAMA_STACK_ENDPOINT", "http://localhost:8321"),
provider_data=self.provider_data,
)
def run_scoring(self, row, scoring_function_ids: list[str], scoring_params: dict | None):
"""Run scoring on a single row"""

View file

@ -0,0 +1,394 @@
# Copyright (c) Meta Platforms, Inc. and affiliates.
# All rights reserved.
#
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
import json
import os
import streamlit as st
from typing import Dict, List, Optional, Any
from llama_stack.distribution.ui.modules.api import llama_stack_api
# Constants
CONFIG_DIR = os.path.expanduser("~/.llama_stack/mcp_servers")
CONFIG_FILE = os.path.join(CONFIG_DIR, "config.json")
# Ensure config directory exists
os.makedirs(CONFIG_DIR, exist_ok=True)
def load_config() -> Dict[str, Any]:
"""Load MCP server configurations from file."""
if os.path.exists(CONFIG_FILE):
try:
with open(CONFIG_FILE, "r") as f:
return json.load(f)
except json.JSONDecodeError:
st.error("Error loading MCP server configuration file. Using default configuration.")
# Default empty configuration
return {
"servers": {},
"inputs": []
}
def register_mcp_servers(config: Dict[str, Any]) -> None:
"""Register MCP servers as toolgroups with the LlamaStackClient."""
servers = config.get("servers", {})
inputs = config.get("inputs", [])
# Process inputs to resolve values
input_values = {}
for input_config in inputs:
input_id = input_config.get("id")
if input_id:
# Get value from session state if available
input_values[input_id] = st.session_state.get(f"input_value_{input_id}", "")
# Update provider data with MCP headers
mcp_headers = {}
# Register each server as a toolgroup
for server_name, server_config in servers.items():
url = server_config.get("url", "")
if not url:
continue
try:
# Register the MCP server as a toolgroup
toolgroup_id = f"mcp::{server_name}"
# Register the toolgroup
llama_stack_api.client.toolgroups.register(
toolgroup_id=toolgroup_id,
provider_id="model-context-protocol",
mcp_endpoint=url,
)
# Process headers for this server
headers = server_config.get("headers", {})
processed_headers = {}
for header_key, header_value in headers.items():
# Process input references in header values
if isinstance(header_value, str) and "${input:" in header_value:
# Extract input ID from ${input:input_id} format
input_id = header_value.split("${input:")[1].split("}")[0]
if input_id in input_values:
processed_headers[header_key] = input_values[input_id]
else:
processed_headers[header_key] = header_value
# Add headers to mcp_headers if there are any
if processed_headers:
mcp_headers[url] = processed_headers
except Exception as e:
st.error(f"Failed to register MCP server '{server_name}': {str(e)}")
# Update provider data with MCP headers if there are any
if mcp_headers:
provider_data = llama_stack_api.provider_data.copy()
provider_data["mcp_headers"] = mcp_headers
llama_stack_api.update_provider_data_dict(provider_data)
def save_config(config: Dict[str, Any]) -> None:
"""Save MCP server configurations to file."""
with open(CONFIG_FILE, "w") as f:
json.dump(config, f, indent=2)
# Register MCP servers as toolgroups
register_mcp_servers(config)
st.success("MCP server configuration saved successfully!")
def render_server_config(server_name: str, server_config: Dict[str, Any], config: Dict[str, Any]) -> Dict[str, Any]:
"""Render and edit configuration for a specific MCP server."""
st.subheader(f"Server: {server_name}")
# Server type
server_type = st.selectbox(
"Server Type",
["http", "websocket"],
index=0 if server_config.get("type", "http") == "http" else 1,
key=f"type_{server_name}"
)
# Server URL
url = st.text_input(
"Server URL",
value=server_config.get("url", ""),
key=f"url_{server_name}"
)
# Headers
st.write("Headers:")
headers = server_config.get("headers", {})
headers_container = st.container()
with headers_container:
# Display existing headers
for header_key, header_value in list(headers.items()):
col1, col2, col3 = st.columns([3, 6, 1])
with col1:
st.text(header_key)
with col2:
# Check if this is a reference to an input
if isinstance(header_value, str) and "${input:" in header_value:
st.text(header_value)
else:
st.text("********" if "token" in header_key.lower() or "auth" in header_key.lower() else header_value)
with col3:
if st.button("🗑️", key=f"delete_header_{server_name}_{header_key}"):
del headers[header_key]
# Add new header
st.write("Add Header:")
header_col1, header_col2 = st.columns([1, 1])
new_header_key = header_col1.text_input("Key", key=f"new_header_key_{server_name}")
new_header_value = header_col2.text_input("Value", key=f"new_header_value_{server_name}")
if st.button("Add Header", key=f"add_header_{server_name}"):
if new_header_key and new_header_value:
headers[new_header_key] = new_header_value
st.experimental_rerun()
# Construct updated server config
updated_server_config = {
"type": server_type,
"url": url,
"headers": headers
}
return updated_server_config
def render_input_config(input_config: Dict[str, Any], index: int) -> Dict[str, Any]:
"""Render and edit configuration for an input field."""
st.subheader(f"Input: {input_config.get('id', '')}")
col1, col2 = st.columns([1, 1])
input_type = col1.selectbox(
"Type",
["promptString"],
index=0,
key=f"input_type_{index}"
)
input_id = col2.text_input(
"ID",
value=input_config.get("id", ""),
key=f"input_id_{index}"
)
description = st.text_input(
"Description",
value=input_config.get("description", ""),
key=f"input_desc_{index}"
)
is_password = st.checkbox(
"Password Field",
value=input_config.get("password", False),
key=f"input_password_{index}"
)
# Construct updated input config
updated_input_config = {
"type": input_type,
"id": input_id,
"description": description,
"password": is_password
}
return updated_input_config
def main():
st.title("MCP Servers Configuration")
st.markdown("""
Configure Model Control Protocol (MCP) servers to integrate with external AI services.
MCP is a protocol for controlling AI models through a standardized API.
MCP servers are registered as toolgroups with the ID format `mcp::{server_name}`.
""")
# Load existing configuration
config = load_config()
# Tabs for different sections
tab1, tab2, tab3, tab4 = st.tabs(["Servers", "Inputs", "Input Values", "JSON Config"])
# Servers Tab
with tab1:
st.header("Configured Servers")
# List existing servers
servers = config.get("servers", {})
if not servers:
st.info("No MCP servers configured yet. Add a new server below.")
# Server selection or creation
server_options = list(servers.keys()) + ["+ Add New Server"]
selected_server = st.selectbox("Select Server", server_options)
if selected_server == "+ Add New Server":
new_server_name = st.text_input("New Server Name")
if new_server_name and st.button("Create Server"):
if new_server_name in servers:
st.error(f"Server '{new_server_name}' already exists.")
else:
servers[new_server_name] = {
"type": "http",
"url": "",
"headers": {}
}
st.experimental_rerun()
elif selected_server in servers:
# Edit existing server
updated_config = render_server_config(selected_server, servers[selected_server], config)
col1, col2 = st.columns([1, 1])
if col1.button("Update Server", key=f"update_{selected_server}"):
servers[selected_server] = updated_config
save_config(config)
if col2.button("Delete Server", key=f"delete_{selected_server}"):
del servers[selected_server]
save_config(config)
st.experimental_rerun()
# Inputs Tab
with tab2:
st.header("Input Configurations")
inputs = config.get("inputs", [])
if not inputs:
st.info("No input configurations defined yet. Add a new input below.")
# Input selection or creation
input_options = [f"{i.get('id', f'Input {idx}')} ({i.get('type', 'promptString')})" for idx, i in enumerate(inputs)]
input_options.append("+ Add New Input")
selected_input_option = st.selectbox("Select Input", input_options)
if selected_input_option == "+ Add New Input":
if st.button("Create Input"):
inputs.append({
"type": "promptString",
"id": f"input_{len(inputs)}",
"description": "",
"password": False
})
save_config(config)
st.experimental_rerun()
else:
# Edit existing input
selected_idx = input_options.index(selected_input_option)
if selected_idx < len(inputs):
updated_input = render_input_config(inputs[selected_idx], selected_idx)
col1, col2 = st.columns([1, 1])
if col1.button("Update Input", key=f"update_input_{selected_idx}"):
inputs[selected_idx] = updated_input
save_config(config)
if col2.button("Delete Input", key=f"delete_input_{selected_idx}"):
inputs.pop(selected_idx)
save_config(config)
st.experimental_rerun()
# Input Values Tab
with tab3:
st.header("Input Values")
inputs = config.get("inputs", [])
if not inputs:
st.info("No input configurations defined yet. Add inputs in the Inputs tab.")
else:
st.write("Enter values for the configured inputs:")
for input_config in inputs:
input_id = input_config.get("id", "")
description = input_config.get("description", "")
is_password = input_config.get("password", False)
# Get value from session state if available
current_value = st.session_state.get(f"input_value_{input_id}", "")
# Input field for value
value = st.text_input(
f"{description} ({input_id})",
value=current_value,
type="password" if is_password else "default",
key=f"input_value_{input_id}"
)
if st.button("Save Input Values"):
# Values are automatically saved to session state
# Register MCP servers to apply the new values
register_mcp_servers(config)
st.success("Input values saved successfully!")
# JSON Config Tab
with tab4:
st.header("Raw JSON Configuration")
# Display and edit raw JSON
json_str = json.dumps(config, indent=2)
edited_json = st.text_area("Edit JSON Configuration", json_str, height=400)
if st.button("Update from JSON"):
try:
updated_config = json.loads(edited_json)
save_config(updated_config)
st.experimental_rerun()
except json.JSONDecodeError as e:
st.error(f"Invalid JSON: {str(e)}")
# Example configuration and usage
with st.expander("Example Configuration and Usage"):
st.markdown("""
### Example Configuration
```json
{
"servers": {
"github": {
"type": "http",
"url": "https://api.githubcopilot.com/mcp/",
"headers": {
"Authorization": "Bearer ${input:github_mcp_pat}"
}
}
},
"inputs": [
{
"type": "promptString",
"id": "github_mcp_pat",
"description": "GitHub Personal Access Token",
"password": true
}
]
}
```
### Usage in Code
Once registered, you can use the MCP server in your code:
```python
from llama_stack_client import Agent
agent = Agent(
model="llama-3-70b-instruct",
tools=["mcp::github"], # Use the registered MCP server
)
agent.create_turn("Use GitHub Copilot to help me write a function")
```
""")
if __name__ == "__main__":
main()

View file

@ -43,7 +43,9 @@ def providers():
llama_stack_api.update_provider_data("tavily_search_api_key", tavily_search_api_key)
else:
# Fallback implementation if method doesn't exist
llama_stack_api.provider_data = llama_stack_api.provider_data or {}
# Initialize provider_data if it doesn't exist
if not hasattr(llama_stack_api, "provider_data"):
llama_stack_api.provider_data = {}
llama_stack_api.provider_data["tavily_search_api_key"] = tavily_search_api_key
# Reinitialize the client with updated provider data
llama_stack_api.client = LlamaStackClient(