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@codeflash-ai codeflash-ai bot commented Oct 23, 2025

📄 738% (7.38x) speedup for MCPClientSSE.get_auth_url_and_state in src/mistralai/extra/mcp/sse.py

⏱️ Runtime : 29.7 seconds 3.55 seconds (best of 5 runs)

📝 Explanation and details

The optimized code achieves a 737% speedup by implementing client caching to eliminate redundant OAuth2 client construction, which was the primary performance bottleneck.

Key Optimizations:

  1. Client Caching in MCPClientSSE:

    • Added _oauth_client and _oauth_client_params instance variables to cache the constructed OAuth2 client
    • Only reconstructs the client when parameters change or on first use
    • This moves expensive client instantiation out of the hot path of get_auth_url_and_state()
  2. Micro-optimization in from_oauth_params():

    • Stores oauth_params.scheme in a local variable to reduce repeated attribute access
    • Minor but beneficial when called repeatedly

Why This Works:
The line profiler reveals that AsyncOAuth2Client.from_oauth_params() consumed 30.4 seconds (100% of time) in the original code, being called on every get_auth_url_and_state() invocation. The optimization reduces this to just 3.63 seconds by caching the client and only reconstructing when necessary.

Performance Characteristics:

  • First call with new parameters: Similar performance to original (client must be constructed)
  • Subsequent calls with same parameters: Dramatically faster (cached client reused)
  • Best suited for: Scenarios with repeated calls using the same OAuth parameters, which appears to be the common use case based on the test patterns

The caching strategy maintains identical behavior while providing substantial performance gains for repeated operations with consistent OAuth parameters.

Correctness verification report:

Test Status
⚙️ Existing Unit Tests 🔘 None Found
🌀 Generated Regression Tests 94 Passed
⏪ Replay Tests 🔘 None Found
🔎 Concolic Coverage Tests 🔘 None Found
📊 Tests Coverage 60.0%
🌀 Generated Regression Tests and Runtime
import asyncio  # used to run async functions

import pytest  # used for our unit tests
from mistralai.extra.mcp.sse import MCPClientSSE

# --- Begin: Minimal stubs for dependencies (to ensure tests run standalone) ---

class MCPAuthException(Exception):
    """Custom exception for MCP auth errors."""

class OAuth2Token:
    """Dummy class for OAuth2Token."""

class OAuthScheme:
    """Stub for the OAuthScheme."""
    def __init__(self, scope, authorization_url):
        self.scope = scope
        self.authorization_url = authorization_url

class OAuthParams:
    """Stub for OAuthParams."""
    def __init__(self, client_id, client_secret, scheme):
        self.client_id = client_id
        self.client_secret = client_secret
        self.scheme = scheme

class SSEServerParams:
    """Dummy class for SSEServerParams."""

class MCPClientBase:
    """Base class to implement functionalities from an initialized MCP session."""
    def __init__(self, name=None):
        self._name = name or self.__class__.__name__
from mistralai.extra.mcp.sse import MCPClientSSE

# --- Begin: Unit tests for get_auth_url_and_state ---

# Helper function to create a valid MCPClientSSE instance with all necessary stubs
def make_client(
    client_id="abc123",
    client_secret="supersecret",
    scope="openid profile",
    authorization_url="https://auth.example.com/authorize",
    sse_params=None,
    name=None,
    oauth_params=None,
    auth_token=None,
):
    scheme = OAuthScheme(scope=scope, authorization_url=authorization_url)
    oauth_params = oauth_params or OAuthParams(client_id, client_secret, scheme)
    return MCPClientSSE(
        sse_params=sse_params or SSEServerParams(),
        name=name,
        oauth_params=oauth_params,
        auth_token=auth_token,
    )

# ----------------- 1. Basic Test Cases -----------------

@pytest.mark.asyncio













#------------------------------------------------
import asyncio  # used to run async functions

import pytest  # used for our unit tests
from mistralai.extra.mcp.sse import MCPClientSSE

# --- Minimal stubs for dependencies ---

class MCPAuthException(Exception):
    """Custom exception for MCP authentication errors."""
    pass

class OAuthScheme:
    """Stub for OAuthScheme."""
    def __init__(self, scope, authorization_url):
        self.scope = scope
        self.authorization_url = authorization_url

class OAuthParams:
    """Stub for OAuthParams."""
    def __init__(self, client_id, client_secret, scheme):
        self.client_id = client_id
        self.client_secret = client_secret
        self.scheme = scheme

class SSEServerParams:
    """Stub for SSEServerParams."""
    pass

# --- MCPClientBase stub ---

class MCPClientBase:
    def __init__(self, name=None):
        self._name = name or self.__class__.__name__
from mistralai.extra.mcp.sse import MCPClientSSE

# --- Unit Tests ---

# Helper to build a valid MCPClientSSE instance
def build_client(client_id="client123", client_secret="secret456", scope="read", authorization_url="https://auth.example.com/authorize"):
    scheme = OAuthScheme(scope=scope, authorization_url=authorization_url)
    oauth_params = OAuthParams(client_id=client_id, client_secret=client_secret, scheme=scheme)
    sse_params = SSEServerParams()
    return MCPClientSSE(sse_params=sse_params, oauth_params=oauth_params)

# 1. Basic Test Cases

@pytest.mark.asyncio











#------------------------------------------------
from mistralai.extra.mcp.sse import MCPClientSSE

To edit these changes git checkout codeflash/optimize-MCPClientSSE.get_auth_url_and_state-mh319bmp and push.

Codeflash

The optimized code achieves a **737% speedup** by implementing **client caching** to eliminate redundant OAuth2 client construction, which was the primary performance bottleneck.

**Key Optimizations:**

1. **Client Caching in `MCPClientSSE`:**
   - Added `_oauth_client` and `_oauth_client_params` instance variables to cache the constructed OAuth2 client
   - Only reconstructs the client when parameters change or on first use
   - This moves expensive client instantiation out of the hot path of `get_auth_url_and_state()`

2. **Micro-optimization in `from_oauth_params()`:**
   - Stores `oauth_params.scheme` in a local variable to reduce repeated attribute access
   - Minor but beneficial when called repeatedly

**Why This Works:**
The line profiler reveals that `AsyncOAuth2Client.from_oauth_params()` consumed 30.4 seconds (100% of time) in the original code, being called on every `get_auth_url_and_state()` invocation. The optimization reduces this to just 3.63 seconds by caching the client and only reconstructing when necessary.

**Performance Characteristics:**
- **First call with new parameters**: Similar performance to original (client must be constructed)  
- **Subsequent calls with same parameters**: Dramatically faster (cached client reused)
- **Best suited for**: Scenarios with repeated calls using the same OAuth parameters, which appears to be the common use case based on the test patterns

The caching strategy maintains identical behavior while providing substantial performance gains for repeated operations with consistent OAuth parameters.
@codeflash-ai codeflash-ai bot requested a review from mashraf-222 October 23, 2025 06:20
@codeflash-ai codeflash-ai bot added the ⚡️ codeflash Optimization PR opened by Codeflash AI label Oct 23, 2025
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