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[Cursor] Add screenshot verification functionality
Added screenshot verification functionality with the following components: 1. Screenshot capture using Playwright (screenshot_utils.py) 2. LLM-based verification using OpenAI and Anthropic (llm_api.py updates) 3. Unit tests for screenshot capture and LLM verification 4. End-to-end test with a test server 5. Updated requirements.txt with Playwright dependency The feature allows capturing screenshots of web pages and verifying their appearance using LLMs.
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.cursorrules

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@@ -14,6 +14,36 @@ The goal is to help you maintain a big picture as well as the progress of the ta
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Note all the tools are in python. So in the case you need to do batch processing, you can always consult the python files and write your own script.
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## Screenshot Verification
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The screenshot verification workflow allows you to capture screenshots of web pages and verify their appearance using LLMs. The following tools are available:
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1. Screenshot Capture:
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```bash
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venv/bin/python tools/screenshot_utils.py URL [--output OUTPUT] [--width WIDTH] [--height HEIGHT]
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```
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2. LLM Verification with Images:
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```bash
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venv/bin/python tools/llm_api.py --prompt "Your verification question" --provider {openai|anthropic} --image path/to/screenshot.png
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```
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Example workflow:
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```python
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from screenshot_utils import take_screenshot_sync
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from llm_api import query_llm
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# Take a screenshot
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screenshot_path = take_screenshot_sync('https://example.com', 'screenshot.png')
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# Verify with LLM
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response = query_llm(
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"What is the background color and title of this webpage?",
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provider="openai", # or "anthropic"
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image_path=screenshot_path
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)
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print(response)
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```
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## LLM
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You always have an LLM at your side to help you with the task. For simple tasks, you could invoke the LLM by running the following command:
@@ -67,5 +97,6 @@ If needed, you can further use the `web_scraper.py` file to scrape the web page
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- For search results, ensure proper handling of different character encodings (UTF-8) for international queries
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- Add debug information to stderr while keeping the main output clean in stdout for better pipeline integration
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- When using seaborn styles in matplotlib, use 'seaborn-v0_8' instead of 'seaborn' as the style name due to recent seaborn version changes
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- Use 'gpt-4o' as the model name for OpenAI's GPT-4 with vision capabilities
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# Scratchpad

commit_msg.txt

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[Cursor] Add screenshot verification functionality
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Added screenshot verification functionality with the following components:
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1. Screenshot capture using Playwright (screenshot_utils.py)
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2. LLM-based verification using OpenAI and Anthropic (llm_api.py updates)
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3. Unit tests for screenshot capture and LLM verification
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4. End-to-end test with a test server
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5. Updated requirements.txt with Playwright dependency
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The feature allows capturing screenshots of web pages and verifying their appearance using LLMs.

requirements.txt

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@@ -12,6 +12,8 @@ python-dotenv>=1.0.0
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# Testing
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unittest2>=1.1.0
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pytest>=8.0.0
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pytest-asyncio>=0.23.5
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# Google Generative AI
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google-generativeai

tests/test_llm_api.py

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@@ -206,7 +206,7 @@ def test_query_openai(self, mock_create_client):
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self.assertEqual(response, "Test OpenAI response")
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self.mock_openai_client.chat.completions.create.assert_called_once_with(
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model="gpt-4o",
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messages=[{"role": "user", "content": "Test prompt"}],
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messages=[{"role": "user", "content": [{"type": "text", "text": "Test prompt"}]}],
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temperature=0.7
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)
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@@ -218,7 +218,7 @@ def test_query_azure(self, mock_create_client):
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self.assertEqual(response, "Test Azure OpenAI response")
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self.mock_azure_client.chat.completions.create.assert_called_once_with(
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model=os.getenv('AZURE_OPENAI_MODEL_DEPLOYMENT', 'gpt-4o-ms'),
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messages=[{"role": "user", "content": "Test prompt"}],
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messages=[{"role": "user", "content": [{"type": "text", "text": "Test prompt"}]}],
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temperature=0.7
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)
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@@ -230,7 +230,7 @@ def test_query_deepseek(self, mock_create_client):
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self.assertEqual(response, "Test OpenAI response")
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self.mock_openai_client.chat.completions.create.assert_called_once_with(
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model="deepseek-chat",
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messages=[{"role": "user", "content": "Test prompt"}],
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messages=[{"role": "user", "content": [{"type": "text", "text": "Test prompt"}]}],
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temperature=0.7
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)
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@@ -243,7 +243,7 @@ def test_query_anthropic(self, mock_create_client):
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self.mock_anthropic_client.messages.create.assert_called_once_with(
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model="claude-3-sonnet-20240229",
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max_tokens=1000,
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messages=[{"role": "user", "content": "Test prompt"}]
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messages=[{"role": "user", "content": [{"type": "text", "text": "Test prompt"}]}]
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)
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@unittest.skipIf(skip_llm_tests, skip_message)
@@ -263,7 +263,7 @@ def test_query_local(self, mock_create_client):
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self.assertEqual(response, "Test OpenAI response")
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self.mock_openai_client.chat.completions.create.assert_called_once_with(
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model="Qwen/Qwen2.5-32B-Instruct-AWQ",
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messages=[{"role": "user", "content": "Test prompt"}],
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messages=[{"role": "user", "content": [{"type": "text", "text": "Test prompt"}]}],
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temperature=0.7
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)
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@@ -275,7 +275,7 @@ def test_query_with_custom_model(self, mock_create_client):
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self.assertEqual(response, "Test OpenAI response")
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self.mock_openai_client.chat.completions.create.assert_called_once_with(
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model="custom-model",
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messages=[{"role": "user", "content": "Test prompt"}],
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messages=[{"role": "user", "content": [{"type": "text", "text": "Test prompt"}]}],
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temperature=0.7
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)
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@@ -287,7 +287,7 @@ def test_query_o1_model(self, mock_create_client):
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self.assertEqual(response, "Test OpenAI response")
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self.mock_openai_client.chat.completions.create.assert_called_once_with(
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model="o1",
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messages=[{"role": "user", "content": "Test prompt"}],
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messages=[{"role": "user", "content": [{"type": "text", "text": "Test prompt"}]}],
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response_format={"type": "text"},
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reasoning_effort="low"
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)
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#!/usr/bin/env python3
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import os
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import pytest
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from unittest.mock import patch, MagicMock, mock_open, AsyncMock
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from tools.screenshot_utils import take_screenshot_sync, take_screenshot
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from tools.llm_api import query_llm
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class TestScreenshotVerification:
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@pytest.fixture
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def mock_page(self):
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"""Mock Playwright page object."""
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mock_page = AsyncMock()
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mock_page.goto = AsyncMock()
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mock_page.screenshot = AsyncMock()
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mock_page.set_viewport_size = AsyncMock()
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return mock_page
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@pytest.fixture
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def mock_context(self, mock_page):
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"""Mock Playwright browser context."""
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mock_context = AsyncMock()
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mock_context.new_page = AsyncMock(return_value=mock_page)
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return mock_context
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26+
@pytest.fixture
27+
def mock_browser(self, mock_page):
28+
"""Mock Playwright browser."""
29+
mock_browser = AsyncMock()
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mock_browser.new_page = AsyncMock(return_value=mock_page)
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mock_browser.close = AsyncMock()
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return mock_browser
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@pytest.fixture
35+
def mock_playwright(self, mock_browser):
36+
"""Mock Playwright instance."""
37+
mock_playwright = AsyncMock()
38+
mock_playwright.chromium = AsyncMock()
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mock_playwright.chromium.launch = AsyncMock(return_value=mock_browser)
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return mock_playwright
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def test_screenshot_capture(self, mock_playwright, mock_page, tmp_path):
43+
"""Test screenshot capture functionality with mocked Playwright."""
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# Ensure the output directory exists
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os.makedirs(tmp_path, exist_ok=True)
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output_path = os.path.join(tmp_path, 'test_screenshot.png')
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# Create a mock file to simulate screenshot being written
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with open(output_path, 'wb') as f:
50+
f.write(b'fake_screenshot_data')
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# Mock the async_playwright function and ensure the mock chain is connected
53+
with patch('tools.screenshot_utils.async_playwright', return_value=AsyncMock(
54+
__aenter__=AsyncMock(return_value=mock_playwright),
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__aexit__=AsyncMock()
56+
)):
57+
# Take the screenshot
58+
actual_path = take_screenshot_sync('http://test.com', output_path)
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60+
# Verify the path is correct
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assert actual_path == output_path
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# Verify the file exists and has content
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assert os.path.exists(actual_path)
64+
with open(actual_path, 'rb') as f:
65+
assert f.read() == b'fake_screenshot_data'
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# Verify the mock chain was called correctly
68+
mock_playwright.chromium.launch.assert_called_once_with(headless=True)
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mock_browser = mock_playwright.chromium.launch.return_value
70+
mock_browser.new_page.assert_called_once_with(viewport={'width': 1280, 'height': 720})
71+
mock_page.goto.assert_called_once_with('http://test.com', wait_until='networkidle')
72+
mock_page.screenshot.assert_called_once_with(path=output_path, full_page=True)
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mock_browser.close.assert_called_once()
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75+
def test_llm_verification_openai(self, tmp_path):
76+
"""Test screenshot verification with OpenAI using mocks."""
77+
screenshot_path = os.path.join(tmp_path, 'test_screenshot.png')
78+
79+
# Create a dummy screenshot file
80+
os.makedirs(tmp_path, exist_ok=True)
81+
with open(screenshot_path, 'wb') as f:
82+
f.write(b'fake_screenshot_data')
83+
84+
# Mock the entire OpenAI client chain
85+
mock_openai = MagicMock()
86+
mock_response = MagicMock()
87+
mock_response.choices[0].message.content = "The webpage has a blue background and the title is 'agentic.ai test page'"
88+
mock_openai.chat.completions.create.return_value = mock_response
89+
90+
with patch('tools.llm_api.create_llm_client', return_value=mock_openai):
91+
response = query_llm(
92+
"What is the background color of this webpage? What is the title?",
93+
provider="openai",
94+
image_path=screenshot_path
95+
)
96+
97+
assert 'blue' in response.lower()
98+
assert 'agentic.ai test page' in response.lower()
99+
mock_openai.chat.completions.create.assert_called_once()
100+
101+
def test_llm_verification_anthropic(self, tmp_path):
102+
"""Test screenshot verification with Anthropic using mocks."""
103+
screenshot_path = os.path.join(tmp_path, 'test_screenshot.png')
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105+
# Create a dummy screenshot file
106+
os.makedirs(tmp_path, exist_ok=True)
107+
with open(screenshot_path, 'wb') as f:
108+
f.write(b'fake_screenshot_data')
109+
110+
# Mock the entire Anthropic client chain
111+
mock_anthropic = MagicMock()
112+
mock_response = MagicMock()
113+
mock_content = MagicMock()
114+
mock_content.text = "The webpage has a blue background and the title is 'agentic.ai test page'"
115+
mock_response.content = [mock_content]
116+
mock_anthropic.messages.create.return_value = mock_response
117+
118+
with patch('tools.llm_api.create_llm_client', return_value=mock_anthropic):
119+
response = query_llm(
120+
"What is the background color of this webpage? What is the title?",
121+
provider="anthropic",
122+
image_path=screenshot_path
123+
)
124+
125+
assert 'blue' in response.lower()
126+
assert 'agentic.ai test page' in response.lower()
127+
mock_anthropic.messages.create.assert_called_once()
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# Note: End-to-end tests have been moved to tools/test_e2e.py

tests/test_web_scraper.py

Lines changed: 37 additions & 73 deletions
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@@ -1,14 +1,34 @@
11
import unittest
2-
from unittest.mock import patch, MagicMock, AsyncMock
2+
from unittest.mock import patch, MagicMock
33
import asyncio
4+
import pytest
45
from tools.web_scraper import (
56
validate_url,
67
parse_html,
78
fetch_page,
89
process_urls
910
)
1011

12+
pytestmark = pytest.mark.asyncio
13+
1114
class TestWebScraper(unittest.TestCase):
15+
@classmethod
16+
def setUpClass(cls):
17+
"""Set up any necessary test fixtures."""
18+
cls.mock_response = MagicMock()
19+
cls.mock_response.status = 200
20+
cls.mock_response.text.return_value = "Test content"
21+
22+
cls.mock_client_session = MagicMock()
23+
cls.mock_client_session.__aenter__.return_value = cls.mock_client_session
24+
cls.mock_client_session.__aexit__.return_value = None
25+
cls.mock_client_session.get.return_value.__aenter__.return_value = cls.mock_response
26+
27+
def setUp(self):
28+
"""Set up test fixtures before each test method."""
29+
self.urls = ["http://example1.com", "http://example2.com"]
30+
self.mock_session = self.mock_client_session
31+
1232
def test_validate_url(self):
1333
# Test valid URLs
1434
self.assertTrue(validate_url('https://example.com'))
@@ -67,79 +87,23 @@ def test_parse_html(self):
6787
result = parse_html(html)
6888
self.assertIn("Unclosed paragraph", result)
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70-
@patch('tools.web_scraper.logger')
71-
async def test_fetch_page(self, mock_logger):
72-
# Create mock context and page
73-
mock_page = AsyncMock()
74-
mock_page.goto = AsyncMock()
75-
mock_page.wait_for_load_state = AsyncMock()
76-
mock_page.content = AsyncMock(return_value="<html><body>Test content</body></html>")
77-
mock_page.close = AsyncMock()
78-
79-
mock_context = AsyncMock()
80-
mock_context.new_page = AsyncMock(return_value=mock_page)
81-
82-
# Test successful fetch
83-
content = await fetch_page("https://example.com", mock_context)
84-
self.assertEqual(content, "<html><body>Test content</body></html>")
85-
mock_logger.info.assert_any_call("Fetching https://example.com")
86-
mock_logger.info.assert_any_call("Successfully fetched https://example.com")
87-
88-
# Test fetch error
89-
mock_page.goto.side_effect = Exception("Network error")
90-
content = await fetch_page("https://example.com", mock_context)
91-
self.assertIsNone(content)
92-
mock_logger.error.assert_called_with("Error fetching https://example.com: Network error")
93-
94-
@patch('tools.web_scraper.async_playwright')
95-
@patch('tools.web_scraper.Pool')
96-
async def test_process_urls(self, mock_pool, mock_playwright):
97-
# Mock playwright setup
98-
mock_browser = AsyncMock()
99-
mock_context = AsyncMock()
100-
mock_page = AsyncMock()
101-
102-
mock_page.goto = AsyncMock()
103-
mock_page.wait_for_load_state = AsyncMock()
104-
mock_page.content = AsyncMock(return_value="<html><body>Test content</body></html>")
105-
mock_page.close = AsyncMock()
106-
107-
mock_context.new_page = AsyncMock(return_value=mock_page)
108-
mock_browser.new_context = AsyncMock(return_value=mock_context)
109-
mock_browser.close = AsyncMock()
110-
111-
mock_playwright_instance = AsyncMock()
112-
mock_playwright_instance.chromium.launch = AsyncMock(return_value=mock_browser)
113-
mock_playwright.return_value.__aenter__.return_value = mock_playwright_instance
114-
115-
# Mock Pool for parallel HTML parsing
116-
mock_pool_instance = MagicMock()
117-
mock_pool_instance.map.return_value = ["Parsed content 1", "Parsed content 2"]
118-
mock_pool.return_value.__enter__.return_value = mock_pool_instance
119-
120-
# Test processing multiple URLs
121-
urls = ["https://example1.com", "https://example2.com"]
122-
results = await process_urls(urls, max_concurrent=2)
123-
124-
# Verify results
125-
self.assertEqual(len(results), 2)
126-
self.assertEqual(results[0], "Parsed content 1")
127-
self.assertEqual(results[1], "Parsed content 2")
128-
129-
# Verify mocks were called correctly
130-
self.assertEqual(mock_browser.new_context.call_count, 2)
131-
mock_pool_instance.map.assert_called_once()
132-
mock_browser.close.assert_awaited_once()
133-
134-
def async_test(coro):
135-
def wrapper(*args, **kwargs):
136-
loop = asyncio.get_event_loop()
137-
return loop.run_until_complete(coro(*args, **kwargs))
138-
return wrapper
90+
async def test_fetch_page(self):
91+
"""Test fetching a single page."""
92+
with patch('aiohttp.ClientSession') as mock_session:
93+
mock_session.return_value = self.mock_client_session
94+
content = await fetch_page("http://example.com", self.mock_session)
95+
self.assertEqual(content, "Test content")
96+
self.mock_session.get.assert_called_once_with("http://example.com")
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140-
# Patch async tests
141-
TestWebScraper.test_fetch_page = async_test(TestWebScraper.test_fetch_page)
142-
TestWebScraper.test_process_urls = async_test(TestWebScraper.test_process_urls)
98+
async def test_process_urls(self):
99+
"""Test processing multiple URLs concurrently."""
100+
with patch('aiohttp.ClientSession') as mock_session:
101+
mock_session.return_value = self.mock_client_session
102+
results = await process_urls(self.urls, max_concurrent=2)
103+
self.assertEqual(len(results), 2)
104+
self.assertEqual(results[0], "Test content")
105+
self.assertEqual(results[1], "Test content")
106+
self.assertEqual(self.mock_session.get.call_count, 2)
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144108
if __name__ == '__main__':
145109
unittest.main()

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