Add E2E Test Coverage for Job Automation Pipeline #32

Copilot · 2025-11-25T22:00:03Z

Adds comprehensive Playwright E2E tests covering the job automation pipeline stages with mocked external APIs and CI integration.

Changes

E2E Test Suite (33 tests)

Dashboard Reporting - Log table rendering, status indicators, error handling
Job Scrape Pipeline - Multi-platform search, API response/timeout handling
Pipeline Match - Stage tracking, job scoring, filter criteria display
Resume Tailoring - LLM integration status, confidence scores, failures
Form Fill - Application submission, platform-specific flows (LinkedIn, Glassdoor, Wellfound)

API Mocking (`e2e/mocks/api-mocks.ts`)

// Mock handlers for reliable testing
await setupDashboardMocks(page);  // Logs API
await setupJobSearchMocks(page);  // Job search API
await setupTailoringMocks(page);  // LLM service
await setupOrchestratorMocks(page); // Orchestrator

CI Integration (`.github/workflows/e2e-tests.yml`)

Runs on push to main/develop, PRs to main
Uploads Playwright report and JUnit results as artifacts
Minimal permissions configured per security requirements

Documentation

TESTING.md - Test structure, run instructions, troubleshooting
README badges for E2E Tests and CI/CD Pipeline status

Original prompt

This section details on the original issue you should resolve

<issue_title>Add E2E Test Coverage for Job Automation Pipeline</issue_title>
<issue_description>### Objective
Add comprehensive end-to-end test coverage for the entire job automation pipeline.

Requirements

Use Playwright (preferred) or Cypress

Write E2E scenarios for: job scrape, pipeline match, resume tailoring, form fill, dashboard reporting

Mock external APIs for reliability

CI integration (GitHub Actions)

Document test structure, run steps

Acceptance Criteria

=80% E2E test pass rate in CI

Step logs for each pipeline stage

Docs: TESTING.md + coverage badge
</issue_description>

Comments on the Issue (you are @copilot in this section)

Fixes Add E2E Test Coverage for Job Automation Pipeline #24

💡 You can make Copilot smarter by setting up custom instructions, customizing its development environment and configuring Model Context Protocol (MCP) servers. Learn more Copilot coding agent tips in the docs.

jazzberry-ai · 2025-11-25T22:00:07Z

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_{If this is an error contact us at [email protected].}

coderabbitai · 2025-11-25T22:00:09Z

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Co-authored-by: groupthinking <[email protected]>

sentry · 2025-12-24T10:47:25Z

.github/workflows/e2e-tests.yml

+            echo "✅ All E2E tests passed!" >> $GITHUB_STEP_SUMMARY
+          else
+            echo "❌ E2E tests failed. Check the Playwright report for details." >> $GITHUB_STEP_SUMMARY
+          fi
+          echo "" >> $GITHUB_STEP_SUMMARY


Bug: The Playwright configuration disables the automatic web server in CI, but the GitHub Actions workflow does not manually start one, causing all E2E tests to fail.
_{Severity: CRITICAL | Confidence: High}

🔍 Detailed Analysis

The playwright.config.ts file sets the webServer option to undefined when the CI environment variable is true. The e2e-tests.yml workflow sets CI: true and runs npm run test:e2e without a preceding step to start the application server, such as npm run start. As a result, Playwright attempts to navigate to http://localhost:3001, but no server is listening. This will cause an immediate connection failure for all E2E tests running in the CI environment.

💡 Suggested Fix

In the .github/workflows/e2e-tests.yml file, add a step to start the web server in the background before the Run E2E tests step. For example, run npm run start before npm run test:e2e.

🤖 Prompt for AI Agent

Review the code at the location below. A potential bug has been identified by an AI agent. Verify if this is a real issue. If it is, propose a fix; if not, explain why it's not valid. Location: .github/workflows/e2e-tests.yml#L78-L82 Potential issue: The `playwright.config.ts` file sets the `webServer` option to `undefined` when the `CI` environment variable is true. The `e2e-tests.yml` workflow sets `CI: true` and runs `npm run test:e2e` without a preceding step to start the application server, such as `npm run start`. As a result, Playwright attempts to navigate to `http://localhost:3001`, but no server is listening. This will cause an immediate connection failure for all E2E tests running in the CI environment.

_{Did we get this right? 👍 / 👎 to inform future reviews.}
_{Reference ID: 7905710}

Copilot

Pull request overview

This PR adds comprehensive end-to-end test coverage for the AJOB4AGENT job automation pipeline using Playwright. The implementation includes 35 E2E tests (noted as 33 in the description) covering the entire pipeline workflow, from job scraping through application submission, with robust API mocking and CI integration.

Implements E2E testing infrastructure using Playwright with mocked external APIs for reliable testing
Covers 5 critical pipeline stages: Dashboard Reporting, Job Scrape, Pipeline Match, Resume Tailoring, and Form Fill
Adds CI/CD automation via GitHub Actions with artifact upload and comprehensive reporting

Reviewed changes

Copilot reviewed 12 out of 14 changed files in this pull request and generated 28 comments.

Show a summary per file

File	Description
`services/dashboard-service/playwright.config.ts`	Configures Playwright test runner with CI/local environment support and webServer integration
`services/dashboard-service/package.json`	Adds Playwright dependency and E2E test scripts (test:e2e, test:e2e:ui, test:e2e:headed, test:e2e:report)
`services/dashboard-service/package-lock.json`	Locks Playwright 1.57.0 and related dependencies
`services/dashboard-service/jest.config.js`	Excludes e2e directory from Jest tests and fixes moduleNameMapper typo
`services/dashboard-service/e2e/dashboard.spec.ts`	Tests dashboard log rendering, status indicators, and error handling (8 tests)
`services/dashboard-service/e2e/job-scrape.spec.ts`	Tests job search API integration, platform discovery, and timeout handling (7 tests)
`services/dashboard-service/e2e/pipeline-match.spec.ts`	Tests job scoring, pipeline stage tracking, and filter criteria (5 tests)
`services/dashboard-service/e2e/resume-tailoring.spec.ts`	Tests LLM integration, confidence scores, and tailoring failures (6 tests)
`services/dashboard-service/e2e/form-fill.spec.ts`	Tests application submission for LinkedIn, Glassdoor, and Wellfound platforms (9 tests)
`services/dashboard-service/e2e/mocks/api-mocks.ts`	Provides mock handlers for dashboard, job search, tailoring, and orchestrator APIs
`TESTING.md`	Comprehensive testing documentation with structure, run instructions, and troubleshooting guide
`README.md`	Adds E2E Tests and CI/CD Pipeline status badges
`.gitignore`	Excludes Playwright artifacts (reports, cache, test results)
`.github/workflows/e2e-tests.yml`	GitHub Actions workflow for automated E2E testing on push/PR with artifact upload

Files not reviewed (1)

services/dashboard-service/package-lock.json: Language not supported

Copilot · 2025-12-24T10:51:20Z

services/dashboard-service/e2e/dashboard.spec.ts

+    await page.goto('/');
+
+    // Wait for logs to load
+    await page.waitForTimeout(1000);


Using hardcoded waitForTimeout is an anti-pattern in E2E testing. Replace with await page.waitForLoadState('networkidle') or wait for specific elements to ensure tests are more reliable and faster.

Copilot · 2025-12-24T10:51:20Z

services/dashboard-service/e2e/job-scrape.spec.ts

+    await page.goto('/');
+
+    // Wait for logs to load
+    await page.waitForTimeout(1000);


Using hardcoded waitForTimeout is an anti-pattern in E2E testing. Replace with await page.waitForLoadState('networkidle') or wait for specific elements to ensure tests are more reliable and faster.

Copilot · 2025-12-24T10:51:20Z

services/dashboard-service/e2e/pipeline-match.spec.ts

+    await page.goto('/');
+
+    // Wait for logs to load
+    await page.waitForTimeout(1000);


Using hardcoded waitForTimeout is an anti-pattern in E2E testing. Replace with await page.waitForLoadState('networkidle') or wait for specific elements to ensure tests are more reliable and faster.

Copilot · 2025-12-24T10:51:21Z

services/dashboard-service/e2e/resume-tailoring.spec.ts

+    });
+
+    await page.goto('/');
+    await page.waitForTimeout(1000);


Using hardcoded waitForTimeout is an anti-pattern in E2E testing. Replace with await page.waitForLoadState('networkidle') or wait for specific elements to ensure tests are more reliable and faster.

Copilot · 2025-12-24T10:51:21Z

services/dashboard-service/e2e/resume-tailoring.spec.ts

+    });
+
+    await page.goto('/');
+    await page.waitForTimeout(1000);


Using hardcoded waitForTimeout is an anti-pattern in E2E testing. Replace with await page.waitForLoadState('networkidle') or wait for specific elements to ensure tests are more reliable and faster.

Copilot · 2025-12-24T10:51:25Z

services/dashboard-service/e2e/form-fill.spec.ts

+    });
+
+    await page.goto('/');
+    await page.waitForTimeout(1000);


Using hardcoded waitForTimeout is an anti-pattern in E2E testing. Replace with await page.waitForLoadState('networkidle') or wait for specific elements to ensure tests are more reliable and faster.

Copilot · 2025-12-24T10:51:25Z

services/dashboard-service/e2e/form-fill.spec.ts

+    });
+
+    await page.goto('/');
+    await page.waitForTimeout(1000);


Using hardcoded waitForTimeout is an anti-pattern in E2E testing. Replace with await page.waitForLoadState('networkidle') or wait for specific elements to ensure tests are more reliable and faster.

Suggested change

await page.waitForTimeout(1000);

await page.waitForLoadState('networkidle');

Copilot · 2025-12-24T10:51:26Z

.github/workflows/e2e-tests.yml

+    runs-on: ubuntu-latest
+    needs: e2e-tests
+    if: always()
+    permissions: {}


The e2e-tests-summary job has permissions: {} which may prevent it from writing to GITHUB_STEP_SUMMARY. Consider granting at least contents: read permission or removing the explicit empty permissions block to inherit from the workflow level.

Suggested change

permissions: {}

Copilot · 2025-12-24T10:51:26Z

services/dashboard-service/e2e/dashboard.spec.ts

+    await page.goto('/');
+
+    // Wait for logs to load
+    await page.waitForTimeout(1000);


Using hardcoded waitForTimeout is an anti-pattern in E2E testing. Replace with await page.waitForLoadState('networkidle') or wait for specific elements to ensure tests are more reliable and faster.

Copilot · 2025-12-24T10:51:26Z

services/dashboard-service/e2e/form-fill.spec.ts

+  setupDashboardMocks, 
+  setupOrchestratorMocks,
+  mockProcessJobResponse 
+} from './mocks/api-mocks';
+


Unused import setupDashboardMocks.

Suggested change

setupDashboardMocks,

setupOrchestratorMocks,

mockProcessJobResponse

} from './mocks/api-mocks';

setupOrchestratorMocks,

mockProcessJobResponse

} from './mocks/api-mocks';

Initial plan

14d7e1e

Copilot AI assigned Copilot and groupthinking Nov 25, 2025

Copilot started work on behalf of groupthinking November 25, 2025 22:00 View session

Copilot AI and others added 3 commits November 25, 2025 22:15

Add E2E test infrastructure with Playwright

4687d88

Co-authored-by: groupthinking <[email protected]>

Address code review feedback for E2E tests

599ac66

Co-authored-by: groupthinking <[email protected]>

Add workflow permissions for security compliance

5a851f9

Co-authored-by: groupthinking <[email protected]>

Copilot AI changed the title ~~[WIP] Add E2E test coverage for job automation pipeline~~ Add E2E Test Coverage for Job Automation Pipeline Nov 25, 2025

Copilot AI requested a review from groupthinking November 25, 2025 22:23

Copilot finished work on behalf of groupthinking November 25, 2025 22:23

groupthinking approved these changes Nov 26, 2025

View reviewed changes

groupthinking marked this pull request as ready for review December 24, 2025 10:45

Copilot AI review requested due to automatic review settings December 24, 2025 10:45

Copilot started reviewing on behalf of groupthinking December 24, 2025 10:46 View session

sentry bot reviewed Dec 24, 2025

View reviewed changes

Copilot AI reviewed Dec 24, 2025

View reviewed changes

	await page.waitForTimeout(1000);
	await page.waitForLoadState('networkidle');

Add E2E Test Coverage for Job Automation Pipeline #32

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Changes

E2E Test Suite (33 tests)

API Mocking (e2e/mocks/api-mocks.ts)

CI Integration (.github/workflows/e2e-tests.yml)

Documentation

Requirements

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Copilot AI commented Nov 25, 2025 •

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API Mocking (`e2e/mocks/api-mocks.ts`)

CI Integration (`.github/workflows/e2e-tests.yml`)