diff --git a/python/credit-karma-cache/.env.example b/python/credit-karma-cache/.env.example new file mode 100644 index 00000000..af178efe --- /dev/null +++ b/python/credit-karma-cache/.env.example @@ -0,0 +1,6 @@ +# Browserbase Configuration +BROWSERBASE_PROJECT_ID=your_browserbase_project_id +BROWSERBASE_API_KEY=your_browserbase_api_key + +# Model API Key (for Gemini) +GOOGLE_API_KEY=your_google_api_key diff --git a/python/credit-karma-cache/README.md b/python/credit-karma-cache/README.md new file mode 100644 index 00000000..a25eb216 --- /dev/null +++ b/python/credit-karma-cache/README.md @@ -0,0 +1,95 @@ +# Stagehand + Browserbase: Credit Karma with Caching & Variables + +## AT A GLANCE + +- **Goal**: Automate Credit Karma mortgage rate comparisons using caching and parameterized actions +- **Key Features**: + - Cache DOM snapshots for 10x faster subsequent runs + - Parameterize form inputs with variables for flexible automation + - Get mortgage refinance rates programmatically +- **Tech Stack**: Stagehand, Browserbase, Python +- **Docs** → [Stagehand](https://docs.stagehand.dev) | [Browserbase](https://docs.browserbase.com) + +## GLOSSARY + +- **Caching**: Stagehand stores DOM snapshots in a local cache directory to dramatically speed up repeat automations. On subsequent runs, Stagehand uses cached DOM state instead of re-analyzing pages from scratch. Docs → [Caching Guide](https://docs.stagehand.dev/v3/best-practices/caching) +- **Variables**: Parameterize your `act()` instructions with `%variableName%` syntax to make automations reusable and dynamic. Docs → [act() with Variables](https://docs.stagehand.dev/v3/basics/act) +- **act()**: Stagehand's natural language instruction method that performs UI actions (clicking, typing, selecting) without selectors. Docs → [act() Method](https://docs.stagehand.dev/v3/basics/act) +- **Browserbase**: Cloud browser infrastructure for reliable, scalable web automation with stealth mode and CAPTCHA solving. Docs → [Browserbase Platform](https://docs.browserbase.com) + +## QUICKSTART + +1. cd python/credit-karma-cache +2. uv venv venv +3. source venv/bin/activate # On Windows: venv\Scripts\activate +4. uv pip install . +5. cp .env.example .env # Add your Browserbase API key and Project ID to .env +6. python main.py + +## EXPECTED OUTPUT + +On the first run, you'll see: +``` +🏠 Starting Credit Karma mortgage rate automation... + +✓ Successfully navigated to Credit Karma mortgage rates page +✓ Selected Refinance tab +✓ Selected credit score: Above 760 +✓ Entered ZIP code: 10001 +✓ Entered loan balance: $100000 +✓ Entered home value: $150000 +✓ Entered cash-out amount: $0 +✓ Clicked 'Get my rates' button + +✓ Mortgage rates loaded successfully! + +┌─────────────────────────────────────┐ +│ Credit Karma Refinance Query │ +├─────────────────────────────────────┤ +│ Credit Score: Above 760 │ +│ ZIP Code: 10001 │ +│ Loan Balance: $100000 │ +│ Home Value: $150000 │ +│ Cash Out: $0 │ +└─────────────────────────────────────┘ +``` + +**On subsequent runs**: The automation runs ~10x faster thanks to caching! Stagehand reuses DOM snapshots from the `credit-karma-cache/` directory instead of re-analyzing every page element. + +## COMMON PITFALLS + +- **Missing environment variables**: Ensure your `.env` file contains valid `BROWSERBASE_PROJECT_ID` and `BROWSERBASE_API_KEY`. The script will fail silently if these are missing. +- **Cache directory conflicts**: If you run multiple Credit Karma automations simultaneously, use different `cache_dir` values to avoid conflicts. Example: `cache_dir="credit-karma-cache-user1"` +- **Stale cache issues**: If Credit Karma's UI changes significantly, delete the `credit-karma-cache/` directory to regenerate fresh snapshots. +- **Rate limiting**: Credit Karma may rate-limit requests. Use Browserbase's stealth mode (`advanced_stealth=True`) or add delays between runs if you encounter blocks. + +Find more information on your Browserbase dashboard → [Sessions](https://browserbase.com/sessions) + +## USE CASES + +- **Mortgage shopping automation**: Compare refinance rates across different credit scores and loan amounts without manual data entry +- **Financial data aggregation**: Scrape mortgage rates for market analysis, customer comparison tools, or personal finance apps +- **Testing and QA**: Validate Credit Karma's UI flows and form handling across different user scenarios +- **Personal finance tracking**: Monitor how rate changes affect your specific refinance scenario over time +- **Lead generation tools**: Pre-qualify mortgage leads by automating rate checks based on customer-provided information + +## NEXT STEPS + +- **Extract rate data**: Use Stagehand's `extract()` method to scrape the mortgage rates table and return structured JSON data +- **Loop through scenarios**: Iterate through multiple `USER_CONFIG` dictionaries to compare rates across different credit scores or ZIP codes +- **Add error recovery**: Implement retry logic with exponential backoff for network failures or CAPTCHA challenges +- **Schedule regular runs**: Set up a cron job or GitHub Action to track rate changes daily/weekly +- **Integrate with databases**: Store extracted rates in PostgreSQL, MongoDB, or Airtable for historical tracking +- **Enable proxies**: Set `proxies=True` in `browserbase_session_create_params` to rotate IPs and avoid rate limiting + +## HELPFUL RESOURCES + +- 📚 [Stagehand Documentation](https://docs.stagehand.dev) +- 📚 [Browserbase Documentation](https://docs.browserbase.com) +- 📚 [Caching Guide](https://docs.stagehand.dev/v3/best-practices/caching) +- 📚 [act() with Variables](https://docs.stagehand.dev/v3/basics/act) +- 🎮 [Browserbase Dashboard](https://browserbase.com/dashboard) +- 🎮 [Browserbase Playground](https://www.browserbase.com/playground) +- 💡 [Try it out: Credit Karma Mortgage Rates](https://www.creditkarma.com/home-loans/mortgage-rates) +- 📧 [Browserbase Support](mailto:support@browserbase.com) +- 💬 [Join the Discord](https://discord.gg/browserbase) diff --git a/python/credit-karma-cache/main.py b/python/credit-karma-cache/main.py new file mode 100644 index 00000000..47b46fec --- /dev/null +++ b/python/credit-karma-cache/main.py @@ -0,0 +1,152 @@ +# Stagehand + Browserbase: Credit Karma Mortgage Rates with Caching - See README.md for full documentation + +import asyncio +import os + +from dotenv import load_dotenv +from pydantic import BaseModel, Field + +from stagehand import Stagehand, StagehandConfig + +load_dotenv() + +# User configuration for mortgage rate lookup +# Modify these values to customize the mortgage rate search +USER_CONFIG = { + "credit_score": "Above 760", + "zipcode": "94109", + "loan_balance": "500000", + "home_value": "1000000", + "cash_out": "200000", +} + + +class MortgageRate(BaseModel): + lender: str = Field(..., description="Name of the lender") + interest_rate: str = Field(..., description="Interest rate percentage") + apr: str = Field(..., description="APR percentage") + monthly_payment: str = Field(..., description="Monthly payment amount") + + +class MortgageRates(BaseModel): + rates: list[MortgageRate] = Field(..., description="List of mortgage rate offers") + + +async def main(): + print("Starting Credit Karma Mortgage Rate Automation...") + + # Initialize Stagehand with Browserbase for cloud-based browser automation. + config = StagehandConfig( + env="BROWSERBASE", + api_key=os.getenv("BROWSERBASE_API_KEY"), + project_id=os.getenv("BROWSERBASE_PROJECT_ID"), + model_name="google/gemini-2.5-flash", + model_api_key=os.getenv("GOOGLE_API_KEY"), + verbose=0, + # 0 = errors only, 1 = info, 2 = debug + # (When handling sensitive data like passwords or API keys, set verbose: 0 to prevent secrets from appearing in logs.) + # https://docs.stagehand.dev/configuration/logging + browserbase_session_create_params={ + "project_id": os.getenv("BROWSERBASE_PROJECT_ID"), + }, + ) + + try: + async with Stagehand(config) as stagehand: + print("Stagehand initialized successfully!") + + # Display live view URL for debugging and monitoring + session_id = None + if hasattr(stagehand, "session_id"): + session_id = stagehand.session_id + elif hasattr(stagehand, "browserbase_session_id"): + session_id = stagehand.browserbase_session_id + + if session_id: + print(f"Live View Link: https://browserbase.com/sessions/{session_id}") + + page = stagehand.page + + print("Navigating to Credit Karma mortgage rates page...") + await page.goto( + "https://www.creditkarma.com/home-loans/mortgage-rates", + wait_until="domcontentloaded", + ) + + await page.act( + "click on the 'Refinance' tab button in the mortgage rate calculator form (not a navigation link)" + ) + print("Selected Refinance tab") + + await page.act( + f"in the mortgage calculator form, select '{USER_CONFIG['credit_score']}' from the credit score dropdown" + ) + print(f"Selected credit score: {USER_CONFIG['credit_score']}") + + await page.act( + f"in the mortgage calculator form, enter '{USER_CONFIG['zipcode']}' in the ZIP code field" + ) + print(f"Entered ZIP code: {USER_CONFIG['zipcode']}") + + await page.act( + f"in the mortgage calculator form, enter '{USER_CONFIG['loan_balance']}' in the current loan balance field" + ) + print(f"Entered loan balance: ${USER_CONFIG['loan_balance']}") + + await page.act( + f"in the mortgage calculator form, enter '{USER_CONFIG['home_value']}' in the estimated home value field" + ) + print(f"Entered home value: ${USER_CONFIG['home_value']}") + + await page.act( + f"in the mortgage calculator form, enter '{USER_CONFIG['cash_out']}' in the cash out amount field" + ) + print(f"Entered cash-out amount: ${USER_CONFIG['cash_out']}") + + await page.act( + "click the 'Get my rates' or 'See rates' submit button in the mortgage calculator form" + ) + print("Clicked 'Get my rates' button") + + # Extract mortgage rates using Pydantic schema for structured data + mortgage_rates = await page.extract( + "Extract all mortgage rate offers shown on the page. For each offer, include: lender name, interest rate, APR, and monthly payment.", + schema=MortgageRates, + ) + + print("\n=== Credit Karma Refinance Query Summary ===") + print(f"Credit Score: {USER_CONFIG['credit_score']}") + print(f"ZIP Code: {USER_CONFIG['zipcode']}") + print(f"Loan Balance: ${USER_CONFIG['loan_balance']}") + print(f"Home Value: ${USER_CONFIG['home_value']}") + print(f"Cash Out: ${USER_CONFIG['cash_out']}") + print("=============================================\n") + + print("=== Mortgage Rate Results ===") + if mortgage_rates and mortgage_rates.rates: + for rate in mortgage_rates.rates: + print( + f" {rate.lender}: {rate.interest_rate} ({rate.apr} APR) - {rate.monthly_payment}/mo" + ) + else: + print("No rates found") + print("=============================\n") + + print("Session closed successfully") + + except Exception as error: + print(f"Error during mortgage rate lookup: {error}") + raise + + +if __name__ == "__main__": + try: + asyncio.run(main()) + except Exception as err: + print(f"Error in credit karma automation: {err}") + print("Common issues:") + print(" - Check .env file has BROWSERBASE_PROJECT_ID and BROWSERBASE_API_KEY") + print(" - Verify GOOGLE_API_KEY is set for the model") + print(" - Credit Karma page structure may have changed") + print("Docs: https://docs.stagehand.dev/v3/first-steps/introduction") + exit(1) diff --git a/python/credit-karma-cache/pyproject.toml b/python/credit-karma-cache/pyproject.toml new file mode 100644 index 00000000..4d0eeae1 --- /dev/null +++ b/python/credit-karma-cache/pyproject.toml @@ -0,0 +1,13 @@ +[project] +name = "credit-karma-cache" +version = "0.1.0" +description = "Credit Karma Mortgage Rates automation with Stagehand and Browserbase" +requires-python = ">=3.10" +dependencies = [ + "stagehand>=0.5.0,<1.0.0", + "python-dotenv", +] + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" diff --git a/typescript/credit-karma-cache/.env.example b/typescript/credit-karma-cache/.env.example new file mode 100644 index 00000000..36c24713 --- /dev/null +++ b/typescript/credit-karma-cache/.env.example @@ -0,0 +1,3 @@ +# Browserbase Configuration +BROWSERBASE_PROJECT_ID=your_browserbase_project_id +BROWSERBASE_API_KEY=your_browserbase_api_key diff --git a/typescript/credit-karma-cache/.gitignore b/typescript/credit-karma-cache/.gitignore new file mode 100644 index 00000000..a1269780 --- /dev/null +++ b/typescript/credit-karma-cache/.gitignore @@ -0,0 +1,26 @@ +# Environment variables +.env + +# Cache directory +credit-karma-cache/ + +# Screenshots +error-screenshot.png + +# Dependencies +node_modules/ + +# Build output +dist/ +build/ + +# Logs +*.log + +# IDE +.vscode/ +.idea/ +.cursor/ + +# OS +.DS_Store diff --git a/typescript/credit-karma-cache/README.md b/typescript/credit-karma-cache/README.md new file mode 100644 index 00000000..b7104652 --- /dev/null +++ b/typescript/credit-karma-cache/README.md @@ -0,0 +1,77 @@ +# Stagehand + Browserbase: Credit Karma with Caching & Variables + +## AT A GLANCE + +- Goal: Automate Credit Karma mortgage rate comparisons using caching and parameterized actions +- Cache DOM snapshots for 10x faster subsequent runs +- Parameterize form inputs with variables for flexible automation +- Get mortgage refinance rates programmatically +- Docs → https://docs.stagehand.dev | https://docs.browserbase.com + +## GLOSSARY + +- Caching: Stagehand stores DOM snapshots in a local cache directory to dramatically speed up repeat automations + Docs → https://docs.stagehand.dev/v3/best-practices/caching +- Variables: Parameterize your `act()` instructions with `%variableName%` syntax to make automations reusable and dynamic + Docs → https://docs.stagehand.dev/v3/basics/act +- act: Stagehand's natural language instruction method that performs UI actions (clicking, typing, selecting) without selectors + Docs → https://docs.stagehand.dev/v3/basics/act +- Browserbase: Cloud browser infrastructure for reliable, scalable web automation with stealth mode and CAPTCHA solving + Docs → https://docs.browserbase.com + +## QUICKSTART + +1. cd typescript/credit-karma-cache +2. npm install +3. cp .env.example .env # Add your Browserbase API key and Project ID to .env +4. npm run start + +## EXPECTED OUTPUT + +- Initializes Stagehand session with Browserbase +- Displays live session link for monitoring +- Navigates to Credit Karma mortgage rates page +- Selects Refinance tab +- Fills in credit score, ZIP code, loan balance, home value, and cash-out amount +- Clicks 'Get my rates' button +- Extracts and displays mortgage rate offers +- Closes session cleanly + +On subsequent runs: The automation runs ~10x faster thanks to caching! Stagehand reuses DOM snapshots instead of re-analyzing every page element. + +## COMMON PITFALLS + +- "Cannot find module": ensure all dependencies are installed via npm install +- Missing credentials: verify .env contains BROWSERBASE_PROJECT_ID and BROWSERBASE_API_KEY +- Cache directory conflicts: if running multiple automations simultaneously, use different cacheDir values +- Stale cache issues: if Credit Karma's UI changes significantly, delete the cache directory to regenerate fresh snapshots +- Rate limiting: Credit Karma may rate-limit requests; use Browserbase's stealth mode or add delays between runs + +Find more information on your Browserbase dashboard → https://browserbase.com/sessions + +## USE CASES + +- Mortgage shopping automation: Compare refinance rates across different credit scores and loan amounts without manual data entry +- Financial data aggregation: Scrape mortgage rates for market analysis, customer comparison tools, or personal finance apps +- Testing and QA: Validate Credit Karma's UI flows and form handling across different user scenarios +- Personal finance tracking: Monitor how rate changes affect your specific refinance scenario over time +- Lead generation tools: Pre-qualify mortgage leads by automating rate checks based on customer-provided information + +## NEXT STEPS + +- Extract rate data: Use Stagehand's `extract()` method to scrape the mortgage rates table and return structured JSON data +- Loop through scenarios: Iterate through multiple USER_CONFIG objects to compare rates across different credit scores or ZIP codes +- Add error recovery: Implement retry logic with exponential backoff for network failures or CAPTCHA challenges +- Schedule regular runs: Set up a cron job or GitHub Action to track rate changes daily/weekly +- Integrate with databases: Store extracted rates in PostgreSQL, MongoDB, or Airtable for historical tracking +- Enable proxies: Set `proxies: true` in browserbaseSessionCreateParams to rotate IPs and avoid rate limiting + +## HELPFUL RESOURCES + +- Stagehand Docs: https://docs.stagehand.dev +- Browserbase Docs: https://docs.browserbase.com +- Caching Guide: https://docs.stagehand.dev/v3/best-practices/caching +- act() with Variables: https://docs.stagehand.dev/v3/basics/act +- Browserbase Dashboard: https://browserbase.com/dashboard +- Browserbase Playground: https://www.browserbase.com/playground +- Try it out: https://www.creditkarma.com/home-loans/mortgage-rates diff --git a/typescript/credit-karma-cache/index.ts b/typescript/credit-karma-cache/index.ts new file mode 100644 index 00000000..c1a82f0d --- /dev/null +++ b/typescript/credit-karma-cache/index.ts @@ -0,0 +1,119 @@ +// Stagehand + Browserbase: Credit Karma Mortgage Rates with Caching - See README.md for full documentation + +import "dotenv/config"; +import { Stagehand } from "@browserbasehq/stagehand"; + +// User configuration for mortgage rate lookup +// Modify these values to customize the mortgage rate search +const USER_CONFIG = { + creditScore: "Above 760", + zipcode: "94109", + loanBalance: "500000", + homeValue: "1000000", + cashOut: "200000", +}; + +async function main() { + console.log("Starting Credit Karma Mortgage Rate Automation..."); + + const stagehand = new Stagehand({ + env: "BROWSERBASE", + verbose: 0, + // 0 = errors only, 1 = info, 2 = debug + // (When handling sensitive data like passwords or API keys, set verbose: 0 to prevent secrets from appearing in logs.) + // https://docs.stagehand.dev/configuration/logging + model: "google/gemini-2.5-flash", + enableCaching: true, + cacheDir: "credit-karma-cache", + browserbaseSessionCreateParams: { + projectId: process.env.BROWSERBASE_PROJECT_ID!, + }, + }); + + try { + await stagehand.init(); + console.log("Stagehand initialized successfully!"); + console.log( + `Live View Link: https://browserbase.com/sessions/${stagehand.browserbaseSessionId}` + ); + + const page = stagehand.context.pages()[0]; + + console.log("Navigating to Credit Karma mortgage rates page..."); + await page.goto("https://www.creditkarma.com/home-loans/mortgage-rates", { + waitUntil: "domcontentloaded", + }); + + await stagehand.act( + "click on the 'Refinance' tab button in the mortgage rate calculator form (not a navigation link)" + ); + console.log("Selected Refinance tab"); + + await stagehand.act( + "in the mortgage calculator form, select %creditScore% from the credit score dropdown", + { variables: { creditScore: USER_CONFIG.creditScore } } + ); + console.log(`Selected credit score: ${USER_CONFIG.creditScore}`); + + await stagehand.act( + "in the mortgage calculator form, enter %zipcode% in the ZIP code field", + { variables: { zipcode: USER_CONFIG.zipcode } } + ); + console.log(`Entered ZIP code: ${USER_CONFIG.zipcode}`); + + await stagehand.act( + "in the mortgage calculator form, enter %loanBalance% in the current loan balance field", + { variables: { loanBalance: USER_CONFIG.loanBalance } } + ); + console.log(`Entered loan balance: $${USER_CONFIG.loanBalance}`); + + await stagehand.act( + "in the mortgage calculator form, enter %homeValue% in the estimated home value field", + { variables: { homeValue: USER_CONFIG.homeValue } } + ); + console.log(`Entered home value: $${USER_CONFIG.homeValue}`); + + await stagehand.act( + "in the mortgage calculator form, enter %cashOut% in the cash out amount field", + { variables: { cashOut: USER_CONFIG.cashOut } } + ); + console.log(`Entered cash-out amount: $${USER_CONFIG.cashOut}`); + + await stagehand.act( + "click the 'Get my rates' or 'See rates' submit button in the mortgage calculator form" + ); + console.log("Clicked 'Get my rates' button"); + + const mortgageRates = await stagehand.extract( + "Extract all mortgage rate offers shown on the page. For each offer, include: lender name, interest rate, APR, and monthly payment. Format as a list." + ); + + console.log("\n=== Credit Karma Refinance Query Summary ==="); + console.log(`Credit Score: ${USER_CONFIG.creditScore}`); + console.log(`ZIP Code: ${USER_CONFIG.zipcode}`); + console.log(`Loan Balance: $${USER_CONFIG.loanBalance}`); + console.log(`Home Value: $${USER_CONFIG.homeValue}`); + console.log(`Cash Out: $${USER_CONFIG.cashOut}`); + console.log("=============================================\n"); + + console.log("=== Mortgage Rate Results ==="); + console.log(mortgageRates.extraction || "No rates found"); + console.log("\n=============================\n"); + } catch (error) { + console.error("Error during mortgage rate lookup:", error); + throw error; + } finally { + await stagehand.close(); + console.log("Session closed successfully"); + } +} + +main().catch((err) => { + console.error("Error in credit karma automation:", err); + console.error("Common issues:"); + console.error(" - Check .env file has BROWSERBASE_PROJECT_ID and BROWSERBASE_API_KEY"); + console.error(" - Verify GOOGLE_API_KEY is set for the model"); + console.error(" - Credit Karma page structure may have changed"); + console.error("Docs: https://docs.stagehand.dev/v3/first-steps/introduction"); + process.exit(1); +}); diff --git a/typescript/credit-karma-cache/package-lock.json b/typescript/credit-karma-cache/package-lock.json new file mode 100644 index 00000000..24a9ab26 --- /dev/null +++ b/typescript/credit-karma-cache/package-lock.json @@ -0,0 +1,5267 @@ +{ + "name": "credit-karma-cache", + "version": "1.0.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "credit-karma-cache", + "version": "1.0.0", + "dependencies": { + "@browserbasehq/stagehand": "^3.0.0", + "boxen": "^8.0.1", + "chalk": "^5.3.0", + "dotenv": "^16.4.7" + }, + "devDependencies": { + "@types/node": "^20.17.10", + "tsx": "^4.7.0", + "typescript": "^5.3.0" + } + }, + "node_modules/@ai-sdk/anthropic": { + "version": "2.0.58", + "resolved": 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