jbampton opened a new issue, #2189:
URL: https://github.com/apache/sedona/issues/2189

   Here are 18 top Java and/or Scala tools that can be wrapped as pre-commit 
hooks, categorized by their primary function:
   
   **I. Code Formatting & Style:**
   
   1.  **Spotless:** A universal formatter that can integrate with many 
language-specific formatters (including Java and Scala ones). It's highly 
configurable and can automatically fix issues.
   2.  **Scalafmt:** The official Scala code formatter, widely used for 
maintaining consistent code style in Scala projects.
   3.  **Checkstyle (Java):** A highly configurable static code analysis tool 
used to check Java source code for adherence to coding standards (e.g., Google 
Java Style Guide, Sun Code Conventions).
   4.  **Palantir Java Format:** An opinionated Java code formatter from 
Palantir, often used for a consistent style.
   5.  **Ktlint (Kotlin, JVM Ecosystem):** While primarily for Kotlin, it's 
relevant in the JVM ecosystem for projects with mixed Kotlin and Java/Scala 
code, ensuring consistent formatting.
   
   **II. Linting & Static Analysis:**
   
   6.  **PMD (Java):** A static source code analyzer that reports on a range of 
potential problems, including common programming flaws, dead code, and 
suboptimal code.
   7.  **SpotBugs (Java):** A program that uses static analysis to look for 
bugs in Java code. It's the spiritual successor to FindBugs.
   8.  **SonarLint (Java/Scala):** The IDE extension of SonarQube, providing 
real-time feedback on code quality and security issues. While it typically runs 
in the IDE, its underlying analysis engine can be leveraged for pre-commit 
checks.
   9.  **Scalastyle (Scala):** A style checker for Scala code, similar to 
Checkstyle for Java, enforcing coding conventions.
   10. **WartRemover (Scala):** A configurable code linting tool for Scala that 
can detect various "warts" or anti-patterns in code.
   11. **Scalafix (Scala):** A rewrite and linting tool for Scala that can 
perform intelligent analysis and automatically fix many issues, including 
refactorings.
   
   **III. Dependency Management & Security:**
   
   12. **OWASP Dependency-Check (Java/Scala):** A Software Composition Analysis 
(SCA) tool that identifies known vulnerabilities in project dependencies by 
analyzing their Common Platform Enumeration (CPE) identifiers.
   13. **Maven Enforcer Plugin (Maven projects):** A Maven plugin that allows 
you to enforce various environmental constraints and best practices, including 
dependency convergence and banning undesirable dependencies. It can be 
integrated into pre-commit setups.
   
   **IV. Testing & Code Coverage (for quick checks):**
   
   14. **JUnit (Java):** While full test suites are usually run in CI, simple 
unit tests critical to the committed changes can be run via a pre-commit hook 
to catch immediate regressions.
   15. **ScalaTest (Scala):** Similar to JUnit, allowing for quick execution of 
a subset of Scala tests.
   16. **JaCoCo (Java):** A code coverage library for Java. A pre-commit hook 
could enforce a minimum coverage percentage for modified files.
   
   **V. Other Useful Tools (General, but applicable to Java/Scala projects):**
   
   17. **GitLint:** Ensures commit messages adhere to a defined format, which 
is crucial for good commit hygiene and automated changelog generation.
   18. **TruffleHog/Gitleaks:** Tools for finding secrets (e.g., API keys, 
passwords) accidentally committed to the repository. Highly recommended as a 
pre-commit hook for security.


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