Performance benchmarks of AI agents on SkillsBench (84 tasks, 5 trials per task). Tasks that encountered runtime errors during evaluation were excluded. Click a model to view execution traces.
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I will read the `pom.xml` file to identify the current dependencies and Java version.
{"file_path":"pom.xml"}<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"...I will activate the relevant migration skills to guide the upgrade process.
{"name":"spring-boot-migration"}<activated_skill name="spring-boot-migration">
<instructions>
# Spring Boot 2 to 3 Migration Skill...{"name":"jakarta-namespace"}<activated_skill name="jakarta-namespace">
<instructions>
# Jakarta EE Namespace Migration Skill...{"name":"spring-security-6"}<activated_skill name="spring-security-6">
<instructions>
# Spring Security 6 Migration Skill...{"name":"restclient-migration"}<activated_skill name="restclient-migration">
<instructions>
# RestTemplate to RestClient Migration Skill...{"name":"hibernate-upgrade"}<activated_skill name="hibernate-upgrade">
<instructions>
# Hibernate 5 to 6 Upgrade Skill...I will now update the `pom.xml` file to upgrade the Spring Boot version to 3.2.0, set the Java version to 21, and modernize the JWT dependencies while removing the obsolete JAXB API.
{"content":"<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<project xmlns=\"http://maven.apache.org/POM/4.0.0\"\n xmlns:xsi=\"http://www.w3.org/2001/XMLSchema-instance\"\n xsi:schemaLocation=\"http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd\">\n <modelVersion>4.0.0</modelVersion>\n\n <parent>\n <groupId>org.springframework.boot</groupId>\n <artifactId>spring-boot-starter-parent</artifactId>\n <version>3.2.0</version>\n ......Successfully overwrote file: /workspace/pom.xml.
I will now run `mvn clean compile` to identify the compilation errors, specifically expecting issues with `javax.*` imports.
{"command":"mvn clean compile"}Command: mvn clean compile
Directory: (root)
Output: [INFO] Scanning for projects......I will now perform a batch replacement of `javax.*` namespaces with `jakarta.*` across all Java files to comply with the Jakarta EE standards required by Spring Boot 3.
{"command":"find src -name \"*.java\" -type f -exec sed -i 's/javax\\.persistence/jakarta.persistence/g' {} +\nfind src -name \"*.java\" -type f -exec sed -i 's/javax\\.validation/jakarta.validation/g' {} +\nfind src -name \"*.java\" -type f -exec sed -i 's/javax\\.servlet/jakarta.servlet/g' {} +\nfind src -name \"*.java\" -type f -exec sed -i 's/javax\\.annotation/jakarta.annotation/g' {} +\nfind src -name \"*.java\" -type f -exec sed -i 's/javax\\.transaction/jakarta.transaction/g' {} +"}...Command: find src -name "*.java" -type f -exec sed -i 's/javax\.persistence/jakarta.persistence/g' {} +
find src -name "*.java" -type f -exec sed -i 's/javax\.validation/jakarta.validation/g' {} +
find src -name "*.java" -type f -exec sed -i 's/javax\.servlet/jakarta.servlet/g' {} +...I will now read the `SecurityConfig.java` file to understand its current implementation and prepare for the migration to Spring Security 6.
{"file_path":"src/main/java/com/example/userservice/config/SecurityConfig.java"}package com.example.userservice.config;
import org.springframework.beans.factory.annotation.Autowired;...I will now refactor `SecurityConfig.java` to align with Spring Security 6, which involves removing the deprecated `WebSecurityConfigurerAdapter`, updating method security annotations, and configuring the `SecurityFilterChain` with the modern lambda DSL and `requestMatchers`....{"file_path":"src/main/java/com/example/userservice/config/SecurityConfig.java","content":"package com.example.userservice.config;\n\nimport org.springframework.context.annotation.Bean;\nimport org.springframework.context.annotation.Configuration;\nimport org.springframework.http.HttpMethod;\nimport org.springframework.security.authentication.AuthenticationManager;\nimport org.springframework.security.config.annotation.authentication.configuration.AuthenticationConfiguration;\nimport org.springf......Successfully overwrote file: /workspace/src/main/java/com/example/userservice/config/SecurityConfig.java.
I'll now proceed to migrate `ExternalApiService.java` from `RestTemplate` to the modern `RestClient`, starting with a review of the current file content.
{"file_path":"src/main/java/com/example/userservice/service/ExternalApiService.java"}package com.example.userservice.service;
import org.springframework.beans.factory.annotation.Value;...I will now refactor `ExternalApiService.java` to utilize `RestClient` instead of `RestTemplate`, modernizing the external API interaction logic.
{"content":"package com.example.userservice.service;\n\nimport org.springframework.beans.factory.annotation.Value;\nimport org.springframework.core.ParameterizedTypeReference;\nimport org.springframework.http.MediaType;\nimport org.springframework.stereotype.Service;\nimport org.springframework.web.client.RestClient;\n\nimport java.util.Collections;\nimport java.util.Map;\n\n/**\n * Service for making external API calls using RestClient.\n * Migrated from legacy RestTemplate to modern fluent API......Successfully overwrote file: /workspace/src/main/java/com/example/userservice/service/ExternalApiService.java.
I'll run `mvn clean compile` once more to check for any outstanding compilation errors.
{"command":"mvn clean compile"}Command: mvn clean compile
Directory: (root)
Output: [INFO] Scanning for projects......I've successfully compiled the project. Now, I'll examine the files in `src/test` for any remaining `javax.*` namespace issues before running `mvn test`.
{"command":"find src/test -name \"*.java\" -type f -exec sed -i 's/javax\\.persistence/jakarta.persistence/g' {} +\nfind src/test -name \"*.java\" -type f -exec sed -i 's/javax\\.validation/jakarta.validation/g' {} +\nfind src/test -name \"*.java\" -type f -exec sed -i 's/javax\\.servlet/jakarta.servlet/g' {} +\nfind src/test -name \"*.java\" -type f -exec sed -i 's/javax\\.annotation/jakarta.annotation/g' {} +\nfind src/test -name \"*.java\" -type f -exec sed -i 's/javax\\.transaction/jakarta.t......Command: find src/test -name "*.java" -type f -exec sed -i 's/javax\.persistence/jakarta.persistence/g' {} +
find src/test -name "*.java" -type f -exec sed -i 's/javax\.validation/jakarta.validation/g' {} +
find src/test -name "*.java" -type f -exec sed -i 's/javax\.servlet/jakarta.servlet/g' {} +...I will now execute `mvn test`.
{"command":"mvn test"}Command: mvn test
Directory: (root)
Output: [INFO] Scanning for projects......I've completed the primary migration tasks, including the Spring Boot and Java upgrades, namespace transitions, and security and service refactoring. All tests passed, so I'll now perform a final check on `UserSecurity.java` for any remaining deprecated elements....{"file_path":"src/main/java/com/example/userservice/config/UserSecurity.java"}package com.example.userservice.config;
import org.springframework.security.core.Authentication;...`UserSecurity.java` is in order. I'll now review `application.properties` for any necessary updates, specifically checking for the H2 dialect configuration as advised in the migration guide.
{"file_path":"src/main/resources/application.properties"}# Application Configuration
spring.application.name=userservice
server.port=8080...The `mvn test` logs indicated that `H2Dialect` no longer needs explicit specification, so I'll remove that property. I'll also verify `application-test.properties` for any similar redundancies.
{"file_path":"src/test/resources/application-test.properties"}# Test Configuration
spring.application.name=userservice-test
...I'm removing the unnecessary dialect configuration from both files.
{"new_string":"# JPA/Hibernate Configuration\nspring.jpa.hibernate.ddl-auto=create-drop","file_path":"/workspace/src/main/resources/application.properties","old_string":"# JPA/Hibernate Configuration\nspring.jpa.database-platform=org.hibernate.dialect.H2Dialect\nspring.jpa.hibernate.ddl-auto=create-drop","instruction":"Remove redundant H2 dialect property in Spring Boot 3/Hibernate 6."}...Successfully modified file: /workspace/src/main/resources/application.properties (1 replacements).
Updating the test properties now.
{"file_path":"/workspace/src/test/resources/application-test.properties","new_string":"# JPA Configuration for tests\nspring.jpa.hibernate.ddl-auto=create-drop","instruction":"Remove redundant H2 dialect property in Spring Boot 3/Hibernate 6.","old_string":"# JPA Configuration for tests\nspring.jpa.database-platform=org.hibernate.dialect.H2Dialect\nspring.jpa.hibernate.ddl-auto=create-drop"}...Successfully modified file: /workspace/src/test/resources/application-test.properties (1 replacements).
Checking `CustomUserDetailsService` next.
{"file_path":"src/main/java/com/example/userservice/config/CustomUserDetailsService.java"}package com.example.userservice.config;
import com.example.userservice.model.User;...Looks good. I'll also review `UserRepository.java` for any Hibernate 6 query parsing adjustments.
{"file_path":"src/main/java/com/example/userservice/repository/UserRepository.java"}package com.example.userservice.repository;
import com.example.userservice.model.User;...Queries are Hibernate 6 compatible. I'll now check `User.java` for any Hibernate 5 specific configurations, like `GenerationType.AUTO`.
{"file_path":"src/main/java/com/example/userservice/model/User.java"}package com.example.userservice.model;
import jakarta.persistence.*;...`User.java` is correctly using `GenerationType.IDENTITY` and `jakarta.*` imports. I'll now do a final check of `UserService.java`.
{"file_path":"src/main/java/com/example/userservice/service/UserService.java"}package com.example.userservice.service;
import com.example.userservice.dto.CreateUserRequest;...Everything's set. Running a final `mvn clean compile` and `mvn test` to confirm.
{"command":"mvn clean compile && mvn test"}Command: mvn clean compile && mvn test
Directory: (root)
Output: [INFO] Scanning for projects......I have successfully migrated the microservice from Java 8/Spring Boot 2.7 to Java 21/Spring Boot 3.2.
The following changes were implemented:...