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Runtime Context for AI

Give Cursor, Claude, and Windsurf real execution data via MCP

Runtime PR Review

Baseline main, apply the PR, and compare the real behavior diff

Method-Level Observability

See every method call, SQL query, and parameter. No extra logging needed.

Tests from Traces

Turn runtime traces into unit, integration, and container-backed regression tests.

Unit Tests from Traces

Fast JUnit tests with auto-mocked collaborators from method traces.

Integration Tests

Full Spring context with external boundaries replayed from captured traces.

Testcontainers Testing

Real databases in containers with external APIs replayed from traces.

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Recent posts

2026

What PR Review Misses in Microservices: Hidden Runtime Coupling on the Hot Path
Spring Boot Testcontainers integration testing: what to test with real PostgreSQL, Kafka, and Redis
Feign client integration testing in Spring Boot: WireMock, MockBean, or runtime replay?
What Is Trace-Based Testing? A Practical Guide for Java and Spring Boot Teams
How to Detect and Fix N+1 Queries in Spring Boot Before Production
Stop Cluttering Your Codebase with Brittle Generated Tests
Why AI Coding Agents Break APIs (And How BitDive Restores Their Vision via MCP)
How to Upgrade Spring Boot Without Breaking Your APIs
Your Error Contract Is a Ticking Time Bomb: Why Microservices Break at 3 AM
5 Jackson Configuration Changes That Silently Break Your Microservices
Your Service Passes All Tests But Breaks Production: Detecting Inter-Service API Regression
Spring Boot Integration Testing: Full Context, Stubbed Boundaries, Zero Flakiness
Unit vs Component Tests in Spring: Where the Boundary Lies and Why You Need Both
Automated Verification in the AI Era: Why Trace-Based Testing is the New Standard
One-Click Postman Collections from BitDive Unit and Integration Tests
QA in AI Assisted Development: Safety through Deterministic Verification

2025

Trace-Based Java Testing: Deterministic Verification without Mocks
Test to Code Ratio: Why 50%+ Test Code is the New Standard in 2026
BitDive 1.2.6: WebSocket Support, Daily Statistics, and On-Air Configuration
Eliminate Mocks: How Trace-Based Testing Revolutionizes Enterprise Quality
BitDive SaaS Is Live - Try It Free Today
BitDive MCP Server brings full runtime context to development
eBPF vs. BitDive: Why AI Agents Need Runtime Context, Not Just Kernel Syscalls
BitDive 1.0.1 Release - Enhanced Profile-Based Configuration and Producer Updates
BitDive is Now on GoodFirms
Monitoring and Distributed Tracing for Java in Kubernetes with BitDive
Application Monitoring - Keep Your Finger on the Pulse of Your Systems
Microservices Monitoring is Broken. Here is How to Actually Fix It

2024

Automatic Exception Logging - A Key to Proactive Application Monitoring
The 5th Pillar of Observability: Why APM & Profiling are Not Enough
How can you measure software performance?
Enhancing Application Performance, Strategies for Optimization
Using Flame Graphs to Visualize Method Execution Times in Distributed Systems
Unlocking Performance Bottlenecks with Flame Graphs

Tags

A

AI Coding1
API Testing4
Application Monitoring12
Artificial Intelligence4

C

Code Review1

D

Distributed Tracing3

I

Integration Tests5

J

Java1
Java Ecosystem4
JUnit 51

K

Kubernetes1

M

Microservices2

P

Performance1
Performance Analysis9
Product Updates5

R

Runtime Verification1

S

Software Testing23
Spring Boot13

T

Testcontainers1
Trace-Based Testing27

U

Unit Tests4

BitDive records real Java runtime behavior and turns it into PR verdicts, AI agent context, and deterministic JUnit regression tests.

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