whatbroke vs Inspector
Side-by-side comparison of features, pros & cons, pricing, and community votes (2026).
🏆 Inspector leads with 621 upvotes
Diff two agent runs and see exactly what changed
whatbroke is a powerful developer tool designed to help teams analyze and compare agent runs with precision. By diffing two agent executions, it highlights exactly what changed — including tool calls, argument differences, costs, and output divergences. Supporting a variety of data formats such as JSONL, OpenTelemetry, Langfuse, and LangSmith exports, whatbroke integrates seamlessly into CI pipelines, allowing teams to automate quality checks and quickly identify issues. Its ability to flag dropped calls and other anomalies makes it especially valuable for AI developers and MLOps teams aiming for robust, consistent agent performance. What sets whatbroke apart is its detailed, granular insights into agent behavior, empowering teams to optimize and troubleshoot with confidence and speed.
Pros
- Supports multiple export formats for flexible integration
- Automates diffing process to save time and reduce manual effort
- Provides detailed insights into tool calls, arguments, and costs
- Can be integrated into CI pipelines to enforce quality checks
- Helps quickly identify divergences and dropped calls
Cons
- Limited information on pricing or free tier options
- May require familiarity with JSONL and OpenTelemetry data formats
- No mention of GUI or user-friendly dashboard; primarily CLI-based
Best for
- • Comparing AI agent runs after updates to identify regressions
- • Automating quality assurance in CI/CD pipelines for AI tools
- • Troubleshooting unexpected behavior or dropped calls in agent executions
- • Cost analysis and optimization of AI agent workflows
Pricing: Likely offers a freemium or open-source model, with core features available for free and optional paid plans for advanced support or enterprise use. Exact pricing details are not specified, but the tool's focus on automation and CI integration suggests accessible options for individual developers and teams.
Figma for Claude Code
Inspector reimagines the design-to-code workflow by integrating visual editing directly with AI-powered code generation. Designed for developers, designers, and product teams, it allows users to click on UI elements within a design interface, make visual adjustments, and have those changes automatically reflected in the underlying codebase. The tool connects seamlessly with popular AI agents like Claude Code, Codex, and Cursor, streamlining the often tedious handoff process between design and development. Its unique approach eliminates the need for manual code edits or back-and-forth communication, enabling rapid prototyping and iteration. By bridging the gap between visual design and code, Inspector enhances productivity and fosters a more collaborative workflow, making it ideal for teams seeking to accelerate their development cycles with AI-powered precision.
Pros
- Intuitive visual interface for code adjustments
- Seamless integration with popular AI coding agents
- Reduces manual coding and design handoff time
- Supports rapid prototyping and iteration
- Streamlines collaboration between designers and developers
Cons
- May have limitations with complex UI components
- Dependent on AI accuracy, which can vary
- Learning curve for users unfamiliar with AI-assisted editing
Best for
- • Quick UI tweaks during product development
- • Design validation and iteration without extensive code changes
- • Bridging the gap between design and development teams
- • Rapid prototyping of new features
Pricing: Likely operates on a freemium model, offering basic features for free with paid plans providing additional integrations and advanced editing capabilities; exact pricing details are not publicly specified.