Head-to-Head Comparison

whatbroke vs AI Eyes

Comprehensive feature analysis, ratings breakdown, platform compatibility, and community review comparison.

whatbroke

whatbroke

Open Source

Diff two agent runs and see exactly what changed

No ratings (0 reviews)6 Upvotes
AI Eyes

AI Eyes

Open Source

Permission-first co-presence controls for AI companions

No ratings (0 reviews)63 Upvotes

Detailed Feature Comparison Matrix

Compare Other Tools
Dimension
whatbrokewhatbroke
AI EyesAI Eyes
Primary CategoryOpen SourceOpen Source
Community Rating
No ratings(0 reviews)
No ratings(0 reviews)
Community Upvotes6 votes63 votes
Supported Platforms
Web
Web
Tags & Focus
#Artificial Intelligence#Developer Tools#Open Source#GitHub
#Developer Tools#Open Source#Privacy#OpenAI Day
Maker / CompanyIndependent DeveloperIndependent Developer
Platform VerificationCommunity ListingCommunity Listing

About whatbroke

whatbroke is an open-source developer tool designed to help developers inspect and debug AI agent workflows. By diffing two separate agent runs, it allows users to see exactly what changed between execution cycles.

The tool provides detailed visibility into the operational behavior of AI agents by showing which tool calls fired, how the arguments differed, what each run cost, and where the final outputs diverged. Additionally, whatbroke is built to fit seamlessly into modern development workflows; it can be integrated directly into your Continuous Integration (CI) pipeline to automatically fail builds when a critical call is dropped.

To make ingestion easy, whatbroke natively reads data from multiple standard formats and observability platforms, including JSONL, OpenTelemetry, Langfuse, and LangSmith exports.

Pros of whatbroke

  • Open-source and accessible on GitHub
  • Integrates into CI pipelines with the ability to fail builds on dropped calls
  • Provides granular diffs of tool calls, arguments, costs, and output divergence
  • Supports popular observability formats including OpenTelemetry, Langfuse, LangSmith, and JSONL

Cons of whatbroke

  • No standalone cloud hosting or graphical UI mentioned
  • Requires existing telemetry or export data to perform comparisons
  • Primarily tailored for AI agent workflows rather than generic software debugging

Frequently Asked Questions

What is whatbroke?

whatbroke is an open-source developer tool that compares (diffs) two AI agent runs to identify exactly what changed, including tool execution, argument differences, costs, and output deviations.

Which formats and platforms are supported by whatbroke?

whatbroke can read and process exports from JSONL, OpenTelemetry, Langfuse, and LangSmith.

Can I use whatbroke in my CI/CD pipeline?

Yes, you can run whatbroke within your Continuous Integration (CI) environment and configure it to fail your build if a dropped call is detected.

About AI Eyes

AI Eyes is a permission-first co-presence prototype designed for AI companions. Created by developer Deen Storkey, this open-source tool establishes a privacy-focused, local-first foundation for managing what your digital companions can see and hear.

With its initial v0.1 release, AI Eyes allows users to choose a specific screen or window to capture and gives granular, separate controls for screen, system audio, and microphone inputs. The interface makes it easy to invite named companions and ensures transparency by always displaying when sensing is active. Users can pause or end sessions at any time; ending a session immediately stops all media tracks and resets the session completely.

Built using Codex and GPT-5.6, this prototype is focused entirely on local-first permission, presence, and session-control. Please note that in this foundational stage, no external AI provider or semantic understanding has been connected yet.

Pros of AI Eyes

  • Privacy-focused, local-first permission architecture
  • Separate, granular control over screen, system audio, and microphone capture
  • Clear visual indicators showing when active sensing is occurring
  • Open-source code base allowing developers to review and build upon the prototype

Cons of AI Eyes

  • It is a prototype (v0.1) and does not yet have an active AI provider or semantic understanding connected
  • Limited to foundational capture and session-control features at this stage

Frequently Asked Questions

What is AI Eyes?

AI Eyes is an open-source, permission-first co-presence prototype built to manage what AI companions can access. It provides local-first controls over screen sharing, audio, and session state.

Does AI Eyes currently analyze my screen or voice?

No. In the v0.1 release, no AI provider or semantic understanding is connected. The prototype is currently a local-first foundation focused on permission, capture, presence, and session-control.

How do I control my privacy while using AI Eyes?

AI Eyes lets you choose exactly which screen or window to capture and gives you separate toggle controls for your screen, system audio, and microphone. There is also a clear indicator to show when sensing is active, and you can pause or end the session to stop all media tracks instantly.

What technologies were used to build AI Eyes?

The AI Eyes prototype was built using Codex and GPT-5.6.

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