undomestic-georgebeadle691/agent-CE
🌐 Streamline web agent evaluations with Agent-CE, a containerized platform offering integrated frameworks and CI/CD support for efficient performance assessment.
What's novel
🌐 Streamline web agent evaluations with Agent-CE, a containerized platform offering integrated frameworks and CI/CD support for efficient performance assessment.
Code Analysis
13 files read · 4 roundsA collection of Docker-based evaluation harnesses that wrap web browsing agent SDKs (OpenAI CUA, Anthropic CUA, Browser Use, Notte) to run standardized tasks, capture screenshots/tokens/steps, and upload results to GCS.
Strengths
The OpenAI evaluation module demonstrates solid engineering with proper separation of concerns (loop, actions, request, prompt, keys, storage), robust retry logic, signal handling for graceful shutdown, and defensive screenshot capture with fallbacks. The action dispatcher handles a comprehensive set of browser interactions with proper state collection.
Weaknesses
The README is fundamentally misleading—describing a web UI, docker-compose setup, and download instructions that don't exist in the code. There are zero tests, the Anthropic implementation is a 58kb monolith, and the Browser Use/Notte adapters are thin SDK wrappers with minimal original logic.
Score Breakdown
Signal breakdown
Innovation
Craft
Traction
Scope
Evidence
Commits
14
Contributors
2
Files
54
Active weeks
4
Repository
Language
Python
Stars
1
Forks
1
License
NOASSERTION