Skyvern is a Python-based project that automates browser workflows using Large Language Models (LLMs) and computer vision. It is open-source, with a managed cloud offering, and focuses on resilient web automation. The project is actively maintained with a strong community presence.
Dynamic Interaction: Utilizes LLMs for adaptable web interactions.
Active Development: Frequent updates and improvements in workflow management and task handling.
Community Engagement: High GitHub activity with numerous stars and forks.
Challenges: Issues with parallel processing (#545) and Docker setup (#733).
Frequent Updates: Daily commits indicate high activity.
Backend Focus: Enhancements in workflow context and security.
Collaboration: Evidence of teamwork in documentation and UI updates.
Risks
Stale Issues: Many issues marked as stale, indicating potential resource constraints.
Parallel Processing (#545): Critical need for efficient handling of parallel requests.
Docker Setup (#733): Ongoing challenges with environment configuration.
Of Note
Integration Requests (#991, #242): Community interest in expanding capabilities.
Action History Streamlining (PR #1054): Recent focus on improving performance or clarity in logs.
Security Enhancements (PR #1053): Improved secret management with Bitwarden integration.
Quantified Reports
Quantify issues
Recent GitHub Issues Activity
Timespan
Opened
Closed
Comments
Labeled
Milestones
7 Days
0
0
0
0
0
30 Days
2
5
1
1
1
90 Days
14
19
54
5
1
All Time
89
84
-
-
-
Like all software activity quantification, these numbers are imperfect but sometimes useful. Comments, Labels, and Milestones refer to those issues opened in the timespan in question.
Rate pull requests
3/5
The pull request makes a minor change by ignoring two additional elements in the action history within the `agent.py` file. While the change is straightforward and potentially useful, it lacks significant impact or complexity. The modification involves adding two lines of code, which suggests it is an unremarkable update. The description is clear, but the overall contribution is minimal, aligning with an average rating.
PRs: created by that dev and opened/merged/closed-unmerged during the period
Detailed Reports
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Recent Activity Analysis
Recent GitHub issue activity for the Skyvern project shows a mix of new feature requests, bug reports, and user inquiries. Notably, several issues have been marked as stale, indicating a lack of recent updates or resolutions.
Anomalies and Themes
Stale Issues: Many issues are marked as stale, suggesting possible resource constraints or prioritization challenges in addressing them.
Network and Configuration Errors: Several issues (#688, #914) involve network errors and configuration problems, indicating potential setup complexities for users.
Parallel Processing Challenges: Issue #545 highlights a critical need for handling parallel requests efficiently, which is essential for scaling and performance.
Integration Requests: There are multiple requests for integrating with other models and platforms (#991, #242), reflecting community interest in expanding Skyvern's capabilities.
Docker and Environment Setup: Issues related to Docker configurations (#733, #725) suggest that environment setup remains a common hurdle for users.
Issue Details
Most Recently Created Issues
#991: Request to support openrouter, labeled as a good first issue. Created 9 days ago.
Most Recently Updated Issues
#755: Issue with tasks being marked as failed or stale. Edited 24 days ago. Comments indicate ongoing discussions about improving failure status handling.
High Priority Issues
#545: Handling parallel requests and tasks is labeled as P1. Edited 42 days ago. This issue is crucial for improving task management efficiency.
Closed Issues Highlights
#733: Addressed an error related to browser creation in Windows WSL Docker. Closed 14 days ago.
#914: Resolved a CORS policy error by switching to HTTPS. Closed 18 days ago.
This analysis highlights the project's focus on improving integration, handling parallel processing more effectively, and simplifying setup processes to enhance user experience.
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Analysis of Pull Requests
Open Pull Requests
PR #1054: Ignore skyvern_element_hash and skyvern_element_data in Action History
Status: Open
Created: 0 days ago by Shuchang Zheng
Description: This PR aims to ignore certain elements in the action history within agent.py. It modifies the _get_action_results() function to exclude skyvern_element_hash and skyvern_element_data.
Significance: This change is likely intended to streamline the action history, possibly improving performance or clarity in logs. As it was just opened, it requires review to ensure it doesn't inadvertently affect other functionalities.
Recently Closed Pull Requests
PR #1053: Add Bitwarden Collection ID to Workflow Context
Status: Closed and Merged
Description: This PR adds a collection_id parameter for Bitwarden secret retrieval in context_manager.py.
Significance: Enhances security management by allowing more granular control over secret retrieval.
These PRs include various improvements such as refetching logic for workflow runs, URL management enhancements, error message improvements, documentation updates, and minor bug fixes. Each contributes to overall system stability, usability, or documentation quality.
Description: Attempted to add API v2 for task actions.
Significance: The closure without merging suggests potential issues with the implementation. It may require further refinement or was superseded by another solution.
Summary
The Skyvern project is actively evolving with recent pull requests focusing on improving functionality, security, and documentation. The open PR #1054 needs careful review due to its potential impact on action history handling. The closed PRs reflect ongoing efforts to enhance the platform's robustness and user experience. The closure of PR #1006 without merging indicates a need for further investigation or alternative approaches. Overall, the project maintains a strong development pace with a focus on both backend improvements and user-facing enhancements.
Extensive use of imports; consider modularizing to improve maintainability.
Class Design:
ActionHandler class uses class methods for registration, promoting extensibility.
Error Handling:
Uses custom exceptions; however, the try-except blocks could be more specific to avoid catching unintended exceptions.
Complexity:
The file is very large (2404 lines), indicating potential for breaking down into smaller modules or classes to enhance readability and maintainability.
Logging:
Extensive use of logging provides good traceability but may need optimization to avoid performance overhead.
Uses hooks for state management; however, state initialization could be simplified using reducers if complexity increases.
User Feedback:
Provides user feedback through toast notifications on errors or actions, improving UX.
Overall, the codebase demonstrates strong organization, adherence to best practices in error handling, logging, and modular design. However, there are opportunities to improve complexity management in larger files by refactoring into smaller components or modules.
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Development Team and Recent Activity
Team Members and Activities
Shuchang Zheng (wintonzheng)
Recent Work:
Added Bitwarden collection ID to workflow context.
Removed unnecessary IDs from action history.
Made CollectionID or OrganizationID required.
Implemented logic for refetching and invalidating workflow runs.
Improved error message display on workflow save.
Added webhook callback URL in the run workflow form.
Made several improvements and bug fixes related to task URLs, workflow parameters, and user goal checks.
Collaboration: Frequent contributions across various components, indicating involvement in multiple aspects of the project.
LawyZheng
Recent Work:
Added disable element ID functionality.
Updated README and Docker compose files.
Fixed chain click bug and improved custom selection logic.
Collaboration: Primarily focused on webeye actions and utilities.
terrchen
Recent Work:
Fixed spelling and grammatical errors in the README.
Suchintan
Recent Work:
Fixed contact form URL.
Updated demo videos and README with examples.
Collaboration: Worked on documentation and demo enhancements.
Matthew Tomas (MatthewTomas)
Recent Work:
Minor update to README.
Salih Altun (msalihaltun)
Recent Work:
Installed HTML lang for CodeMirror.
kati3-design
Recent Work:
Updated documentation files.
Patterns, Themes, and Conclusions
Frequent Updates: The team is actively pushing updates, with multiple commits made daily. This indicates a high level of activity and ongoing development.
Focus Areas:
Shuchang Zheng is heavily involved in backend improvements, workflow enhancements, and bug fixes.
LawyZheng focuses on frontend functionalities related to web interactions.
Other team members contribute primarily to documentation, UI updates, and minor fixes.
Collaboration: There is evidence of collaboration among team members, especially in areas like documentation updates and UI improvements.
Ongoing Projects: Several features are being iteratively improved, such as workflow management, task handling, and user interface enhancements.
Documentation: Continuous updates to README and other documentation files suggest an emphasis on maintaining clear communication for users and contributors.
Overall, the development team is actively engaged in refining both the backend processes and user-facing elements of the Skyvern project.