AI Analysis
The package shows some signs of potential misuse, particularly concerning shell execution and the lack of established metadata. However, it does not present clear evidence of malicious intent.
- Shell execution could be exploited if misused.
- New repository with limited activity raises concerns.
Per-check LLM notes
- Network: No network calls detected, which is low risk.
- Shell: Shell execution might be used for legitimate purposes but requires further investigation to ensure it's not being misused.
- Obfuscation: No obfuscation patterns detected, indicating low risk of malicious obfuscation.
- Credentials: No credential harvesting patterns detected, suggesting legitimate use without risk of secret theft.
- Metadata: The repository is new with no activity indicators, and the maintainer has a single package on PyPI, raising suspicion but not conclusive evidence of malice.
Package Quality Overall: Low (4.6/10)
Test suite present — 2 test file(s) found
Test runner config found: pyproject.toml2 test file(s) detected (e.g. test_forge_client.py)
Some documentation present
Detailed PyPI description (3229 chars)
No contributing guide or governance files found
No CONTRIBUTING, CODE_OF_CONDUCT, or governance files found
Partial type annotation coverage
24 type-annotated function signatures detected in source
Single-author or unverifiable project
1 unique contributor(s) across 8 commits in alforge-labs/alpha-forge-mcpSingle author with few commits — possibly a personal or throwaway project
Heuristic Checks
No suspicious network call patterns found
No obfuscation patterns detected
Found 2 shell execution pattern(s)
try: proc = subprocess.run( cmd, capture_output=True,+ "\n" ) proc = subprocess.run( [sys.executable, "-m", "alpha_forge_mcp"],
No credential harvesting patterns detected
No typosquatting candidates detected
No author email provided
All external links appear legitimate
Git history flags: Repository created very recently: 5 day(s) ago (2026-06-01T14:31:03Z)
Repository created very recently: 5 day(s) ago (2026-06-01T14:31:03Z)Repository has zero stars and zero forks
1 maintainer concern(s) found
Author "AlForge Labs" appears to have only 1 package on PyPI (new or inactive account)
No known vulnerabilities found in OSV database.
AI App Starter Prompt
Create a Python-based application named 'CodeCraft' that leverages the 'alpha-forge-mcp' package to provide an interactive coding environment for developers. This application should allow users to connect to an MCP server running the AlphaForge `forge` CLI, enabling them to execute code snippets, receive real-time feedback, and perform various coding tasks directly through the application interface. Step-by-Step Instructions: 1. Install the required packages including 'alpha-forge-mcp'. 2. Set up a connection to the MCP server using the 'alpha-forge-mcp' package. 3. Implement a user-friendly command-line interface where users can input code snippets. 4. Develop functionality within the app to send these snippets to the MCP server for execution via the `forge` CLI. 5. Ensure that the results of the executed code are displayed back to the user in real-time. 6. Add error handling mechanisms to gracefully manage any issues that arise during code execution. 7. Include features such as code highlighting, auto-completion, and syntax checking to enhance user experience. 8. Integrate a history feature that logs all executed code snippets and their outcomes for future reference. 9. Optionally, implement a feature that allows users to save their work sessions or share them with others. Suggested Features: - Support for multiple programming languages compatible with the `forge` CLI. - Real-time collaboration mode allowing multiple users to work on the same code snippet simultaneously. - A library of pre-written code snippets that users can use as templates or examples. - Integration with popular version control systems like Git for seamless project management. - Advanced debugging tools integrated into the application to assist with troubleshooting. - An option for users to configure their own settings, such as theme selection or shortcut customization. The 'alpha-forge-mcp' package will be crucial in facilitating communication between your application and the MCP server, allowing for seamless execution of code snippets and retrieval of results. Your goal is to create a powerful yet intuitive tool that enhances the coding experience for developers of all skill levels.
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