awesome-ChatGPT-repositories

Least-privilege permissions

• Limit API key access: Only generate OpenAI or GitHub API keys with the minimum permissions needed for the task (read-only when possible, not full account access)
• Restrict repository cloning: Don't automatically download and run code from the list—manually review it first in a sandboxed environment (a separate, isolated computer or virtual machine)
• Control integration scope: When integrating code into production systems, isolate it in a restricted container or sandbox rather than giving it direct access to your main infrastructure
• Rotate credentials regularly: Change any API keys or secrets every 90 days, and immediately if a repository is compromised

Network isolation

• Use a test environment: Run code from unfamiliar repositories on an isolated test network, not connected to production systems or sensitive data
• Block outbound connections by default: Configure firewalls to prevent repositories from making unexpected network requests to unknown servers
• Disable external dependencies where possible: Remove or replace code libraries that automatically download additional packages from the internet without your approval
• Audit before production deployment: Only promote code to your live systems after security review in an isolated environment

Monitoring

• Track repository activity: Check the GitHub repositories quarterly for updates, abandoned projects (no commits in 12+ months), or sudden suspicious changes
• Log all API usage: Record which code is calling OpenAI or other APIs, how often, and what data is being processed
• Set up alerts: Configure notifications if API keys are used abnormally (e.g., unusual locations, spikes in requests, unexpected data access)
• Scan for vulnerabilities: Use automated tools monthly to check downloaded code for known security issues in its dependencies

Red flags to watch for

• Unmaintained repositories: Avoid code that hasn't been updated in over a year or has unresolved security issues reported by users
• Hardcoded secrets: Never use code that contains API keys, passwords, or tokens visible in the actual code files
• Suspicious dependencies: Be wary of repositories that require many third-party libraries you don't recognize or that download packages from unusual sources
• No clear license or governance: Avoid projects with no license file, no documentation, or no clear owner—they may not be trustworthy or legally safe to use
• Excessive permissions requested: Don't integrate code that asks for overpermissioned API scopes (e.g., requesting full account access when it only needs read permissions)