Real-time code validation and governance for AI-assisted development using the Model Context Protocol (MCP).
This repository provides the MCP integration used by Quality Clouds LivecheckAI for Salesforce, enabling VS Code and other MCP-compatible to validate AI-generated Apex, LWC, and metadata code against enterprise development standards, Salesforce platform limits, and security best practices — right from the first line of code.
Quality Clouds LivecheckAI brings real-time validation and governance to Salesforce development by analyzing all AI-generated code through the Quality Clouds MCP (Model Context Protocol) Server.
As you write code with AI assistants like GitHub Copilot, LivecheckAI automatically checks each suggestion against:
- Enterprise development standards
- Salesforce best practices
- Platform limits and metadata rules
- Naming conventions and architecture guidelines
- Security and compliance policies
- Org-specific custom rules
Developers receive instant inline feedback, warnings, and automatic fixes directly in Visual Studio Code.
- Overview
- Repository Description
- Key Benefits
- How It Works
- Outcomes
- Use Case Example
- Installation & Setup
- Need Help?
- Summary
LivecheckAI checks every AI suggestion (Apex, LWC, metadata) instantly as it appears in VS Code.
Applies advanced rules covering platform limits, security patterns, metadata conventions, naming standards, and architecture guidelines.
All developers follow the same organization-wide development and security standards.
LivecheckAI auto-fixes common issues such as:
- Missing documentation
- Naming inconsistencies
- Hard-coded IDs
- Security vulnerabilities
- Incorrect SOQL patterns
- Metadata violations
Runs natively in VS Code without switching tools or waiting for CI processes.
| Step | What happens |
|---|---|
| 1️⃣ | The developer writes or triggers AI-generated Salesforce code in VS Code. |
| 2️⃣ | LivecheckAI sends the code to the Quality Clouds MCP server for validation. |
| 3️⃣ | The MCP engine evaluates the code using QC’s Salesforce ruleset (Apex, LWC, metadata, org rules…). |
| 4️⃣ | VS Code displays inline results, warnings, and autofixes in real time. |
| 5️⃣ | Only compliant, secure code continues through the development lifecycle. |
- Reduced deployment failures
- Stronger security posture
- Cleaner and more maintainable code
- Consistency across teams and repositories
- Faster onboarding and improved team productivity
- Lower technical debt and rework
- Faster and safer release cycles
A developer prompts GitHub Copilot to generate a new Apex class.
LivecheckAI instantly:
- validates naming and documentation
- checks platform governor limits
- prevents unsafe SOQL/DML
- detects and fixes hard-coded IDs
- ensures metadata consistency
- enforces org-specific architectural and governance rules
Feedback appears inline in real time, long before creating a pull request.
If VS Code is not installed:
- Go to: https://code.visualstudio.com/download
- Install the version for your OS (Windows, macOS, Linux).
- Open Visual Studio Code
- Go to Extensions
- Search for: “Livecheck Quality for Salesforce”
- Click Install
Once installed, LivecheckAI will be available in your workspace.
- Ensure the auto-update setting is enabled in the extension.
- Request your QC Success Manager to enable the LivecheckAI Add-on.
- Once activated, LivecheckAI features will appear automatically in VS Code.
- Sign up: https://id.qualityclouds.com/sign-up
- Complete the onboarding steps.
- Wait for account activation.
- Return to VS Code and open the Livecheck extension.
- Access Quality Clouds settings (bottom-left corner).
- Authenticate with your QC credentials.
LivecheckAI will activate once authenticated.
To confirm everything is working:
- Open GitHub Copilot inside VS Code.
- Ask it to generate Apex or LWC code.
- LivecheckAI will automatically validate the output.
- You will see:
- inline warnings
- autofixes
- platform rule validations
- governance compliance notices
If you see this inline feedback → setup is successful.
If you experience issues:
📩 help@qualityclouds.com
🤝 Or contact your Quality Clouds Success Manager
LivecheckAI ensures that AI-assisted Salesforce development remains:
- Secure
- Compliant
- High-quality
- Governance-aligned
- Platform-aware
- Production-ready from the start