NOTE: We have fully implemented SchemaPin to help combat questionable copies of this project on Github and elsewhere. Be sure validate you are using releases from this repo and can use SchemaPin to validate our tool schemas: https://mockloop.com/.well-known/schemapin.json

MockLoop MCP - AI-Native Testing Platform

The world's first AI-native API testing platform powered by the Model Context Protocol (MCP). MockLoop MCP revolutionizes API testing with comprehensive AI-driven scenario generation, automated test execution, and intelligent analysis capabilities.

🚀 Revolutionary Capabilities: 5 AI Prompts • 15 Scenario Resources • 16 Testing Tools • 10 Context Tools • 4 Core Tools • Complete MCP Integration

📚 Documentation: https://docs.mockloop.com
📦 PyPI Package: https://pypi.org/project/mockloop-mcp/
🐙 GitHub Repository: https://github.com/mockloop/mockloop-mcp

🌟 What Makes MockLoop MCP Revolutionary?

MockLoop MCP represents a paradigm shift in API testing, introducing the world's first AI-native testing architecture that combines:

• 🤖 AI-Driven Test Generation: 5 specialized MCP prompts for intelligent scenario creation
• 📦 Community Scenario Packs: 15 curated testing resources with community architecture
• ⚡ Automated Test Execution: 30 comprehensive MCP tools for complete testing workflows (16 testing + 10 context + 4 core)
• 🔄 Stateful Testing: Advanced context management with GlobalContext and AgentContext
• 📊 Enterprise Compliance: Complete audit logging and regulatory compliance tracking
• 🏗️ Dual-Port Architecture: Eliminates /admin path conflicts with separate mocked API and admin ports

🎯 Core AI-Native Architecture

MCP Audit Logging

Enterprise-grade compliance and regulatory tracking

• Complete request/response audit trails
• Regulatory compliance monitoring
• Performance metrics and analytics
• Security event logging

MCP Prompts (5 AI-Driven Capabilities)

Intelligent scenario generation powered by AI

• analyze_openapi_for_testing - Comprehensive API analysis for testing strategies
• generate_scenario_config - Dynamic test scenario configuration
• optimize_scenario_for_load - Load testing optimization
• generate_error_scenarios - Error condition simulation
• generate_security_test_scenarios - Security vulnerability testing

MCP Resources (15 Scenario Packs)

Community-driven testing scenarios with advanced architecture

• Load Testing Scenarios: High-volume traffic simulation
• Error Simulation Packs: Comprehensive error condition testing
• Security Testing Suites: Vulnerability assessment scenarios
• Performance Benchmarks: Standardized performance testing
• Integration Test Packs: Cross-service testing scenarios
• Community Architecture: Collaborative scenario sharing and validation