MockLoop/mockloop-mcp

Intelligent Model Context Protocol (MCP) server for AI-assisted API development. Generate mock servers from OpenAPI specs with advanced logging, performance analytics, and server discovery. Optimized for AI development workflows with comprehensive testing insights and automated analysis.

55
/ 100
Established

This platform helps AI developers thoroughly test the APIs their AI agents will interact with. It takes your OpenAPI specifications and uses AI to generate comprehensive test scenarios, execute them automatically, and provide detailed insights into API performance, security, and compliance. AI development teams can use this to ensure their AI agents are robust and reliable when interacting with external services.

Available on PyPI.

Use this if you are developing AI agents and need to rigorously test the APIs they will use, especially for performance, security, and edge cases.

Not ideal if you are looking for a simple API mocking tool for manual front-end development or basic API prototyping without an AI integration focus.

AI-development API-testing QA-automation system-integration compliance-auditing
Maintenance 10 / 25
Adoption 6 / 25
Maturity 24 / 25
Community 15 / 25

How are scores calculated?

Stars

15

Forks

5

Language

Python

License

MIT

Last pushed

Mar 10, 2026

Commits (30d)

0

Dependencies

7

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