Lightweight JavaScript toolkit enabling automated testing and static type checks for contextual models, with minimal runtime and extensible plugins.

A lightweight, extensible orchestration layer for model contexts with pluggable adapters, secure context routing, and deterministic experiment flows. It focuses on modularity, easy testing, and cross-model coordination, enabling developers to prototype, validate, and compare different context-management strategies in a reproducible environment.

Autonomous multi-agent system coordinating specialized agents to develop software projects with MCP tooling.

Template-driven prompter server delivering developer-focused prompts for design, coding, and testing via Claude.

Static analysis tool for protocol-driven code, detecting syntax, conformance, and cross-file issues to improve reliability and maintainability.

Lightweight testing harness for Claude's context protocol, enabling reliable context sharing validation and prompt lifecycle checks in a reproducible, GitHub-mocked environment.

Testing ground for standardized data-source integration with modular connectors, enabling streamlined AI-data communication and extensible, reliable context management.

Free Java client to test MCP API with quick experiments and extensibility.

Lightweight Python-based single-channel simulator with configurable parameters for deterministic channel modeling and testing workflows.

Python-based, Playwright-powered browser automation for LLMs with navigation, screenshots, form interactions, and JavaScript execution.

C# toolkit offering filesystem ops, Brave web search, Git workflows, .NET tests, calculator, and system info for ClaudeDesktop.

Mirror of https://github.com/Automata-Labs-team/MCP-Server-Playwright

Mirror of https://github.com/blackwhite084/playwright-plus-python-mcp

Mirror of https://github.com/dkmaker/mcp-function-app-tester

Mirror of https://github.com/strowk/mcpmock

Mirror of https://github.com/jakedahn/deno2-playwright-mcp-server

Mirror of https://github.com/y86/ex-mcp-test

Mirror of https://github.com/lamemind/coder-toolbox-mcp-server

Mirror of https://github.com/hrmeetsingh/mcp-browser-automation

Mirror of https://github.com/strowk/mcp-cases

Lightweight bidirectional protocol proxy with YAML logging for testing and troubleshooting data flows.