Installation and Setup Guide

Browser automation and web scraping

Vector Memory MCP Server A secure, vector-based memory server for Claude Desktop using sqlite-vec and sentence-transformers. This MCP server provides persistent semantic memory capabilities that enhance AI coding assistants by remembering and retrieving relevant coding experiences, solutions, and knowledge. ✨ Features 🔍 Semantic Search: Vector-based similarity search using 384-dimensional embeddings 💾 Persistent Storage: SQLite database with vector indexing via sqlite-vec 🏷️ Smart Organization: Categories and tags for better memory organization 🔒 Security First: Input validation, path sanitization, and resource limits ⚡ High Performance: Fast embedding generation with sentence-transformers 🧹 Auto-Cleanup: Intelligent memory management and cleanup tools 📊 Rich Statistics: Comprehensive memory database analytics 🔄 Automatic Deduplication: SHA-256 content hashing prevents storing duplicate memories 📈 Access Tracking: Monitors memory usage with access counts and timestamps for optimization 🧠 Smart Cleanup Algorithm: Prioritizes memory retention based on recency, access patterns, and importance

Marketing strateeg portfolio met AI kennisbank voor marketing, sales en strategie inzichten.

The Milvus MCP server enables AI applications to interact with Milvus vector databases using natural language commands. It allows AI models to perform vector searches, manage collections, and retrieve data without writing custom database queries. This integration facilitates seamless access to vector data, enhancing the capabilities of AI tools like Claude Desktop and Cursor.

MCP server for interacting with Neon Management API and databases

A Model Context Protocol Server connector for Perplexity API, to enable web search without leaving the MCP ecosystem.

The World's First AI Music MCP Beyond images and video, your agent can now generate music.

test

An intelligent Model Context Protocol (MCP) server that automatically generates comprehensive unit tests for Angular, React, and Next.js projects using Jest, Karma/Jasmine, or other testing frameworks. Features 🔍 Automatic Project Detection - Detects Angular, React, or Next.js projects and their versions 📦 Framework Management - Checks for testing frameworks and offers automated installation 📚 Live Documentation Fetching - Retrieves latest Jest and Jasmine documentation before generating tests 🤖 LLM-Powered Generation - Uses Claude Sonnet 4.5+ for intelligent test generation 🎯 High Coverage Target - Generates tests targeting >85% code coverage ✅ All Public Methods - Creates tests for all exported functions and public class methods 🔄 Side-by-Side Validation - Displays source and test code for easy review 🛠️ Multiple Frameworks - Supports Jest, Karma/Jasmine, and Vitest

The TestingBot MCP server allows you to take screenshots of your website on multiple browsers and operating systems. Create CDP sessions and interface with the TestingBot service.

Stops AI from writing duplicate code. Forces Claude/Cursor/Windsurf to analyze existing code first, get approval on plans, then execute step-by-step. Engineering gates ensure no hallucinations or breaking changes.

An MCP service designed for deploying HTML content to EdgeOne Pages and obtaining an accessible public URL.

Loop your agents into environment management, and give them access/context to run tests, tail environment logs, start/stop environments, and debug remote issues.

Flag features directly from chat in your code editor, including VS Code, Cursor, Windsurf, Claude Code—any IDE with MCP support.

Give agents the power of : - purchasing things online using the link (HTTP 402 complying link) - send money to an email address or phone number (eventually creating an account for the recipient and sending him the credentials) - create payment request links (HTTP 402 compliant = payable by agents)

MCP server to provide Figma layout information to AI coding agents like Cursor

零负担、开箱即用的模型上下文协议（MCP）服务器，用于与 MySQL 交互和自动化操作。无需 Node.js 或 Python 环境。该服务器提供对 MySQL 数据库和表进行 CRUD 操作的工具，以及只读模式以防止意外的写入操作。您还可以通过添加 --with-explain-check 标志让 MCP 服务器在执行查询前使用 EXPLAIN 语句检查查询计划。

An MCP Server that enables integration of AI assistants with the Simplifier Low Code Platform. It provides tools and resources for creating and managing Simplifier Connectors and BusinessObjects.

A Model Context Protocol (MCP) stdio server that exposes Discourse forum capabilities as tools for AI agents. Works with all deployments of discourse.org, self hosted or cloud hosted. just generate an API key to connect.

钉钉文档没有提供API获取文档内容，这个MCP可以帮助大家读取文档内容，同时可以在本地生成一个html的文档

The World's First AI Music MCP Beyond images and video, your agent can now generate music.

MCP服务器，提供房产小区评级和评估功能