API Development MCP Servers

ScrapeGraph

Enables language models to leverage AI-powered web scraping capabilities with enterprise-grade reliability.

Ashra

Enables communication between Ashra and applications supporting the Model Context Protocol.

Knowledge Graph Memory

Enables persistent memory for Claude by utilizing a local knowledge graph to store and retrieve information.

Browser Use

Automates browser interactions via natural language using the browser-use library and the Model Context Protocol.

Memory

Implements long-term memory capabilities for AI assistants by leveraging PostgreSQL and pgvector for efficient vector similarity search.

PowerShell Exec

Executes PowerShell scripts provided as strings and returns the output.

Atlassian Data Center

Enables AI assistants to interact with Atlassian Data Center products (Jira, Confluence, and Bitbucket) through the Model Context Protocol (MCP).

WordPress REST API

Implements a Model Context Protocol server using the WordPress REST API.

Sample Model Context Protocol Demos

Provides examples for integrating the Model Context Protocol with AWS services.

Imagen3

Generate images using Google's Imagen 3.0 through the Model Control Protocol.

Kibana

Access and manage Kibana instances through natural language or programmatic requests within an MCP-compatible client.

Yokatlas

Provides programmatic access to YOKATLAS (Council of Higher Education Atlas) data through a FastMCP server, enabling integration with LLM applications.

Garth

Provides a Garmin Connect MCP server based on Garth.

Attio

Integrates Attio CRM data with AI assistants for seamless interaction.

Echart

Generates dynamic ECharts chart pages on demand via an MCP service.

Simple Voicevox

Offers VOICEVOX text-to-speech functionality through the Model Context Protocol.

Tavily Load Balancer

Manages and load-balances multiple Tavily API keys to enhance availability and increase request throughput for Tavily services.

Starter

Empowers developers to build and integrate custom external tools with Puch AI using the Model Context Protocol (MCP).

Guosheng Toolbox

Provides a comprehensive multimodal AI toolkit, integrating powerful capabilities from Zhipu GLM and Pollinations.AI for advanced media analysis and generation.

VSCode Internal Command

Transforms VSCode into a Model Context Protocol server, enabling external clients to remotely execute internal commands and query workspace information.