Developer Tools MCP Servers

Ssh Server

Enables secure remote command execution and file operations through SSH for Model Context Protocol.

Elasticsearch

Connects AI systems to Elasticsearch clusters through a standardized Model Context Protocol interface.

Clay

Provides persistent memory, cognitive tools, and adaptive reasoning for AI systems to overcome forgetfulness and enhance traceability.

Chess

Serves Chess.com player information, statistics, active games, and game archives via a Model Context Protocol server.

Memory

Establishes a local server to manage and persist user preferences, interests, and context for desktop extensions.

JXLS Template Generator

Generates Excel template files conforming to JXLS specifications via the Model Context Protocol (MCP).

PDF RAG

Enables building Retrieval Augmented Generation (RAG) capabilities for PDF documents.

Framelink Figma NCDS

Empowers AI coding agents to access and utilize Figma design data for highly accurate, multi-framework UI implementation.

For Five Coffee Menu

Provides access to For Five Coffee menu data through a Model Context Protocol (MCP) server and a REST API.

BYOB Server

Empowers AI agents to dynamically discover and invoke containerized tools, registered at runtime, leveraging Cloudflare's serverless infrastructure.

Trade

Manages stock trading operations with integrated artificial intelligence capabilities.

Google Workspace

Manage Google Workspace users, groups, aliases, and organizational units through natural language conversations with AI assistants.

GDB

Enables powerful local and remote debugging by serving as a Model Context Protocol interface for any GDB executable.

Maestro

Enables AI assistants to control Android and iOS devices and applications, including in-app H5/WebView content, through the Maestro mobile automation framework.

Mozambican Law

Provides a verified reference database for Mozambican legislation, making 111 statutes searchable and AI-readable for legal research and compliance.

GetKin

Provides essential infrastructure for autonomous agents, including intelligent LLM recommendations, real-time availability monitoring, and memory compression.

DVB-I

Provides AI assistants and LLM-based applications with a standardized Model Context Protocol interface to DVB-I broadcast service discovery and program metadata.

Salesforce Reader

Provides secure, read-only access to Salesforce metadata and data, designed for AI agents to understand Salesforce organization structures.

FL Studio Agent

Establishes a MIDI scripting bridge and MCP server for remote control and automation of FL Studio 2025.x on Windows.

Dependency Tools

Manage software project dependencies by analyzing licenses, finding outdated packages, visualizing trees, estimating sizes, and auditing for security vulnerabilities.