AI & ML

MCP (Model Context Protocol) Server. Transforms Dify workflow applications into function-enabled endpoints, allowing AI tools to interact with custom functions through a simple setup process that bridges Dify's capabilities with external systems.

A Tabby terminal emulator plugin that implements the Model Context Protocol to allow AI assistants to execute shell commands, manage SSH sessions, and read terminal output buffers.

Grapheteria: A structured framework bringing uniformity to agent orchestration!

MCP (Model Context Protocol) Server. Extends Claude Desktop with custom tools for mathematical calculations, system monitoring, and enhanced functionality through an automated installation framework.

A robust RAG engine and file indexer that provides semantic AI search and question-answering capabilities for local documents including PDFs and images with automatic OCR.

Persistent memory system enabling Claude Desktop conversations to resume with full context across sessions. Maintains conversation history, project states, and user preferences for seamless multi-session workflows.

This MCP server enhances JSON Resumes by analyzing local codebases and fetching project metadata, using OpenAI to intelligently update profiles with professional skill and project descriptions.

A multi-agent, multi-player game engine framework for building AI-native games and agentic metaverses, providing seamless integration via the Model Context Protocol.

A sophisticated AI workflow orchestrator that uses an 8-phase finite state machine and a 65+ API registry to manage complex tasks through structured planning, execution, and verification.

The Google Ads MCP Server enables Large Language Models to interact directly with the Google Ads API for tasks like listing campaigns and retrieving performance metrics.

This MCP server integrates Google Custom Search for real-time web discovery and includes a reading tool to extract clean text content from webpages.

(Natural Context Provider by portel.dev) - NCP lets your AI dream of a tool and articulate its need as a user story. NCP then intelligently discovers and makes that tool instantly available, streamlining thought processes, eliminating cognitive overload, and slashing token costs by up to 87% (47ms discovery). Experience true on-demand tool access, smart health monitoring, and energy efficiency for your AI agents.

A specialized MCP security framework that provides real-time traffic monitoring, threat detection engines, and an Electron-based UI to protect agentic AI from command injection and data exfiltration.

A bridge between AI models and the Yingdao RPA platform, enabling automated business process execution via local application control or enterprise Open APIs.

MCP (Model Context Protocol) Server. Enables real-time execution of PowerShell scripts through a lightweight Python server, bridging AI tools with PowerShell functionality for data analysis, Windows task automation, and module interaction.

MCP (Model Context Protocol) Server. Integrate TMDB movie data for search, trending, and recommendation capabilities for films.

A persistent memory server for Claude that uses a local knowledge graph to store entities, observations, and relationships, allowing for complex context retention across different conversations.

MCP (Model Context Protocol) Server. Connects to the CIViC GraphQL API for precision oncology research, enabling flexible searches across diseases, therapies, molecular profiles, and phenotypes with detailed evidence reports and literature citations.

A comprehensive MCP server for managing Letta agents, providing deep integration for agent lifecycles, sophisticated memory management (blocks and passages), and multi-transport support.

Model Context Protocol (MCP) server for Go using gopls – LSP-powered analysis, tests, coverage, and tooling.

A robust MySQL MCP server supporting dynamic connection management, full CRUD operations, and schema inspection via the StreamableHTTP protocol.

A Model Context Protocol server that provides real-time, version-precise documentation for software packages by fetching directly from GitHub repositories based on your project's lockfile.

A client implementation that bridges Google Gemini 2.5 Pro's function calling with the mcp-flight-search server to enable natural language flight queries.

Slack MCP server which supports both stdio and Streamable HTTP transports. Extended from the original Anthropic's implementation which is now archived

Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.

Access text content from bot-protected websites. Fetches HTML/markdown from sites with anti-automation measures using Scrapling.

A data-driven MCP server that orchestrates complex software development workflows by combining custom system prompts with sequences of tools across multiple MCP servers using YAML configurations.

A utility server that chains multiple MCP tools in sequence, allowing results to pass between them using JsonPath to reduce token usage and LLM round-trips.

MCP (Model Context Protocol) Server. Implements a file-based project context management system that maintains persistent memory across sessions through structured markdown files for tracking progress, decisions, and system patterns.

A specialized MCP server for advanced audio and video processing, providing tools for high-fidelity text-to-speech, voice cloning, multilingual video dubbing, and automated subtitle management.