AI & ML

CC-Meta is an MCP server that evaluates prompt quality using OpenAI or Anthropic models, providing numerical scores and actionable feedback to help users refine their LLM interactions.

MCP (Model Context Protocol) Server. Provides a secure Docker container environment for executing shell commands with Kubernetes tools, enabling isolated DevOps workflows and infrastructure management tasks.

A comprehensive MCP server for Grafana that enables querying Prometheus metrics via PromQL, searching logs through Loki, and managing dashboard metadata and configurations for infrastructure observability.

An MCP server and agent router implementation combining Google ADK and Open-Meteo API to provide real-time weather data and multi-agent coordination.

MCP (Model Context Protocol) Server. Provides persistent key-value storage operations through Deno KV, enabling simple data persistence between sessions without complex database setup.

Transform Obsidian vaults into AI-powered knowledge bases using a multi-layer RAG architecture that combines vector search with Graphiti knowledge graphs for advanced semantic retrieval and relationship mapping.

A financial data MCP server based on AkShare that provides real-time and historical stock market data for US, Hong Kong, and A-share markets in formatted Markdown tables.

Connects AI agents to Minecraft servers via RCON to execute commands, monitor logs, and perform read-only SQLite database queries. It is specifically designed to facilitate AI-assisted plugin development, live debugging, and automated testing workflows.

A robust MCP server designed to interface with Microsoft Access and SQLite databases, offering comprehensive SQL execution, data import/export for CSV and Excel formats, and metadata management through file-linked notes.

A tool that enables AI assistants to execute TypeScript and JavaScript code within a secure, sandboxed Deno runtime environment with fine-grained permission controls.

MCP (Model Context Protocol) Server. Bridges AI with Excel files, enabling reading from and writing to spreadsheets through standardized operations for data analysis, reporting, and document generation workflows.

ChatGPT-like AI that runs 100% locally on your hardware. No subscriptions, no cloud, complete privacy. Multi-agent swarm + 10 MCP tools + hybrid RAG vector DB + . Runs on one GPU (RTX 5090 recommended)

MCP (Model Context Protocol) Server. Connects AI assistants to Union's tasks, workflows, and apps, enabling access to distributed computing capabilities through customizable tools and resources.

MCP (Model Context Protocol) Server. Reads in JSON-formatted Investment portfolio and performs web searches and stock price searches to provide meaningful evaluations and recommendations.

MCP (Model Context Protocol) Server. Enables image generation through Alibaba's Tongyi Wanx API, handling authentication, communication, and response formatting for applications requiring AI-generated visuals.

An MCP server that integrates with NASA's APIs to provide real-time astronomical data, space weather information, Earth imagery, and exoplanet research capabilities.

AI detector MCP server with industry leading accuracy rates in detecting use of AI in text and images. The Winston AI MCP server also offers a robust plagiarism checker to help maintain integrity.

Add biblical context to your generative AI applications.

MCP (Model Context Protocol) Server. Integrates with Dify's AI application platform, enabling seamless creation, management, and deployment of AI applications through TypeScript-based request handling and API bridging.

A specialized MCP server that integrates with OpenRouter to provide deep reasoning capabilities using the DeepSeek-R1 model for complex analysis and inference.

MCP (Model Context Protocol) Server. Provides a TypeScript-based integration with Jira, enabling direct interaction with tickets through standardized tools for developers and project managers to streamline their workflow.

MCP (Model Context Protocol) Server. Integrates with Bing Webmaster Tools API to enable complete site management, URL submission, traffic analysis, crawling, keyword research, and content management through natural language interactions.

A comprehensive MCP server for managing FluentCRM directly through AI tools, enabling automated email marketing, contact segmentation, and campaign management via the WordPress REST API.

Chessmata: chess game for humans and AI agents

A multi-agent coordination system providing an email-like layer with identities, searchable message history, and Git-backed advisory file reservations (leases) to prevent agent conflicts across multiple codebases.

MCP (Model Context Protocol) Server. Integrates privateGPT with MCP-compatible applications, providing chat management, knowledge source organization, and group-based permissions for diverse AI-driven projects.

A robust translation server that handles JSON internationalization files using AI providers like Gemini, OpenAI, and DeepSeek, featuring intelligent multi-file deduplication and structural preservation.

A Java-based Docker management server that allows LLMs to interact with the Docker daemon to manage container lifecycles, images, networks, and logs.

An MCP server that enables AI assistants to perform real-time web and local searches via Brave Search and conduct in-depth academic paper analysis using Google's Gemini model.

A **complete** Model Context Protocol (MCP) server that provides comprehensive integration with the Productboard API. More than 40+ tools.