#language

MCP server for Archangel Agency — query ontological research, Universal Language briefings, Context JSON frameworks (8 ontological documents from FusionGirl wiki), and A2A agent card. Human-service provider offering structured knowledge designed for AI agent consumption. Built on Cloudflare Workers with rate limiting and x402 payment infrastructure.

AI邮件助手 - 用自然语言发送邮件，支持MCP协议

Pedagogical word enrichment for AI agents. One API call returns what would cost 5 separate calls + an LLM generation: definition, IPA pronunciation, etymology as narrative, a teaching insight from Kelly (AI tutor), translations in 8 languages with native pronunciations, 3 age-appropriate explanations (kid/adult/senior), and a knowledge graph of connected words. Pre-computed and edge-cached on Cloudflare D1 — ~3ms response globally. Also includes 62,000 daily lesson segments across 365 days, 11 languages, and 3 age tiers. Built for tutoring agents, language learning apps, and educational chatbots. 6 tools: word_enrich, word_translate, word_connections, word_search, word_batch, lesson_of_day.

Production speech AI server with pronunciation scoring, speech-to-text, and text-to-speech. 10 tools, 7 resources, 3 prompts for language learning and speech assessment workflows. Powered by a 17MB model that achieves sub-300ms latency with phoneme-level accuracy.

Production speech AI server with pronunciation assessment, speech-to-text, and text-to-speech. 10 tools, 7 resources, 3 prompts for language learning, speech assessment, and audio processing workflows. Powered by a 17MB model that achieves sub-300ms latency.

An MCP (Model Context Protocol) server for indexing and querying codebases using CocoIndex. Features semantic code search with natural language queries, incremental indexing for fast updates, multi-language support (Python, JavaScript/TypeScript, Rust, Go, Java, C/C++, C#, SQL, Shell), flexible embeddings via local SentenceTransformers or 100+ cloud providers via LiteLLM, and portable SQLite storage with no external database required.

Run browser tests from Claude Code using plain English. Write what you want to test in normal language, run it with /greenrun, and get pass/fail results in your terminal. No selectors, no page objects. Just describe the user flow and Greenrun handles the rest with Playwright under the hood.

MCP-Airflow-API is a Model Context Protocol (MCP) server that transforms Apache Airflow REST API operations into natural language tools for LLM integration. Built for DevOps engineers, data engineers, and Airflow administrators who need intuitive cluster management capabilities.

Konnektoren MCP Server helps you learn German faster and smarter. Instantly find answers to grammar questions, discover the best exercises for your level, and create your own interactive challenges—all in one place. Whether you’re a student, teacher, or self-learner, this server gives you easy access to high-quality German learning resources and tools, right inside your favorite AI assistant. No technical setup required—just connect and start improving your German today!

A JavaScript-based Model Context Protocol (MCP) server providing translation, language detection, and supported language listing via Devnagri AI APIs, with a focus on Indic languages.

The Time MCP Server is a Model Context Protocol (MCP) server that provides AI assistants and other MCP clients with standardized tools to perform time and date-related operations. This server acts as a bridge between AI tools and a robust time-handling backend, allowing for complex time manipulations through natural language interactions.

Comprehensive PDF manipulation toolkit. Merge, split, encrypt, optimize PDFs through natural language commands via MCP protocol.

OpenAI Deep Research MCP Server enables AI assistants to conduct comprehensive, multi-step research through intelligent web search and content synthesis. Transforms complex research queries into structured, citation-backed reports without writing custom search logic. Features iterative exploration, automatic knowledge gap identification, and seamless integration with OpenAI's Deep Research models for scholarly-quality research automation.

Enables small businesses to create AI-powered WhatsApp chatbots using their own knowledge base. Business owners can set up their AI assistant through natural conversation and upload documents, while customers can ask questions directly without special syntax. Each WhatsApp number is dedicated to a specific business. Features: Natural language setup, document knowledge base integration, 24/7 customer support automation, real-time performance monitoring, comprehensive API documentation, automated deployment with health checks, and enterprise-grade security with rate limiting. Built with Express.js, OpenAI, Pinecone vector database, Twilio WhatsApp API, and PostgreSQL for scalable multi-business support.

QuerySculptor is a GraphQL query builder designed for AI agents that provides 26 structured tools via the Model Context Protocol (MCP). Instead of generating complex GraphQL queries from scratch, AI agents can build queries step-by-step with real-time validation, schema introspection, and error prevention. It works with Claude, Cursor, and other MCP clients, using Redis for session management and featuring a live demo with the Pokemon API. The tool transforms the traditional error-prone approach of raw GraphQL generation into a guided, conversational workflow perfect for AI assistants and chatbots.

Transform natural language into beautiful, interactive data visualizations. This server uniquely integrates powerful technologies like DuckDB, Ollama, and Plotly, streamlining complex data analysis workflows into a single, conversational experience within the Model Context Protocol (MCP) ecosystem. It addresses the fragmented workflow common in current MCP setups by providing seamless workflow orchestration, intelligent database switching, integrated statistical insights, and complete privacy-focused analytics through local Ollama processing.

An MCP (Model Context Protocol) server that wraps gopls to provide Go language server features.

MCP server for OWL applications

Intelligent VMware MCP Server with Natural Language Processing for Infrastructure Management

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MCP (Model Context Protocol) client for GitHub Multi-User Server with Claude integration. Interactive chat interface for GitHub operations using natural language.

A simple client and server mcp

🚀 Your Private App Platform - Deploy Node.js, Python, Go, Java & more to CapRover, AWS, GCP with one CLI. Features MCP integration for Cursor.com, smart collision detection, auto-SSL, and costs 80% less than Heroku. Transform any $5 server into your personal Vercel.

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CrateDB MCP Server for natural-language Text-to-SQL and documentation retrieval.

MCP server for OWL applications

Model Context Protocol server for Eventbrite API integration. Create and manage events using natural language through AI agents like Claude Desktop and Cursor IDE.

interactive programming of melodies, producing MIDI

A Model Context Protocol (MCP) server that integrates large language models (LLMs) with quantum computing platforms, such as IBM Quantum’s Qiskit.

🔗 Model Context Protocol server for todo.txt files - Connect your todo.txt to AI assistants like Claude Desktop

Created a MCP Server that connects to databases(currently sqlite, mysql) and perform queries on them automatically with natural language.

手搓MCP样例，使用SSE模式，访问本地数据。从Hosts到server全部代码演示。

CodeCompass: AI-powered Vibe Coding with MCP. Connects Git repositories to AI assistants like Claude, using Ollama for privacy or OpenAI for cloud. Integrates with VSCode, Cursor, and more.

MCP server for using your browser wallet with natural language

SAP Commerce (Hybris) MCP Server

Analyzes user-described build features (e.g. database, API integration, tools) and extracts core server requirements like resources, tools, prompts, external systems, and transports needed for MCP.

A lightweight large language model input-output tracker—launch with a single command, integrate effortlessly.

This repository provides an implementation of a Model Context Protocol (MCP) server for AWS S3, enabling AI models, particularly Large Language Models (LLMs), to securely interact with S3 buckets. The server offers a standardized interface to list S3 buckets, list objects within buckets, and download file contents.

Monorepo for Sylph Lab Model Context Protocol (MCP) tools and servers.

A Nuclei security scanning server based on MCP (Model Control Protocol), providing convenient vulnerability scanning services.一个基于 MCP (Model Control Protocol) 的 Nuclei 安全扫描服务器，提供便捷的漏洞扫描服务。

A model that uses streamlit as frontend and MCP server(notion and postgres tools) and FAST API for integration

Monorepo for Sylph Lab Model Context Protocol (MCP) tools and servers.

Desktop application for managing Model Context Protocol servers (MCP). Provides a centralized interface to configure and manage MCP servers for use with LLMs and AI assistants such as Claude.

An LLM-based smart terminal for lazy guys :P

Todo app using mcp server

MCP server to persist chat artefacts and rules

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A comprehensive collection of Model Context Protocol (MCP) servers

BloodHound-MCP is a powerful tool designed to analyze and visualize complex network relationships within Active Directory environments. It helps security professionals identify potential attack paths and improve their overall security posture.

Fast MCP integration for NetworksDB API - Query IP addresses, organizations, ASNs, and DNS records using natural language through Model Context Protocol

Vibe querying with MCP server for Azure Data Explorer (Kusto)

BloodHound-MCP-AI is integration that connects BloodHound with AI through Model Context Protocol, allowing security professionals to analyze Active Directory attack paths using natural language instead of complex Cypher queries.

A Model-Context-Protocol (MCP) Server for Active Directory

a powerful coding agent toolkit providing semantic retrieval and editing capabilities (MCP server & Agno integration)

Python wrapper for seamless integration with different MCP-servers and open-source large language models (LLMs).

AI-Powered Kubernetes Management System: A platform combining natural language processing with Kubernetes management. Users can perform real-time diagnostics, resource monitoring, and smart log analysis. It simplifies Kubernetes management through conversational AI, providing a modern alternative

This project provides an MCP (Model Context Protocol) server that exposes Terraform infrastructure-as-code operations through natural language. It enables LLMs to execute Terraform commands and retrieve information about infrastructure without requiring specific command syntax knowledge.

OmniMind: An open-source Python library for effortless MCP (Model Context Protocol) integration, AI Agents, AI workflows, and AI Automations. Plug & Play AI Tools for MCP Servers and Clients, powered by Google Gemini.

Things related to artificial intelligence built on top of Nasdanika capabilities

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Awesome MCP Servers - A curated list of Model Context Protocol servers

MCP server for querying Azure Log Analytics using natural language

AI-powered code quality analysis using MCP to help AI assistants review code more effectively. Analyze git changes for complexity, security issues, and more through structured prompts.

A Minecraft MCP Server powered by Mineflayer API. It allows to control a Minecraft character in real-time, allowing AI assistants to build structures, explore the world, and interact with the game environment through natural language instruction

📦 Repomix (formerly Repopack) is a powerful tool that packs your entire repository into a single, AI-friendly file. Perfect for when you need to feed your codebase to Large Language Models (LLMs) or other AI tools like Claude, ChatGPT, DeepSeek, Perplexity, Gemini, Gemma, Llama, Grok, and more.

A Model Context Protocol (MCP) server that provides tools to query Erick Wendel's contributions across different platforms

Translate text using the Model Context Protocol.

An MCP (Model Context Protocol) server that integrates with the Language Server Protocol (LSP) to expose rich semantic information from codebases to an LLM code agent.

Triplewhale MCP Server

The semantic layer for software engineering: Connect code to meaning, build on understanding

Base MCP

The intelligent data query plugin under DataFocus that supports multi-round conversations provides plug-and-play ChatBI capabilities.

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An MCP server that enables natural language commands for managing GitHub repositories

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mcp-language-server gives MCP enabled clients access semantic tools like get definition, references, rename, and diagnostics.

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Interact with Todoist to manage your tasks.