#language

Structured business info (address, hours, services, payment methods, languages, insurance) for any named business — combines OpenStreetMap + KVK Handelsregister + LLM-extracted website data.

AgenticBI is an agentic analytics platform that turns business questions into answers.Connect BigQuery, Salesforce, SAP, Google Drive, Trino, and more. Agents understand your data, find the right datasets, join across systems, run queries, and return answers with visualizations.Or skip the question and automate the workflow entirely. "Send me a sales report every morning at 8 AM." The agent identifies the data, picks the metrics, builds the dashboard, and sets up recurring delivery to your inbox or Slack.Structured data and documents in the same query. No SQL. No analyst. Works with Claude, Cursor, VS Code, and ChatGPT. Turn on screen reader support Connects your sources, builds the semantic layer, and answers your business questions — no SQL, no analyst, no waiting.Connects your sources, builds the semantic layer, and answers your business questions — no SQL, no analyst, no waiting.

Multilingual AI study tool. Paste any public video URL to get a structured Knowledge Pack — summary, key ideas, glossary, quiz, transcript with timestamps — in Spanish, Portuguese, German, or English. Ships as an MCP server with one anonymous tool (vozclara_generate_pack) plus three OAuth-protected tools (search_my_library, ask_video, export_anki). Cloudflare Workers + Llama 3.3 70B (free/Pro) or Claude Sonnet 4.5 (Pro Plus). Free tier requires no signup. A LEON MARÉ product.

Web, news, images, places, shopping, flights, hotels, YouTube videos & transcripts, any URL. One endpoint. One bill. Ask in natural language, get a cited answer from the live web.

QueryBear is a managed MCP server that gives AI agents like Claude, Cursor, Claude Code, and Windsurf safe, read-only access to your PostgreSQL and MySQL databases. Every query runs through a security pipeline (SQL parser, allowlisted tables, blocked columns, row limits, timeouts). Audit log on every query. Column-level access controls let you hide PII, tokens, and secrets from the agent entirely. Natural-language-to-SQL with schema context. One URL, ~60-second setup, OAuth 2.1 auth — no config files, no self-hosting.

Python MCP server for controlled logic analysis from natural language, with an emphasis on auditable output and teaching-oriented explanations. ## What it does This server accepts short natural-language statements and arguments, then provides structured logic-oriented outputs such as: - controlled formalization into propositional logic; - controlled formalization into a restricted fragment of first-order logic; - ambiguity detection relevant to formalization; - consistency checking; - entailment checking; - simple counterexamples when entailment fails; - natural-language explanations of the formalization process.

Strata is a self hosted AI memory server. Your AI remembers everything across every session, on your own hardware. Key features: . Semantic search (find memories by meaning, not keywords) . Per-agent API keys with granular permissions . 3D constellation viewer with live agent activity . File vault (attach real documents to memories) . CSV audit log (full transparency on every agent action) . Pre-Strata history import (your memory doesn't start at install day) . Global MCP kill switch (emergency brake, only a human can undo) . Automatic deduplication . 10 structured thought types . Backend using PostgreSQL . Runs on a Raspberry Pi Always on, always local, always yours.

Access Versium's B2B2C identity graph directly through your AI agent. Generate targeted lead lists, enrich records with contact and firmographic data, validate emails, and size audiences — all through natural language. No manual exports or API coding required. Requires an active Versium REACH subscription with API access.

Blackmount NLP brings classical text analysis to any MCP client. 45 tools covering tokenization, stemming, readability scores (Flesch, Gunning Fog, Coleman-Liau, ARI, SMOG), VADER-style sentiment, TF-IDF and RAKE keyword extraction, text similarity, cleaning, summarization, and language detection across 18 languages. Zero heavy dependencies — no NLTK, spaCy, transformers, numpy, or scikit-learn. Everything is implemented from scratch in pure Python (stdlib + regex only). The entire wheel is 42KB and installs in under a second. Ideal for agents that need fast, deterministic text analysis without pulling 500MB of ML models. MIT licensed.

x402 micropayment API for AI agents. Translates text between languages. Pay per call with USDC on Base.

x402 micropayment API for AI agents. Detects the language of any text. Pay per call with USDC on Base.

Odoo is powerful. AI is powerful. Together, they’re even better. odoo-mcp-pro connects your AI assistant directly to your Odoo ERP, allowing you to interact with your business data using natural language. Instead of navigating through menus and interfaces, you simply ask questions or give commands—just like you would to a colleague. For example: "Show me all unpaid invoices over €5,000 from Q4." Your AI assistant understands the request, queries your Odoo system, and instantly returns the results. With odoo-mcp-pro, you can: Search and analyze data Create and update records Manage workflows with simple instructions It’s not meant to replace Odoo’s interface, but to complement it with a faster, more intuitive way of working. The tool is compatible with leading AI platforms such as Claude, ChatGPT, Gemini, Copilot, and Mistral through the MCP protocol, making it easy to integrate into your existing workflow. Currently available as a free beta, odoo-mcp-pro supports Odoo versions 14 through 19, runs on Python 3.10+, and uses modern authentication via OAuth 2.1. In short: odoo-mcp-pro turns your AI assistant into a smart interface for your Odoo system—helping you work faster, smarter, and more naturally.

All the Words is a multilingual word search engine covering 83 languages and over 200 million words. Search by pattern using wildcards for unknown letters (e.g., _a_e finds "bake", "came", "dale"), or solve anagrams by finding every word formable from a set of letters. Filter results by required or excluded letters, word length, and more. Built for Wordle, Scrabble, Wordfeud, Words With Friends, and any word puzzle. Languages range from English, French, German, and Spanish to Arabic, Hindi, Japanese, Korean, and 75 others.

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.