"Instructions for building a table with columns" matching MCP servers:

• Korea Building Register MCP

  coding-realtor

  A

  security

  A

  license

  A

  quality

  Provides 12 tools to query South Korean building register data, including title sheets, floor details, and official house prices via the data.go.kr API. It enables users to perform smart building lookups and region code searches using natural language.

  Last updated 2026-03-05

  12

  2

  Apache 2.0

• Building Big Data MCP Server

  handaas

  -

  security

  F

  license

  -

  quality

  Provides comprehensive building and office address information queries for enterprises in China, including fuzzy enterprise search, office address details and statistics, and building information queries to support geographical distribution and occupancy analysis.

  Last updated 2025-08-12

• Mastercard BIN Table MCP

  ag2-mcp-servers

  -

  security

  F

  license

  -

  quality

  An MCP server that provides access to Mastercard's BIN Table Resource API, allowing users to look up and interact with Bank Identification Number data through natural language queries.

  Last updated 2025-07-16

• Azure Table MCP Server by

  CDataSoftware

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  security

  A

  license

  -

  quality

  Azure Table MCP Server by CData

  Last updated 2025-10-18

  MIT

• With-MCP

  janwilmake

  -

  security

  A

  license

  -

  quality

  Middleware that converts a serverless handler with OpenAPI spec into an MCP endpoint following stateless MCP principles.

  Last updated 2025-10-26

  3

  34

  MIT

• CHOFF-A-MCP (Anamnesis)

  dd-dent

  -

  security

  A

  license

  -

  quality

  Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.

  Last updated 2025-07-03

  1

  MIT

• A-Share MCP Server

  firmmaple

  -

  security

  A

  license

  -

  quality

  Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.

  Last updated 2025-07-17

  23

  MIT

• No-as-a-Service (NoaaS)

  Koneisto

  -

  security

  A

  license

  -

  quality

  Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.

  Last updated 2026-01-21

  4

  MIT

• A-MEM: Agentic Memory System

  tobs-code

  -

  security

  F

  license

  -

  quality

  Provides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.

  Last updated 2026-02-03

  6

• Chainflip Broker as a Service

  CumpsD

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  security

  A

  license

  -

  quality

  Cross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.

  Last updated 2026-03-21

  10

  MIT

• A-Share MCP Server

  24mlight

  A

  security

  A

  license

  C

  quality

  A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  641

  MIT

• Todo for AI MCP Server

  todo-for-ai

  -

  security

  A

  license

  -

  quality

  Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.

  Last updated 2026-03-24

  4

  Apache 2.0

• BULC Building Designer

  using76

  A

  security

  A

  license

  A

  quality

  Connects Claude Desktop to BULC fire simulation software for AI-powered building design, enabling natural language creation of rooms, walls, and multi-story structures with spatial awareness and undo/redo support.

  Last updated 2025-12-25

  75

  1

  MIT

• A Share MCP

  24mlight

  A

  security

  A

  license

  C

  quality

  A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  641

  MIT

• MCP RAG with ChromaDB

  CyprianFusi

  -

  security

  A

  license

  -

  quality

  Provides retrieval-augmented generation (RAG) capabilities by ingesting various document formats into a persistent ChromaDB vector store. It enables semantic search and retrieval using either OpenAI or Ollama embeddings for processing local files, directories, and URLs.

  Last updated 2025-12-07

  MIT
• 

  Log Analyzer with MCPofficial

  awslabs

  -

  security

  A

  license

  -

  quality

  A Model Context Protocol server that provides AI assistants access to AWS CloudWatch Logs, enabling browsing, searching, summarizing, and correlating logs across multiple AWS services.

  Last updated 2026-04-15

  156

  Apache 2.0

• AI Agent with MCP

  moises-paschoalick

  -

  security

  F

  license

  -

  quality

  Enables AI agents to access user and message data through MCP resources, providing REST API integration for user management with paginated lists and thread tracking.

  Last updated 2025-06-27

  9

  2

• MCP for Vivado

  lzw12123

  -

  security

  F

  license

  -

  quality

  An AI-centric MCP server that enables automated Xilinx Vivado workflows, including project management, synthesis, implementation, and timing analysis. It allows AI agents to drive hardware design processes while integrating directly with the official Vivado GUI for visual context.

  Last updated 2026-04-08

  1

• Example MCP Server with

  a-ddollar-cs

  -

  security

  F

  license

  -

  quality

  An educational example demonstrating how to build MCP servers in Python using FastMCP, showing how to expose tools, resources, and prompts to AI clients.

  Last updated 2025-12-17

• mcp-for-docs

  shayonpal

  A

  security

  A

  license

  B

  quality

  Automatically crawls documentation websites, converts them to organized markdown files, and generates condensed cheat sheets. Intelligently categorizes content into tools/APIs and provides local-first access to downloaded documentation.

  Last updated 2025-10-27

  3

  GPL 3.0

• MCP Server for Splunk

  deslicer

  A

  security

  A

  license

  B

  quality

  Enables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.

  Last updated 2026-03-30

  52

  21

  Apache 2.0

• Query Table MCP Server

  MCP-Mirror

  -

  security

  A

  license

  -

  quality

  Enables querying financial data tables from Chinese financial websites (Tonghuashun, Tongdaxin, East Money) and AI chat services using Playwright-based web scraping, returning structured data in various formats.

  Last updated 2025-06-25

  MIT

• PostgreSQL MCP Server with

  coleam00

  -

  security

  A

  license

  -

  quality

  An MCP server that enables chatting with PostgreSQL databases using secure GitHub authentication for access control between read and write operations.

  Last updated 2025-07-11

  292

  MIT

• MCP Remote with Adobe and Okta

  adobe-rnd

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  security

  A

  license

  -

  quality

  A wrapper for mcp-remote that provides secure authentication for protected MCP servers using Adobe IMS or Okta OAuth flows. It features automated token management, validation, and background refreshing for seamless access to remote resources.

  Last updated 2025-07-25

  7

  2

  MIT

• MCP Server for OSCAL

  awslabs

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  security

  A

  license

  -

  quality

  Provides AI assistants with specialized tools to interact with NIST's Open Security Controls Assessment Language (OSCAL) framework. It enables agents to retrieve schemas, explore models, and generate valid OSCAL documentation for security compliance automation.

  Last updated 2026-04-15

  35

  Apache 2.0

• What's for Dinner? MCP Server

  a2345sooted

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  security

  A

  license

  -

  quality

  Helps users decide what to eat by randomly selecting meals from a database of 100+ options or a custom list using an interactive spinning wheel widget. It supports cuisine filtering and provides an engaging visual interface to resolve mealtime indecision.

  Last updated 2026-02-02

  MIT

• MCP Server For Local

  Dreamboat-Rachel

  A

  security

  A

  license

  C

  quality

  A customizable Model Context Protocol server implementation that enables AI models to interact with external tools including weather queries, Google search, and camera control functionality.

  Last updated 2025-04-09

  1

  14

  Apache 2.0

• markdown-for-agents-mcp

  JohnnyFoulds

  -

  security

  A

  license

  -

  quality

  MCP server for AI agents -- fetch any URL with full JavaScript rendering (Playwright/Chromium) and convert to clean, token-efficient markdown. Works on React, Vue, Angular, and any JS-heavy page. Includes web search, batch fetching, binary file download, LRU cache, SSRF protection, and structured output.

  Last updated 2026-04-07

  MIT

• Call For Papers MCP

  alperenkocyigit

  -

  security

  A

  license

  -

  quality

  Enables searching for upcoming academic conferences and events from WikiCFP by keywords, returning detailed information including dates, locations, submission deadlines, and related resources.

  Last updated 2025-10-27

  4

• Blender MCP for Antigravity

  kc0ed

  -

  security

  A

  license

  -

  quality

  Windows-optimized MCP server that enables control of Blender 4.0+ through 21+ tools for scene management, object manipulation, and asset downloads from PolyHaven, Sketchfab, Hyper3D, and Hunyuan3D.

  Last updated 2025-12-14

  12

  MIT

• claude-debugs-for-you

  jasonjmcghee

  -

  security

  A

  license

  -

  quality

  Enable Claude (or any other LLM) to interactively debug your code (set breakpoints and evaluate expressions in stack frame). It's language-agnostic, assuming debugger console support and valid launch.json for debugging in VSCode.

  Last updated 2025-12-20

  2

  507

  MIT

• Document Intelligence MCP

  dshivasane

  -

  security

  F

  license

  -

  quality

  Enables Claude to read and analyze PDF documents with automatic OCR processing for scanned files. Features intelligent text extraction, caching for performance, and secure file access with search capabilities.

  Last updated 2025-09-03

• MCP Server for Intercom

  raoulbia-ai

  A

  security

  A

  license

  A

  quality

  An MCP-compliant server that enables AI assistants like Claude Desktop to access and analyze Intercom support tickets with full conversation history.

  Last updated 2025-04-25

  4

  8

  Apache 2.0

• SSE MCP Server with JWT

  anisirji

  -

  security

  F

  license

  -

  quality

  A Model Context Protocol server that exposes multiple AI tools over SSE transport with JWT-based secure authentication, allowing for dynamic tool registration and session management.

  Last updated 2025-04-28

  11,267

  4

• mcp-server-for-powershell

  danielklecha

  A

  security

  A

  license

  A

  quality

  Unofficial Powershell MCP server

  Last updated 2026-01-26

  1

  MIT

• MCP Server for CAD

  Eklavvyaaaaa

  -

  security

  F

  license

  -

  quality

  Translates natural language commands into structured geometric operations for a simulated CAD engine using LLMs. It enables users to create shapes, modify dimensions, and perform 3D operations like extrusion through the Model Context Protocol.

  Last updated 2026-03-27

• md-to-pdf-with-mermaid-mcp

  polarnego

  A

  security

  F

  license

  A

  quality

  An MCP server that converts Markdown files containing Mermaid diagrams into PDF documents by rendering diagrams as SVG images. It provides a specialized tool to automate document conversion while ensuring all visual charts are correctly embedded in the final output.

  Last updated 2025-08-27

  1

• mcp-for-azure-devops-boards

  danielealbano

  A

  security

  A

  license

  C

  quality

  MCP for Azure DevOps Boards is a MCP server that lets your favourite AI browse, query and update Azure DevOps work items as if it were a project manager. Written in Rust and optimized for tokens usagem, It runs via stdio or HTTP mode and uses standard Azure authentication with az login.

  Last updated 2026-04-07

  23

  6

  MIT

• mcp-server-for-apache-ofbiz

  jacopoc

  A

  security

  A

  license

  -

  quality

  A proof of concept MCP server for Apache OFBiz

  Last updated 2026-02-20

  5

  Apache 2.0

• Canadian Building Code MCP

  DavidCho1999

  A

  security

  A

  license

  B

  quality

  Enables users to search and navigate over 22,500 indexed sections across 16 Canadian building codes and user guides. It supports keyword searches, hierarchy navigation, and optional full-text extraction from user-provided PDF documents.

  Last updated 2026-01-27

  7

  1

  MIT

• MCP Server for Google Search

  mcp-for-dev

  A

  security

  F

  license

  B

  quality

  A Model Context Protocol server that provides web search capabilities using Google Custom Search API and webpage content extraction functionality.

  Last updated 2025-05-15

  2

  3

  2

• Coze MCP Server For OpenClaw

  danielcy

  -

  security

  F

  license

  -

  quality

  Exposes Coze workflows as MCP tools, allowing AI clients to discover and execute workflows from a specified Coze workspace. It provides a simple way to integrate external skills into platforms like OpenClaw without needing local environment configurations.

  Last updated 2026-03-11

  94

• mem0 MCP Server for Project

  KunihiroS

  -

  security

  F

  license

  -

  quality

  A bridge between MCP Host applications and mem0 cloud service, specialized for project management with capabilities to store, retrieve, and search project information within a structured format.

  Last updated 2026-03-11

  6

• MCP CSV Analysis with Gemini

  falahgs

  A

  security

  F

  license

  B

  quality

  An MCP server that enables advanced CSV analysis and data visualization using Google's Gemini AI and Plotly. It allows users to perform exploratory data analysis, generate interactive charts, and conduct complex reasoning on tabular data.

  Last updated 2025-04-12

  3

  2

• Quick Data for Windows MCP

  Beaulewis1977

  -

  security

  A

  license

  -

  quality

  A Windows-optimized server providing universal data analytics for JSON and CSV files through over 32 tools including schema discovery and interactive visualizations. It is specifically designed for seamless integration with Claude Desktop on Windows.

  Last updated 2025-06-16

  1

  MIT

• n8n Manager for AI Agents

  czlonkowski

  -

  security

  A

  license

  -

  quality

  Enables AI agents to manage n8n workflow automation instances through tools for workflow CRUD operations, execution monitoring, and webhook triggering. It facilitates programmatic interaction with n8n instances via the n8n API with AI-optimized descriptions and error handling.

  Last updated 2025-06-26

  57

  MIT

• PsMCP - MCP Server for

  Chandrahas455

  -

  security

  A

  license

  -

  quality

  A server that allows AI tools like Claude and Cursor to automate and control Photoshop through natural language commands, enabling tasks like editing PSDs, toggling layers, and generating marketing creatives.

  Last updated 2025-07-30

  10

  MIT

• API for Chads

  chadbot0x

  -

  security

  A

  license

  -

  quality

  MCP server providing real-time crypto prices (Chainlink + Binance), Polymarket prediction market data, deep web research, and JS-rendered web scraping. All services available via x402 Solana micropayments.

  Last updated 2026-02-24

  MIT

• Agentic AI System with MCP

  pratyush-usc-mba

  -

  security

  F

  license

  -

  quality

  Enables integration with financial transaction data through REST APIs, PostgreSQL databases, and document storage systems. Demonstrates agentic AI capabilities by connecting to Alpha Vantage API and managing financial data through natural language interactions.

  Last updated 2025-09-20

• MCP with Gemini Integration

  ImDPS

  -

  security

  F

  license

  -

  quality

  Implements a Model Control Protocol server integrated with Google Gemini LLM, providing a flexible framework for building AI-powered applications.

  Last updated 2025-07-12