"MCP (Model Context Protocol) requirements and selection" matching MCP servers:

• Model Context Protocol Server

  arkeodev

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  security

  A

  license

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  quality

  Provides a standardized protocol for tool invocation, enabling an AI system to search the web, retrieve information, and provide relevant answers through integration with LangChain, RAG, and Ollama.

  Last updated 2025-04-27

  2

  MIT

• Model Context Protocol Demo

  digital-duck

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  security

  A

  license

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  quality

  A demonstration server for the Model Context Protocol (MCP) that exposes calculator and Yahoo Finance tools, allowing LLMs to interpret natural language requests and make tool calls via the MCP standard.

  Last updated 2025-06-09

  1

  Apache 2.0

• MCP - Model Context Protocol

  eversonpereira

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  security

  F

  license

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  quality

  A conversational application server that integrates LLM capabilities via Ollama with vector memory context, supporting multiple users, sessions, automatic history summarization, and a plugin system for executing real actions.

  Last updated 2025-05-07

• Model Context Protocol Server

  Shekharmaheswari85

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  security

  F

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  quality

  A middleware server that intelligently routes AI model queries to appropriate data sources, providing contextual information to enhance AI responses.

  Last updated 2025-06-14

• Telos Model Context Protocol

  AporiaLabs

  A

  security

  F

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  quality

  An MCP server providing access to Telos, a philosophical AI mentor that combines rationalist thinking with stoic philosophy to offer personalized guidance and smart contract accountability on Solana.

  Last updated 2025-07-27

  1

  67

  1

• Model Context Protocol Server

  kanwardeep007

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  security

  F

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  quality

  An MCP server for integrating AI models with client applications, allowing for structured interactions with APIs using command-line arguments for authentication and configuration.

  Last updated 2025-07-25

  2,977
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  CMR Model Context Protocolofficial

  podaac

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  security

  F

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  quality

  An MCP server that integrates AI retrievals with NASA's Common Metadata Repository (CMR), allowing users to search NASA's catalog of Earth science datasets through natural language queries.

  Last updated 2026-03-14

  1

  4

• Aviation Model Context

  blevinstein

  A

  security

  F

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  quality

  Integration platform for aviation data sources including weather, NOTAMs, airport information, and flight planning APIs, enabling comprehensive pre-flight preparation and in-flight decision support.

  Last updated 2025-05-13

  1

  7

  8

• Model Context Protocol Server

  hyen43

  A

  security

  F

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  quality

  A server built with mcp-framework that allows users to extend Claude's capabilities by adding custom tools that can be used through the Claude Desktop client.

  Last updated 2025-04-21

  3

  80

• Spotify Model Context Protocol

  belljustin

  A

  security

  A

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  quality

  Enables creating Spotify playlists based on text descriptions by connecting Cursor editor to Spotify's API through OAuth authentication.

  Last updated 2025-04-28

  3

  2

  MIT

• Model Context Protocol Server

  BilgisayarKavramlari

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  security

  F

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  quality

  A stateful gateway server for AI applications that solves the memory limitations of Large Language Models by maintaining separate conversation contexts for each user.

  Last updated 2025-08-11

  17

• Model Context Protocol Server

  ashishpatel26

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  security

  F

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  quality

  A server exposing intelligent tools for enhancing RAG applications with entity extraction, query refinement, and relevance checking capabilities.

  Last updated 2025-05-15

  34

• MCP (Model Context Protocol)

  HarishGangula

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  A TypeScript implementation of a Model Context Protocol server and client that enables interaction with language models (specifically Mistral running on Ollama).

  Last updated 2025-05-05

• MCP (Model Context Protocol)

  sainath1420

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  security

  F

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  quality

  A server implementation demonstrating how AI models can interact with external tools and services through Model Context Protocol, featuring integrations for calculator functions, GitHub repositories, and Google Maps searches.

  Last updated 2025-05-15

• AWS Model Context Protocol

  alexei-led

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  security

  A

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  quality

  A lightweight service that enables AI assistants to execute AWS CLI commands through the Model Context Protocol (MCP), allowing AI tools to retrieve AWS documentation and interact with AWS services.

  Last updated 2026-02-27

  182

  MIT

• SearXNG Model Context Protocol

  aeon-seraph

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  security

  A

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  quality

  A server that enables language models to perform web searches through SearXNG using the Model Context Protocol standard.

  Last updated 2025-03-08

  220

  2

  MIT

• Model Context Protocol Python

  vnkishortech

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  security

  F

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  quality

  A Python implementation of the Model Context Protocol (MCP) server that enables searching and extracting information from arXiv papers, designed to be extensible with additional MCP tools.

  Last updated 2025-07-05
• 

  Clicks Protocolofficial

  clicks-protocol

  A

  security

  A

  license

  A

  quality

  Autonomous DeFi yield for AI agents on Base. Query APY rates, agent status, payment splits, and referral stats. 4 read-only tools + 1 resource.

  Last updated 2026-04-03

  9

  1

  MIT
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  Square Model Context Protocolofficial

  square

  A

  security

  A

  license

  -

  quality

  Enables AI assistants to interact with Square's Connect API through the Model Context Protocol standard, allowing for operations like managing customers, processing payments, and handling inventory.

  Last updated 2026-02-14

  3

  106

  95

  Apache 2.0

• Apify Model Context Protocol

  ampcome-mcps

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  security

  A

  license

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  quality

  Enables AI assistants to use Apify Actors as tools to perform specific tasks like web scraping, data extraction, and searching across various platforms through the Model Context Protocol.

  Last updated 2025-07-15

  11,943

  Apache 2.0

• Schwab Model Context Protocol

  jkoelker

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  security

  A

  license

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  quality

  A server that implements the Model Context Protocol for Schwab API, allowing access to account information, positions, stock quotes, and order/transaction history designed for integration with Large Language Models.

  Last updated 2026-04-16

  41

  MIT

• Model Context Protocol (MCP)

  infinyte

  -

  security

  F

  license

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  quality

  A unified API server that enables interaction with multiple AI model providers like Anthropic and OpenAI through a consistent interface, supporting chat completions, tool calling, and context handling.

  Last updated 2026-02-13

• Model Context Protocol (MCP)

  suspicious-cow

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  security

  F

  license

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  quality

  A Python implementation of the MCP server that enables AI models to connect with external tools and data sources through a standardized protocol, supporting tool invocation and resource access via JSON-RPC.

  Last updated 2025-05-12

  1

• Model Context Protocol (MCP)

  hideya

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  security

  A

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  This server facilitates the invocation of AI models from providers like Anthropic, OpenAI, and Groq, enabling users to manage and configure large language model interactions seamlessly.

  Last updated 2026-02-13

  12

  MIT

• Model Context Protocol

  endaoment

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  security

  F

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  quality

  A server that allows AI models to interact with PostgreSQL databases through a standardized protocol, providing database schema information and SQL query execution capabilities.

  Last updated 2026-01-07

  2

• Ragie Model Context Protocol

  ragieai

  A

  security

  A

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  quality

  An MCP server that enables AI models to retrieve information from Ragie's knowledge base through a simple 'retrieve' tool.

  Last updated 2026-02-04

  30

  87

  MIT

• Banking Model Context Protocol

  Abhinav-pyth

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  security

  F

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  quality

  Implements a secure message communication protocol for handling exchanges between the banking chatbot and Azure OpenAI, providing message queuing, reliability, and detailed logging.

  Last updated 2025-04-20

  1

• MCP - Model Context Protocol

  CodePlayData

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  security

  A

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  A TypeScript wrapper library for the Model Context Protocol SDK that provides a simplified interface for creating MCP servers with tools, resources, and prompts without needing to work directly with the protocol.

  Last updated 2025-08-17

  8

  AGPL 3.0

• IMCP - Insecure Model Context

  nav33n25

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  security

  F

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  quality

  IMCP - Insecure Model Context Protocol The DVWA for AI Security! Welcome to IMCP – a deliberately vulnerable framework that exposes 16 critical security weaknesses in AI/ML systems. Whether you're a security researcher, developer, or educator, IMCP is your playground for hands-on learning about real

  Last updated 2025-07-04

  15

  4

  JavaScript

• OpenTK Model Context Protocol

  r-huijts

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  security

  A

  license

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  quality

  A bridge between large language models and Dutch parliamentary data, providing access to Dutch parliamentary documents, debates, and member information from the Tweede Kamer.

  Last updated 2025-10-30

  14

  6

  20

  MIT

• Cloudzero Model Context

  burkestar

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  security

  A

  license

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  quality

  A server that allows users to query and analyze cloud cost data from Cloudzero using natural language through Large Language Models.

  Last updated 2025-03-19

  5

  MIT

• Square Model Context Protocol

  ampcome-mcps

  A

  security

  A

  license

  -

  quality

  Allows AI assistants to interact with Square's connect API, providing access to Square's complete API ecosystem for managing payments, orders, customers, inventory, and more.

  Last updated 2025-08-05

  3

  106

  Apache 2.0
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  Open Data Model Contextofficial

  OpenDataMCP

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  security

  A

  license

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  quality

  Access to many public datasets right from your LLM application.

  Last updated 2024-12-20

  148

  MIT
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  Model Context Protocol (MCP) -official

  UOR-Foundation

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  security

  -

  license

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  quality

  A GitHub-based implementation of the Model Context Protocol that enables LLMs to access and manipulate data in a Universal Object Reference (UOR) framework, providing standardized interfaces for object management with decentralized storage.

  Last updated 2025-10-01

• meMCP - Memory-Enhanced Model

  mixelpixx

  A

  security

  A

  license

  -

  quality

  A persistent memory system for Large Language Models (LLMs) that enables continuous learning and knowledge retention across sessions through the Model Context Protocol (MCP).

  Last updated 2025-07-19

  24

  5

  4

  MIT

• MCP Demo Application

  mic-havock

  -

  security

  F

  license

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  quality

  A comprehensive demonstration server that provides tools for calculations, weather, and note management alongside an interactive web interface. It showcases how AI assistants can seamlessly interact with external data sources and functions using the Model Context Protocol.

  Last updated 2026-03-09

• Context

  neuledge

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  security

  A

  license

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  quality

  Local-first documentation for AI agents

  Last updated 2026-04-09

  374

  150

  Apache 2.0
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  Solana Model Context Protocolofficial

  solana-foundation

  -

  security

  A

  license

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  quality

  A simple MCP server implementation that provides AI models with basic Solana RPC methods and helpful development prompts.

  Last updated 2025-03-10

  2

  43

  MIT

• OpenAPI to Model Context

  gujord

  -

  security

  A

  license

  -

  quality

  A proxy server that bridges AI agents and external APIs by dynamically translating OpenAPI specifications into standardized MCP tools, enabling seamless interaction without custom integration code.

  Last updated 2025-12-14

  67

  MIT

• S/MCP - Stern Model Context

  Akrasia0

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  security

  F

  license

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  quality

  An MCP server that provides access to Stern, a philosophical AI mentor combining rationalist thinking with stoic philosophy to guide users through personalized mentorship and smart contract accountability on Solana.

  Last updated 2025-04-30

  1

  67

  2

• Damn Vulnerable Model Context

  harishsg993010

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  security

  F

  license

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  quality

  An educational project that deliberately implements vulnerable MCP servers to demonstrate various security risks like prompt injection, tool poisoning, and code execution for training security researchers and AI safety professionals.

  Last updated 2025-12-08

  1,277
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  Openfort Model Contextofficial

  openfort-xyz

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  security

  F

  license

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  quality

  A plug-and-play solution that enhances AI assistants by enabling them to create projects, manage configurations, and interact with Openfort's wallet infrastructure through 42 specialized tools.

  Last updated 2025-08-27

  3

• Solana Model Context Protocol

  omaidf

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  security

  F

  license

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  quality

  A Solana blockchain interaction server that allows AI tools to query blockchain data using natural language, access structured token information, and generate human-readable explanations of complex blockchain concepts.

  Last updated 2025-04-26

  6

• MinIO Model-Context Protocol

  ucesys

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  security

  A

  license

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  quality

  Provides a standardized way to interact with MinIO object storage, allowing access to text files, binary files, and bucket contents while supporting operations like listing buckets/objects, retrieving objects, and uploading files.

  Last updated 2025-03-20

  4

  MIT

• Model Context Protocol Multi

  DHEERAJPRAKASH

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  security

  F

  license

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  quality

  Demonstrates custom MCP servers for math and weather operations, enabling multi-agent orchestration using LangChain, Groq, and MCP adapters for both local and remote tool integration.

  Last updated 2025-07-21

  1

• PMCP - Perfect Model Context

  NoobyNull

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  security

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  license

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  quality

  A comprehensive production-ready MCP server with AI integration, plugin management, and web-based administration. Features multi-database support, RAG capabilities, SSH/SFTP access, and a built-in plugin hub for managing the MCP ecosystem.

  Last updated 2025-08-26

  MIT

• Keycloak MCP Server

  ChristophEnglisch

  A

  security

  F

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  quality

  A Model Context Protocol server that provides tools to manage Keycloak users and realms, allowing you to create and delete users, list available realms, and view users in specific realms.

  Last updated 2025-02-09

  4

  61

  41

• LinkedIn Model Context

  Rayyan9477

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  security

  F

  license

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  quality

  A server that enables AI assistants to interact with LinkedIn programmatically for job searching, resume/cover letter generation, and managing job applications through standardized JSON-RPC requests.

  Last updated 2026-03-15

  16

• Gaia-Protocol

  KOSASIH

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  security

  A

  license

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  quality

  Gaia Protocol—a planetary DAO for global resource management using quantum-entangled ledgers and algorithmic governance.

  Last updated 2026-02-02

  6

  MIT

• TradeMemory Protocol

  mnemox-ai

  A

  security

  A

  license

  A

  quality

  An MCP server that provides AI trading agents with persistent, outcome-weighted memory to learn from historical performance and detect behavioral biases. It enables agents to automatically adjust strategies and optimize position sizing based on context-aware recall of past trade outcomes.

  Last updated 2026-04-10

  10

  502

  MIT