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"Proof-of-Concept Examples for Multi-Component Processes (Model Context Protocol)" matching MCP servers:
- MIT
- -securityFlicense-qualityDemonstrates 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 updated1
- -securityFlicense-qualityA demonstration project that implements a Model Context Protocol (MCP) server with example tools for calendar, task management, and weather functionality in a Docker container.Last updated
- AsecurityAlicense-qualityAn MCP server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question for more comprehensive answers.Last updated278MIT
- AsecurityAlicenseAqualityArcadeDB Multi-Model Database, one DBMS that supports SQL, Cypher, Gremlin, HTTP/JSON, MongoDB and Redis. ArcadeDB is a conceptual fork of OrientDB, the first Multi-Model DBMS. ArcadeDB supports Vector Embeddings.Last updated10808Apache 2.0
- -securityAlicense-qualityA 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 updated1Apache 2.0
- -securityAlicense-qualityTamper-proof audit trail for AI decisions. 6 tools to record, verify, and export cryptographic proof chains via MCP.Last updated1Apache 2.0
- -securityAlicense-qualityAnalyzes React component changes by performing structural analysis and generating visual diffs to identify pixel-level differences. It integrates with Figma to validate implementation compliance against design specifications and automates component reviews across git branches.Last updatedMIT
- -securityFlicense-qualityProvides AI assistants with access to private React component library documentation, props, and code examples through type-safe TypeScript integration.Last updated
- -securityFlicense-qualityA stateful gateway server for AI applications that solves the memory limitations of Large Language Models by maintaining separate conversation contexts for each user.Last updated17
- -securityAlicense-qualityProvides 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 updated2MIT
- -securityFlicense-qualityA 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
CMR Model Context Protocolofficial
AsecurityFlicense-qualityAn 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 updated14- -securityFlicense-qualityA middleware server that intelligently routes AI model queries to appropriate data sources, providing contextual information to enhance AI responses.Last updated
- -securityFlicense-qualityAn MCP server for integrating AI models with client applications, allowing for structured interactions with APIs using command-line arguments for authentication and configuration.Last updated3,006
- -securityFlicense-qualityA server exposing intelligent tools for enhancing RAG applications with entity extraction, query refinement, and relevance checking capabilities.Last updated34
- AsecurityFlicense-qualityIntegration 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 updated178
- AsecurityAlicense-qualityEnables creating Spotify playlists based on text descriptions by connecting Cursor editor to Spotify's API through OAuth authentication.Last updated32MIT
- AsecurityFlicense-qualityA 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 updated375
- AsecurityFlicense-qualityAn 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 updated1671
- -securityAlicense-qualityA Model Context Protocol server that enables LLMs to interact directly with MongoDB databases, allowing users to query collections, inspect schemas, and manage data through natural language.Last updated3072MIT
- -security-license-qualityA TypeScript implementation of a Model Context Protocol server and client that enables interaction with language models (specifically Mistral running on Ollama).Last updated
- -securityFlicense-qualityA 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
Clicks Protocolofficial
AsecurityAlicenseAqualityAutonomous DeFi yield for AI agents on Base. Query APY rates, agent status, payment splits, and referral stats. 4 read-only tools + 1 resource.Last updated91MIT- AsecurityAlicense-qualityEnables 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 updated310695Apache 2.0
- -securityAlicense-qualityA 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 updated41MIT
- -securityAlicense-qualityA server that enables language models to perform web searches through SearXNG using the Model Context Protocol standard.Last updated1582MIT
- -securityFlicense-qualityA 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
- -securityAlicense-qualityEnables 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 updated11,943Apache 2.0
- -securityAlicense-qualityA 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 updated181MIT
- AsecurityAlicense-qualityA server that enables interaction with the Solana blockchain, providing access to over 40 Solana RPC methods including getting balances, transaction details, block information, and sending transactions.Last updated444MIT
- -securityAlicense-qualityThis 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 updated12MIT
- -securityFlicense-qualityA 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 updated1
- -securityFlicense-qualityA 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
- -securityFlicense-qualityImplements a secure message communication protocol for handling exchanges between the banking chatbot and Azure OpenAI, providing message queuing, reliability, and detailed logging.Last updated1
- -securityFlicense-qualityA server that allows AI models to interact with PostgreSQL databases through a standardized protocol, providing database schema information and SQL query execution capabilities.Last updated2
- AsecurityAlicense-qualityAllows 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 updated3106Apache 2.0
- -security-license-qualityA 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
- AsecurityFlicense-qualityIMCP - 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 realLast updated154JavaScript
- -securityAlicense-qualityAccess to many public datasets right from your LLM application.Last updated148MIT
- AsecurityAlicense-qualityAn MCP server that enables AI models to retrieve information from Ragie's knowledge base through a simple 'retrieve' tool.Last updated3087MIT
- AsecurityAlicense-qualityA bridge between large language models and Dutch parliamentary data, providing access to Dutch parliamentary documents, debates, and member information from the Tweede Kamer.Last updated14620MIT
- -securityAlicense-qualityA server that allows users to query and analyze cloud cost data from Cloudzero using natural language through Large Language Models.Last updated5MIT
- -securityAlicense-qualityA 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 updated8AGPL 3.0
- AsecurityAlicense-qualityA persistent memory system for Large Language Models (LLMs) that enables continuous learning and knowledge retention across sessions through the Model Context Protocol (MCP).Last updated2454MIT
- -securityFlicense-qualityA 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
- -securityAlicense-qualityA meta-server that aggregates multiple MCP servers into a single interface, reducing token usage by 98%+ through progressive tool discovery and direct code execution that processes data between tools without consuming context window space.Last updated169Apache 2.0
- -security-license-qualityA 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 updatedMIT
- Apache 2.0
