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qualityA stateful gateway server for AI applications that solves the memory limitations of Large Language Models by maintaining separate conversation contexts for each user.
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"A server for creating MCP (Model Context Protocol) servers" matching MCP servers:
- -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
- -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
- -securityFlicense-qualityA middleware server that intelligently routes AI model queries to appropriate data sources, providing contextual information to enhance AI responses.Last updated
- -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
- -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
- -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
- -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
- 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
- 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
- -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
- AsecurityAlicense-qualityEnables creating Spotify playlists based on text descriptions by connecting Cursor editor to Spotify's API through OAuth authentication.Last updated32MIT
- -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
- 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
- AsecurityAlicense-qualityAn MCP server that enables AI models to retrieve information from Ragie's knowledge base through a simple 'retrieve' tool.Last updated3087MIT
- -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-qualityA server that enables language models to perform web searches through SearXNG using the Model Context Protocol standard.Last updated2202MIT
- -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
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 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
- -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
- 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-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-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
- -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 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
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- -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
- 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
- -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
- -securityAlicense-qualityA server that allows users to query and analyze cloud cost data from Cloudzero using natural language through Large Language Models.Last updated5MIT
- 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
- 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
- -securityFlicense-qualityAn 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 updated1,277
- AsecurityFlicense-qualityA Node.js and TypeScript server project that provides a simple starter example with Express.js web server, supporting hot-reload, testing, and modular structure.Last updated241
- -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
- -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
- 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-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-qualityEnables schema-aware exploration of JSON data by uploading samples, flattening nested structures, and using heuristic search with token overlap and fuzzy matching to find field paths for target names, accelerating ETL and API onboarding workflows.Last updated
- AsecurityFlicense-qualityA 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 updated46141
- -securityAlicense-qualityAccess to many public datasets right from your LLM application.Last updated148MIT
- -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
- -securityAlicense-qualityA template for deploying MCP servers on Vercel with serverless functions. Includes example tools for rolling dice and fetching weather data to demonstrate basic tool implementation and API integration patterns.Last updatedMIT
- -securityFlicense-qualityA 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 updated6
- Apache 2.0
- -securityFlicense-qualityA 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 updated16
- -securityAlicense-qualityProvides 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 updated23MIT
- -securityAlicense-qualityA simple MCP server implementation that provides AI models with basic Solana RPC methods and helpful development prompts.Last updated243MIT
