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The Model Context Protocol (MCP) is an open standard for AI model communication.
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AI servers

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  • EasyMCP

    17

    EasyMCP is a user-friendly client for the Model Context Protocol, enabling connection to SSE, NPX, and UV servers for interacting with various tools and integrating with the OpenAI API for

    Python
  • systemprompt-mcp-core

    16

    This repository hosts a Model Context Protocol (MCP) server for creating, managing, and extending AI agents through system prompt and tool management, integrating with systemprompt.io for seamless versioning and requiring

    TypeScript
  • CereBro

    16

    CereBro is a model-agnostic AI Agent Wrapper for .Net that supports the Model Context Protocol, allowing developers to write tools compatible with various AI models like OpenAI without code changes.

    C#
  • memtomem

    15

    Markdown-first, long-term memory infrastructure for AI agents. Hybrid BM25 + semantic search across markdown/code files via MCP.

    Python
  • mcp-server-unitycatalog

    15

    This repository provides a Model Context Protocol (MCP) server for Unity Catalog, enabling users to leverage Unity Catalog Functions as MCP tools, including listing, getting, creating, and deleting functions within Unity Catalog.

    Python
  • Langflow-DOC-QA-SERVER

    15

    This repository provides a Model Context Protocol (MCP) server for document question answering, leveraging Langflow to create a backend for querying documents. It offers a simple interface to interact with

    JavaScript
  • wiki-kb

    15

    MCP-powered knowledge base — Agent writes, humans read. Structured wiki with compiled truth, timeline, entity registry, and LLM audit.

    Python
  • peac

    14

    Portable signed proof for agent, API, and MCP interactions

    TypeScript
  • riza-mcp

    13

    This repository provides a MCP server implementation that wraps the Riza API, offering endpoints as individual tools for LLMs to securely execute code and manage tools on Riza's isolated code interpreter.

    JavaScript
  • mnemo-mcp

    11

    Persistent AI memory with hybrid search and embedded sync - open, free, unlimited

    Python
  • better-telegram-mcp

    11

    MCP server for Telegram (Bot API + MTProto) - composite tools optimized for AI agents

    Python
  • mcp-sdk-rs

    9

    This Rust SDK provides a work-in-progress implementation of the Model Context Protocol (MCP) for AI model communication. It offers features like multiple transport layers, async support, type-safe message handling, and

    Rust
  • mcp-example

    9

    This repository provides a Model Context Protocol (MCP) implementation, demonstrating local and remote tool calling with examples, schema validation, and integration with AWS Bedrock, showcasing AI-assisted development. This repository provides

    Python
  • opendota-mcp-server

    8

    This repository provides an MCP server for accessing OpenDota API data, enabling LLMs and AI assistants to retrieve real-time Dota 2 statistics, match data, and player information through a standard interface.

    Python
  • wildfly-mcp

    8

    The WildFly MCP repository provides tools for integrating WildFly servers with Generative AI, including a MCP server, a chat bot, container images, a protocol gateway, and a wait server to

    Java
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