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

    14

    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
  • systemprompt-mcp-core

    13

    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
  • mcp-typesense-server

    13

    This repository provides a Model Context Protocol (MCP) server, enabling AI models to access Typesense search capabilities for discovering, searching, and analyzing data within Typesense collections. This repository provides a

    TypeScript
  • riza-mcp

    11

    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
  • mcp-aiven

    10

    This repository provides an Aiven Model Context Protocol (MCP) server, enabling Large Language Models to interact with Aiven services like PostgreSQL, Kafka, and OpenSearch. It offers tools for managing Aiven

    Python
  • mcp-sdk-rs

    8

    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
  • eunomia-mcp-server

    7

    Eunomia MCP Server is a deprecated extension of the Eunomia framework that integrates Eunomia instruments with MCP servers for data governance orchestration in LLM applications. A new integration is coming soon.

    Python
  • mcp-code-indexer

    7

    MCP server that tracks file descriptions across codebases, enabling AI agents to efficiently navigate and understand code through searchable summaries and token-aware overviews.

    Python
  • bedrock-multimodal-batch-inference

    6

    Explore the use of Amazon Bedrock's batch inference capabilities with multimodal models like Anthropic Claude 3.5 Sonnet to generate cost-effective bulk image descriptions.

    Jupyter Notebook
  • wildfly-mcp

    6

    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
  • prompt_generator

    5

    Anthropic prompt generator. Giving a task description string (e.g. Write me an email) and optional prompt variable string list (e.g. [COMPANY_NAME]. If empty Claude will pick variables, it'd generate

    Python
  • YetAnotherUnityMcp

    5

    YetAnotherUnityMcp is a Unity Master Control Protocol implementation enabling AI agents to control Unity through a .NET/C# plugin and a Python MCP client, facilitating real-time interaction. YetAnotherUnityMcp is a Unity

    C#
  • opendota-mcp-server

    4

    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
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