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Model Context Protocol Directory

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The Model Context Protocol (MCP) is an open standard for AI model communication.
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  • 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
  • pattern8

    7

    Enforce zero-trust rules for AI agents to prevent hallucinations, unsafe actions, and policy bypasses

    Python
  • wildfly-mcp

    7

    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
  • brasil-api-mcp-server

    7

    This repository provides a server to seamlessly query BrasilAPI data, including postal codes, banks, and holidays, through a unified interface for AI agents and applications. It enhances access to rich

    TypeScript
  • bedrock-multimodal-batch-inference

    7

    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
  • twitch-mcp

    7

    This repository provides a Twitch MCP server, inspired by Max Rydahl Andersen's blog post, enabling integration with Twitch chat using Quarkus. It allows users to interact with tools via Twitch using JBang.

  • skills

    6

    The open catalog of AI agent skills — 1,100+ security-scanned skills for Claude Code, Cursor, Codex, and more.

    Shell
  • laravel-artisan-mcp

    6

    This repository provides a Model Context Protocol (MCP) server that securely executes whitelisted Laravel Artisan commands from AI assistants like Claude, bridging natural language conversations with local Laravel project management.

    Python
  • prompt_generator

    6

    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
  • md2doc-mcp

    6

    A Model Context Protocol (MCP) server that converts Markdown text to DOCX format using an external conversion service.

    Python
  • unifai-mcp-server

    6

    This repository's UnifAI MCP servers have been migrated into the UnifAI SDKs, specifically the TypeScript and Python SDKs, for streamlined tool integration within MCP clients. This repository's UnifAI MCP servers

  • twitter-scraper-mcp

    6

    This repository provides an MCP server for interacting with Twitter, allowing users to retrieve tweets by ID and post new tweets using the agent-twitter-client library and FastMCP framework.

    JavaScript
  • discourse-mcp-server

    5

    This repository provides a Node.js server that implements the Model Context Protocol (MCP) for searching posts on a Discourse forum, enabling integration with tools like Claude Desktop. This repository provides

    JavaScript
  • wet-mcp

    5

    MCP server for web search, content extraction, and documentation indexing

    Python
  • mcp-example

    5

    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
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