Discover Awesome MCP Servers

wiki-js-mcp

An MCP server for Wiki.js that enables AI agents to create, read, update, search, list, and move wiki pages via the GraphQL API. It supports surgical section updates and structured content management through named sections.

MolMIM MCP Server

Enables molecular generation, optimization, and analysis through NVIDIA MolMIM API. Supports generating drug-like molecules with desired properties, extracting molecular embeddings, and exploring chemical space around seed molecules.

Yandex Metrika MCP

A Model Context Protocol (MCP) server that provides access to Yandex Metrika analytics data through various tools and functions. This server allows AI assistants and applications to retrieve comprehensive analytics data from Yandex Metrika accounts.

Remote MCP Server Authless

A deployable MCP server on Cloudflare Workers that allows you to create and expose custom AI tools without requiring authentication.

Agentic Developer MCP

An MCP server that wraps OpenAI's Codex CLI to automate repository cloning and code analysis tasks. It enables users to execute complex coding requests on specific Git branches and subfolders using standardized MCP tools.

Git Polite

Enables AI agents to intelligently organize Git changes into clean, focused commits with autopilot mode or surgical line-by-line staging precision. Supports partial staging of untracked files and handles large diffs with smart truncation.

Reddit MCP Server

Enables AI agents to search, monitor, and analyze Reddit's communities and discussions through authenticated API access with intelligent caching and rate limiting.

MCP Conductor

An orchestration system that coordinates multiple MCP servers to eliminate AI session startup overhead through intelligent project caching. It enables instant context loading and conversation continuity by synchronizing data across Memory, Filesystem, Git, and Database MCPs.

MCP Cheat Engine Server

Provides safe, read-only access to memory analysis and debugging functionality through the Model Context Protocol, allowing users to examine computer memory for software development, security research, and educational purposes.

H1B Job Search MCP Server

Enables searching and analyzing H-1B visa sponsoring companies using U.S. Department of Labor data. Supports filtering by job role, location, and salary with natural language queries to find direct employers and export results.

seoagent

Agent-first SEO toolkit with 24 MCP tools for keyword research, rank tracking, site audits up to 50k pages, competitor analysis, content gap detection, domain reputation, backlink intelligence, Google Search Console integration, and AI-powered strategy generation with Claude, GPT, and Ollama. SQLite-backed and bring-your-own-key.

Models PLUS

Provides comprehensive AI model metadata through MCP, enabling search and filtering of 100+ AI models by capabilities, pricing, context length, and provider specifications.

Pearch

This project provides a tool for searching people using the Pearch.ai, implemented as a FastMCP service.

frappe-api-mcp

Enables interaction with Frappe and ERPNext sites through their REST API endpoints. It supports standard HTTP methods for performing CRUD operations and managing site data using natural language.

MCPStudio: The Postman for Model Context Protocol

For MCP (Minecraft Protocol) servers, using Postman directly isn't the typical workflow. The Minecraft protocol is a binary protocol, not a standard HTTP protocol that Postman is designed for. Postman excels at sending and receiving HTTP requests and displaying JSON, XML, or other text-based responses. However, you can use Postman in conjunction with a custom script or proxy to interact with an MCP server. Here's a breakdown of the approaches and considerations: **Why Postman Isn't Directly Compatible:** * **Binary Protocol:** The Minecraft protocol uses a custom binary format for communication. Postman is designed for text-based protocols like HTTP. * **Authentication:** Minecraft authentication is handled differently than standard web authentication. * **Stateful Connection:** Minecraft connections are typically stateful, maintaining a persistent connection between the client and server. Postman is designed for stateless requests. **Possible Approaches (with varying levels of complexity):** 1. **Custom Script/Proxy:** This is the most common and flexible approach. * **Concept:** You create a script (e.g., in Python, Node.js, Java) that acts as a proxy. This script: * Listens for HTTP requests from Postman. * Translates those HTTP requests into the appropriate Minecraft protocol packets. * Sends the packets to the MCP server. * Receives responses from the MCP server. * Translates the responses back into a format Postman can understand (e.g., JSON). * Sends the JSON response back to Postman. * **Example (Conceptual Python using `mcstatus` library):** ```python from flask import Flask, request, jsonify from mcstatus import JavaServer app = Flask(__name__) @app.route('/minecraft/status', methods=['GET']) def get_minecraft_status(): server_address = request.args.get('address', 'localhost:25565') # Get server address from Postman try: server = JavaServer.lookup(server_address) status = server.status() return jsonify({ "online": True, "players_online": status.players.online, "players_max": status.players.max, "version": status.version.name, "motd": status.description }) except Exception as e: return jsonify({"online": False, "error": str(e)}) if __name__ == '__main__': app.run(debug=True, port=5000) ``` * **Explanation:** * This Python code uses Flask to create a simple web server. * It uses the `mcstatus` library to query a Minecraft server. * The `/minecraft/status` endpoint accepts a server address as a query parameter. * It returns a JSON response with the server status. * **Postman Setup:** * In Postman, you would send a GET request to `http://localhost:5000/minecraft/status?address=yourserver.com:25565`. * Postman would display the JSON response from the Python script. * **Libraries:** * **Python:** `mcstatus`, `nbt`, `pymclevel` (for level data) * **Node.js:** `minecraft-protocol`, `prismarine-nbt` * **Java:** `minecraft-server-util` (for status pings), custom packet handling * **Pros:** Most flexible, allows you to implement any Minecraft protocol interaction. * **Cons:** Requires significant programming effort. You need to understand the Minecraft protocol. 2. **Pre-built Minecraft API (if available):** * Some Minecraft server implementations (e.g., some modded servers) might expose a REST API. If so, you can use Postman to interact with that API directly. * **Check the server documentation** to see if an API exists. * **Pros:** Easiest if an API is available. * **Cons:** Relies on the server providing an API, which is not standard. 3. **Wireshark (for Packet Analysis):** * While not directly using Postman, you can use Wireshark to capture and analyze the raw Minecraft protocol packets being sent between a Minecraft client and server. * This is useful for understanding the protocol and debugging your own implementations. * **Pros:** Excellent for understanding the protocol. * **Cons:** Doesn't allow you to send custom packets. **Important Considerations:** * **Minecraft Protocol Version:** The Minecraft protocol changes with each version of Minecraft. Make sure your script or library supports the correct version. * **Authentication:** You'll need to handle Minecraft authentication if you want to interact with a server that requires it. This typically involves using the Mojang authentication API. * **Server Security:** Be careful when sending custom packets to a Minecraft server. Malicious packets could potentially crash the server or cause other problems. * **Rate Limiting:** Some servers may have rate limits to prevent abuse. Be mindful of these limits when sending requests. **In summary:** Postman is not a direct tool for interacting with Minecraft servers due to the binary protocol. You'll need to use a custom script or proxy to translate between HTTP requests (from Postman) and the Minecraft protocol. The `mcstatus` library (in Python) provides a simple example for getting server status. For more complex interactions, you'll need to delve deeper into the Minecraft protocol and use more advanced libraries. If the server provides a REST API, that's the easiest way to interact with it using Postman. --- **Chinese Translation (Summary):** 由于 Minecraft 服务器使用二进制协议，Postman 无法直接与之交互。你需要使用自定义脚本或代理来在 HTTP 请求（来自 Postman）和 Minecraft 协议之间进行转换。`mcstatus` 库（在 Python 中）提供了一个获取服务器状态的简单示例。对于更复杂的交互，你需要深入研究 Minecraft 协议并使用更高级的库。如果服务器提供了 REST API，那是使用 Postman 与之交互的最简单方法。 (Simplified Chinese) 由于 Minecraft 服务器使用二进制协议，Postman 无法直接与之交互。你需要使用自定义脚本或代理来在 HTTP 请求（来自 Postman）和 Minecraft 协议之间进行转换。`mcstatus` 库（在 Python 中）提供了一个获取服务器状态的简单示例。对于更复杂的交互，你需要深入研究 Minecraft 协议并使用更高级的库。如果服务器提供了 REST API，那是使用 Postman 与之交互的最简单方法。

MCP Weather Server

A Model Context Protocol server that provides tools to fetch weather alerts for US states and forecasts based on latitude/longitude coordinates using the US National Weather Service API.

Open States API MCP Server

This MCP server enables interaction with the Open States API, allowing users to access legislative data from US state governments through natural language commands.

MCP-Crawl4AI

A Model Context Protocol server that enables AI systems to crawl and scrape the live web using Crawl4AI and headless Chromium. It provides tools for structured data extraction, deep site traversal, and session-aware workflows with LLM-optimized outputs like markdown.

Inoreader MCP Server

Enables intelligent RSS feed management and analysis through Inoreader integration. Supports reading articles, search, bulk operations, and AI-powered content analysis including summarization, trend analysis, and sentiment analysis.

Father-MCP

一个MCP服务器，使AI模型能够实现模型上下文协议，并提供完整的工具和文档。

mcp-bcrp

Provides access to over 5,000 macroeconomic indicators from the Banco Central de Reserva del Perú (BCRP) statistical database. It enables AI agents to search for indicators, fetch time-series data, and generate professional economic charts.

Context7 MCP Server

Context7 MCP 服务器 (Context7 MCP fúwùqì)

SeedDream 4.0 Replicate MCP Server

Enables high-quality image generation using Bytedance's SeedDream 4.0 model via Replicate, supporting bilingual prompts and high-resolution 2K outputs. It allows users to create photorealistic portraits and images with accurate text layout through simple natural language commands.

Cloud Video Intelligence API MCP Server

This server enables interaction with Google's Video Intelligence API for advanced video analysis, auto-generated using AG2's MCP builder to provide a standardized multi-agent interface.

Naver Search Docs MCP Server

Searches for official documentation using Naver Search API and filters results with Gemini AI to identify and return authoritative documentation URLs with descriptions.

Crypto Trader MCP Tool

Provides cryptocurrency market data using the CoinGecko API

Junos MCP Server

Enables LLM interactions with Juniper Junos network devices, allowing natural language access to device configuration, monitoring, and management operations through secure SSH connections.

Aare MCP

Enables formal verification of LLM outputs against compliance ontologies using Z3 SMT solver. Validates that AI-generated content adheres to regulatory requirements like HIPAA or mortgage compliance rules.

Ticketmaster Partner API

Enables discovery and search of Ticketmaster events, venues, and attractions with advanced filtering options including date ranges, location-based search, and event classifications through the Ticketmaster Partner API.

Claude MCP Slack

Enables secure downloading and access to Slack files and images using authenticated Bot User OAuth tokens. Integrates with Claude Code Action to allow Claude to analyze screenshots and files shared in Slack channels.