Discover Awesome MCP Servers

Elasticsearch MCP Server

Connects agents to Elasticsearch data using the Model Context Protocol, allowing natural language interaction with Elasticsearch indices through tools for listing indices, getting field mappings, performing searches, and viewing shard information.

UnityInfoMCP

A runtime inspection and automation toolkit that enables MCP clients to interact with live Unity game sessions through a dedicated bridge plugin. It allows users to browse scene hierarchies, inspect component fields, search text elements, and modify game object properties in real-time.

claude-mermaid

MCP Server to previewing mermaid diagrams. https://github.com/veelenga/claude-mermaid/

Android Project MCP Server

一个模型上下文协议（Model Context Protocol）服务器，它使得可以直接在 Visual Studio Code 中构建 Android 项目并运行测试，通过诸如 Cline 或 Roo Code 等扩展实现。

Gremlin Web Scraper MCP

A lightweight HTTP module that enables scraping visible text from any publicly accessible webpage, integrating directly with VS Code's MCP system.

Rag chatbot with a localhost MCP server

Okay, here's a translation of "Building an Rag-based HR chatbot for providing rules in workplace with MCP server" into Chinese, along with some considerations for clarity and nuance: **Option 1 (More Literal):** * **中文:** 构建一个基于RAG的HR聊天机器人，用于提供工作场所规则，使用MCP服务器。 * **Pinyin:** Gòujiàn yī gè jīyú RAG de HR liáotiān jīqìrén, yòngyú tígōng gōngzuò chǎngsuǒ guīzé, shǐyòng MCP fúwùqì. **Option 2 (Slightly More Natural, Emphasizing Purpose):** * **中文:** 创建一个基于RAG的HR聊天机器人，旨在利用MCP服务器提供工作场所的规章制度。 * **Pinyin:** Chuàngjiàn yī gè jīyú RAG de HR liáotiān jīqìrén, zhǐzài lìyòng MCP fúwùqì tígōng gōngzuò chǎngsuǒ de guīzhāng zhìdù. **Option 3 (More Detailed, Specifying "Retrieval-Augmented Generation"):** * **中文:** 开发一个基于检索增强生成 (RAG) 技术的HR聊天机器人，它将使用MCP服务器来提供公司内部的工作场所规章制度。 * **Pinyin:** Kāifā yī gè jīyú jiǎnsuǒ zēngqiáng shēngchéng (RAG) jìshù de HR liáotiān jīqìrén, tā jiāng shǐyòng MCP fúwùqì lái tígōng gōngsī nèibù de gōngzuò chǎngsuǒ guīzhāng zhìdù. **Explanation of Choices and Considerations:** * **RAG:** Keeping "RAG" as is is common in technical contexts, especially if the audience is familiar with the term. Option 3 explains it in full as "检索增强生成 (jiǎnsuǒ zēngqiáng shēngchéng)," which translates to "Retrieval-Augmented Generation." * **HR Chatbot:** "HR 聊天机器人 (HR liáotiān jīqìrén)" is a direct and understandable translation. * **Workplace Rules:** "工作场所规则 (gōngzuò chǎngsuǒ guīzé)" is a general term. "规章制度 (guīzhāng zhìdù)" is a more formal term for rules and regulations. "公司内部的工作场所规章制度 (gōngsī nèibù de gōngzuò chǎngsuǒ guīzhāng zhìdù)" is the most specific, meaning "internal company workplace rules and regulations." * **MCP Server:** Assuming "MCP" is an acronym that's not commonly translated, it's best to leave it as is. If it *is* an acronym that has a standard Chinese translation within your company or industry, use that translation instead. * **"Building" vs. "Creating" vs. "Developing":** "构建 (gòujiàn)," "创建 (chuàngjiàn)," and "开发 (kāifā)" are all reasonable translations of "building." "构建" is more like "constructing," "创建" is more like "creating," and "开发" is more like "developing." The best choice depends on the specific context. * **"For providing" vs. "Aimed at providing":** The phrases "用于提供 (yòngyú tígōng)" and "旨在利用...提供 (zhǐzài lìyòng...tígōng)" both work. The second option emphasizes the *purpose* of the chatbot. * **Clarity:** Option 3 is the most explicit, which is helpful if you need to be very clear about what you're doing. **Recommendation:** The best option depends on your audience and the level of detail required. * For a general audience familiar with technical terms: **Option 1** is a good starting point. * For a slightly more formal or detailed description: **Option 2** is a good choice. * For a technical audience or when you need to be very precise: **Option 3** is the most comprehensive. Remember to consider the specific context and your target audience when making your final decision. If you can provide more context about the project and the intended audience, I can refine the translation further.

ai-test-gen-poc

An AI-powered test script generator that uses Playwright MCP Server to generate test scripts in TypeScript using BDD-style prompts

Morphik MCP

Enables interaction with the Morphik multi-modal database system for document ingestion, retrieval, querying, and management. Supports text and file ingestion, semantic search with LLM-powered completions, and file system navigation with security controls.

Canvas MCP Server

Connects Canvas LMS to AI assistants, enabling users to list courses and retrieve assignment details through natural language. It features secure multi-institution support with encrypted token storage and a simplified setup process for students.

Jumpseller API MCP Server

An MCP Server that provides access to the Jumpseller e-commerce platform API, allowing users to interact with Jumpseller's functionality through natural language commands.

HexagonML ModelManager MCP Server

Provides a Model Context Protocol interface for HexagonML ModelManager tools, enabling interaction with machine learning model management functionality through natural language.

Advanced Hasura GraphQL MCP Server

Enables AI agents to interact with Hasura GraphQL endpoints to discover schema structures and execute queries or mutations. It provides specialized tools for table introspection, data previewing, and performing data aggregations through natural language.

Neon MCP Server

允许您使用 Claude Desktop 或任何 MCP 客户端，通过自然语言来完成与 Neon 相关的任务。

Bootpay Developer Docs MCP Server

Enables AI coding tools to search and retrieve Bootpay payment and commerce developer documentation, including integration guides and customer service manuals. It facilitates tasks such as payment linking, billing key issuance, and webhook configuration through natural language queries.

Weather Forecast Tool

使用 AI 代理和 MCP 服务器获取天气预报。

MCP DuckDuckGo Search Server

为LLM启用与DuckDuckGo搜索功能的集成，支持全面的网络搜索、区域过滤、结果类型和安全浏览，并具有缓存和可自定义的搜索参数。

DevContext

An autonomous MCP server providing project-centric context awareness through keyword analysis, relationship graphs, and structured metadata retrieval. It enables intelligent codebase understanding and task management workflows by continuously learning from development patterns and conversations.

LolByte MCP Server

Enables interaction with League of Legends game data through the Riot Games API. Allows users to query player statistics, match history, and game information using natural language.

Malaysia Open Data MCP

MCP server providing access to Malaysia's government datasets, dashboards, weather forecasts, and transport data through a unified search system and hybrid data access architecture.

Airtable MCP Server by CData

Airtable MCP Server by CData

ProAlpha MCP Server

A Model-Context-Protocol server that provides a read-only interface to ProAlpha MSSQL databases, automatically capturing database schemas and enabling data analysis through SQL queries.

Gemini CLI RAG MCP

Transforms static gemini-cli documentation into a queryable RAG service, enabling developers to ask questions about Gemini CLI in natural language and receive instant, accurate answers based on the official documentation directly within their workflow.

Web Tools MCP Server

A TypeScript server that provides web search and content fetching capabilities through Claude CLI integration, allowing Claude Desktop and other MCP clients to access real-time web information.

mcp-server-docker

Docker container, image, volume, network, and compose management from your AI assistant.

DataGov Israel MCP Server

以色列政府数据的MCP服务器

Zentao MCP Server

Enables direct integration with Zentao bug tracking systems through Cursor. Supports authentication, bug retrieval, searching, and listing operations for comprehensive bug management through natural language.

MCP App Test Value Picker Server

A debug tool for platform developers to verify that their MCP App hosts correctly implement protocol specifications like context injection and message sending. It provides a blind selection test to ensure seamless end-to-end communication between the UI, host, and model.

Gemini Image Generator MCP Server

镜子 (jìng zi)

TickTick MCP Server

An MCP server that enhances TickTick workflow by providing comprehensive task management tools with improved filtering capabilities, allowing AI assistants and MCP-compatible applications to interact with TickTick tasks with greater precision.