Discover Awesome MCP Servers

Deepseek-Thinking-Claude-3.5-Sonnet-CLINE-MCP

一个模型上下文协议服务器，它结合了 DeepSeek R1 的推理能力和 Claude 3.5 Sonnet 的响应生成能力，从而实现两阶段 AI 处理：DeepSeek 的结构化推理增强 Claude 的最终输出。

x402 Atlas

Enables AI agents to search and verify machine-payable HTTP 402/x402 APIs using live probe data, providing ranked results by liveness, uptime, price, and trustworthiness.

Testing Agent MCP Server

Provides self-healing UI/API test automation via Plan-Generate-Run-Heal cycle, exposing MCP tools for test platforms to trigger batches and retrieve reports.

MCP UJI Academic Server

Enables querying academic data such as subjects, degrees, locations, and schedules from Universitat Jaume I via MCP tools.

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.

trademe-tinymcp

A simple MCP server for interacting with Trade Me APIs, providing tools for connectivity testing and SDK integration.

Vehicle Database MCP Server

Enables access to comprehensive vehicle information including VIN decoding, license plate OCR, vehicle history checks (theft, title, salvage records), market valuations, specifications, and warranty data for vehicles across North America and Europe.

hamqth-mcp

MCP server for HamQTH.com — callsign lookup, DX cluster spots, Reverse Beacon Network, DXCC resolution, and more through any MCP-compatible AI assistant.

openmessage

MCP server for a local-first messaging workspace that integrates Google Messages, WhatsApp, and Signal. It enables reading, sending, searching messages, and managing conversations through MCP tools.

Feather MCP Server

Enables AI agents to automate Facebook lead generation and CRM tasks such as searching leads, sending friend requests, managing contacts, broadcasting messages, and tracking growth metrics.

grok-mcp

Exposes local Grok Build bridge as MCP stdio server, enabling code agents like Claude Code to run Grok models, check status, and manage runs.

Superpowers MCP Server

Provides access to the Superpowers skills library - expert-crafted workflows and best practices that guide AI assistants through proven techniques for coding tasks. Supports both community skills and custom personal skills.

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。

dataverse-mcp-server

MCP server for Microsoft Dataverse API with safe-by-default configuration. Works with any Dataverse / Dynamics 365 environment.

Spotify MCP

A FastMCP server that enables searching tracks, controlling playback (play, pause, skip), and retrieving currently playing content on Spotify via PKCE authentication.

dsh-vision

Provides image understanding capabilities via local OCR and cloud VLM, enabling text extraction and visual description through MCP.

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.

data-olympus MCP server

Provides a single-writer MCP server for a governance-grade knowledge base of markdown documents with version control and query capabilities.

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.

Lelly MCP Server

Connects Lelly.chat workspace with AI agents, offering tools for tasks, reminders, health tracking, CRM, knowledge base, finance, and spiritual journaling via MCP.

mcp-gmail

Enables interaction with Gmail through the Gmail API to read unread messages, retrieve email threads, and create draft replies programmatically. Supports OAuth authentication and automated email processing through natural language.

twitterapis

MCP server for the Twitter/X read API, enabling search, user profiles, tweets, followers, and more via natural language.

cerberus-mcp

An MCP server that provides ultra-efficient code exploration through AST analysis, reducing LLM token usage by up to 95% while enabling instant call graph generation and dependency analysis for massive codebases.

sessionmem

Local-first MCP server that watches your coding sessions and injects a compact summary at the start of each new session. 85.6% token reduction, SQLite storage, no cloud. Works with Claude Code, Cursor, Cline, and Windsurf.

QuickChart MCP Server

Generates and downloads charts using QuickChart.io through Claude Desktop and other MCP clients.

UniFi MCP Server

Control your UniFi network via AI with a lightweight 2-tool MCP server that supports both cloud and local UniFi controllers.

mcp-delegate

Enables delegating tasks to a separate, full agentic loop running on a different model, with its own tool access, returning only the final result.