awesome mcp servers

awesome mcp servers

令人敬畏的模型上下文协议（MCP）服务器的精选列表。

• 什么是MCP？
• 客户
• 教程
• 社区
• 传奇
• 服务器实现
• 框架
• 技巧和窍门

什么是MCP？

MCP是一个开放协议，它使AI模型能够通过标准化的服务器实现与本地和远程资源安全交互。该列表重点介绍了可以进行生产和实验性的MCP服务器，该服务器通过文件访问，数据库连接，API集成和其他上下文服务扩展AI功能。

客户

结帐很棒的mcp-clients和glama.ai/mcp/clients。

提示

Glama Chat是具有MCP支持和AI网关的多模式AI客户端。

教程

• 模型上下文协议（MCP）QuickStart
• 设置Claude Desktop应用程序使用SQLITE数据库

社区

• R/MCP Reddit
• Discord服务器

传奇

• ?️-官方实施

• 编程语言

  • ? – Python代码库
  • ? – 打字稿（或JavaScript）代码库
  • ?️-GO代码库
  • ? – 生锈代码库
  • ＃q＃＃代码库
  • ☕ -Java代码库
  • ? – C/C ++代码库
  • ?-红宝石代码库

• 范围

  • ☁️-云服务
  • ?-本地服务
  • ?-嵌入式系统

• 操作系统

  • ? – Macos
  • ? – 对于Windows
  • ?-对于Linux

笔记

对本地?vs云☁️感到困惑？

• 当MCP服务器与本地安装的软件交谈时，请使用本地，例如控制Chrome浏览器。
• 当MCP服务器与远程API（例如天气API）对话时，请使用网络。

服务器实现

笔记

现在，我们有一个基于Web的目录，该目录与存储库同步。

• ?-聚合器
• ?-艺术与文化
• – 浏览器自动化
• ?-生物学和生物信息学
• ☁️-云平台
• ?‍-代码执行
• ?-编码代理
• – 命令行
• – 沟通
• ?-客户数据平台
• ?️-数据库
• – 数据平台
• ?-交付
• – 开发人员工具
• ?-数据科学工具
• ?-嵌入式系统
• – 文件系统
• ? -Finance＆Fintech
• ?-游戏
• ?-知识和记忆
• ?️-位置服务
• – 营销
• – 监视
• ?-多媒体过程
• ?-搜索和数据提取
• – 安全
• – 社交媒体
• ?-运动
• – 支持和服务管理
• ?-翻译服务
• – 文本到语音
• ?-旅行与运输
• – 版本控制
• ?-工作场所和生产力
• – 其他工具和集成

?聚合器

通过单个MCP服务器访问许多应用程序和工具的服务器。

• 1MCP/agent?☁️???-统一的模型上下文协议服务器实现，将多个MCP服务器汇总为一个。
• duaraghav8/mcPjungle?️?-企业AI代理的自托管MCP服务器注册表
• Glenngillen/MCPMCP -Server☁️??? -MCP服务器列表，因此您可以询问客户端可以使用哪个服务器来改善日常工作流程。
• HAMFLX/IMAGEN3 -MCP????-使用Google的Imagen 3.0 API通过MCP进行的强大图像生成工具。从文本提示中生成高质量的图像，并具有先进的摄影，艺术和逼真的控制。
• Julien040/AnyQuery?️?☁️-使用SQL的一个二进制问题查询40多个应用程序。它还可以连接到您的PostgreSQL，MySQL或SQLite兼容数据库。当地首先和私人设计。
• metatool-ai/metatool-app?️???????????-MetAMCP是管理您与GUI的MCP连接的统一中间件MCP服务器。
• MindSDB/MindSDB-将各个平台和数据库的数据与MindSDB一起连接并统一数据，作为单个MCP服务器。
• PIPEDREAMHQ/PIPEDREAM☁️?-与2,500个API连接使用8,000多个预构建工具，并在您自己的应用程序中为用户管理服务器。
• SITBON/MAGG??☁几前 – MAGG：一种用作通用枢纽的元MCP服务器，允许LLMS自主发现，安装和协调多个MCP服务器 – 本质上是AI助手可以扩展其自身功能的功能。
• Surescaleai/OpenAi-GPT-Image-MCP?️-OpenAI GPT Image Generation/Editing MCP服务器。
• SXHXLIANG/MCP-ACCESS-POINT?️??????????-一单击即可将Web Service转换为MCP服务器，而无需更改任何代码。
• ThelunarCompany/lunar＃MCPX?☁☁几早 – MCPX是一个准备生产的，开源的网关，可大规模管理MCP服务器 – 将工具发现，访问控制，呼叫优先级和用法跟踪以简化代理工作流程。
• Tigranbs/McGravity??-一种用于将多个MCP服务器构成一个统一端点的代理工具。通过跨多个MCP服务器的负载平衡请求来扩展您的AI工具，类似于NGINX在Web服务器上的工作方式。
• VERITEKNIK/PLAIGENIN-MCP-PROXY??-一款综合代理服务器，将多个MCP服务器组合为具有广泛可见性功能的单个接口。它提供了跨服务器的工具，提示，资源和模板的发现和管理，以及在构建MCP服务器时调试的操场。
• WayStation -AI/MCP☁️??-无缝且安全地将Claude Desktop和其他MCP主机连接到您喜欢的应用程序（概念，Slack，星期一，周一，可动用等）。花费不到90秒。
• wegotdocs/Open-MCP????-将Web API在10秒内将其添加到开源注册表中：https：//open-mcp.org

?艺术和文化

访问和探索艺术收藏，文化遗产和博物馆数据库。使AI模型能够搜索和分析艺术和文化内容。

• 8ensmith/MCP-open-library?☁️-开放库API的MCP服务器，使AI助手可以搜索书籍信息。
• Abhiemj/Manim-MCP-Server???-一种本地使用Manim生成动画的本地MCP服务器。
• Ahujasid/Blender -MCP? -MCP服务器用于搅拌机
• 燃烧/视频编辑MCP?-添加，分析，搜索和生成视频丛林集合中的视频编辑
• Cantian-ai/Bazi-MCP?☁资源
• cswkim/discogs-mcp-server?️-MCP服务器与Discogs API交互
• DIIVI/ASEPRITE -MCP? -MCP服务器使用ASEPRITE API创建Pixel Art
• Djalal/Quran-MCP-Server?️MCP服务器通过官方REST API V4与Quran.com语料库进行交互。
• Mikechao/Metmuseum -MCP?️-大都会艺术博物馆收集API集成，以搜索和展示艺术品在该系列中。
• octoverywhere/mcp＃quate- 3D打印机MCP服务器，允许获得实时打印机状态，网络摄像头快照和打印机控件。
• OMNI-MCP/ISAAC-SIM-MCP?️-MCP服务器和扩展程序启用NVIDIA ISAAC SIM，LAB，OPENUSD和ETK的自然语言控制
• Patrickpalmer/MayAMCP? -MCP服务器适用于Autodesk Maya
• R-Huijts/Oorlogsbronnen-MCP?️-Oorlogsbronnen（战争来源）API集成，用于访问荷兰的历史二战记录，照片和文件（1940-1945）
• r-huijts/rijksmuseum-MCP?️-Rijksmuseum api集成用于艺术品搜索，详细信息和收藏
• samuelgursky/davinci-resolve-mcp?-Davinci Resolve的MCP服务器集成为视频编辑，颜色分级，媒体管理和项目控制提供了强大的工具
• Yuna0x0/Anilist -MCP?☁️-MCP服务器集成了动漫和漫画信息的Anilist API

生物学，医学和生物信息学

• Genomcology/Biomcp?☁️-生物医学研究MCP服务器，可访问PubMed，ClinicalTrials.gov和MyVariant.info。
• 长寿基因/biothings-MCP?️-MCP服务器与Biothings API相互作用，包括基因，遗传变异，药物和分类信息。
• Longevity-genie/gget-Mcp?☁️-MCP服务器提供了一个功能强大的生物信息学工具包用于基因组学查询和分析，并包装了流行的GGET库。
• Longevity-Genie/OpenGenes-MCP?️?☁️-MCP服务器用于OpenGenes项目的可查询数据库，用于老化和寿命研究。
• longevity-genie/synergy-age-mcp?️?☁️-MCP服务器用于长寿的协同和拮抗遗传相互作用的协同数据库。

浏览器自动化

Web内容访问和自动化功能。以AI友好的格式启用搜索，刮擦和处理Web内容。

• 34892002/bilibili-MCP-JS?-MCP服务器支持搜索比利比利内容。提供Langchain集成示例和测试脚本。
• Agent-Infra/MCP-Server-browser?-使用Puppeteer的浏览器自动化功能，都支持本地和远程浏览器连接。
• AutomatAlabs/MCP-Server-Playwright?-使用Playwright的MCP服务器用于浏览器自动化
• BlackWhite084/Playwright-Plus-Python-MCP?-MCP Python服务器使用剧作家进行浏览器自动化，更适合LLM
• browserbase/mcp-server-browserbase the-browser-browserbase?歌 – 在云中自动化浏览器交互（例如Web导航，数据提取，表单填充等）
• browsermcp/mcp??-自动化本地铬浏览器
• Co-Browser/browser-use-use-mcp-server?-浏览器使用将其包装为带有SSE传输的MCP服务器。包括一个Dockerfile，可以在Docker + VNC服务器中运行Chromium。
• EAT-PRAID-AI/YUTU?️????-YouTube功能齐全的MCP服务器和CLI可自动化YouTube操作
• 执行式/剧作家MCP-Server?-MCP服务器使用playwright进行浏览器自动化和网络处理
• EYALZH/浏览器 – 控制MCP??-MCP服务器与浏览器扩展程序配对，使LLM客户端能够控制用户的浏览器（Firefox）。
• FRADSER/MCP-Server-Apple-Reminders??-MCP服务器，用于与MacOS上的Apple提醒交互
• GetRupt/Ashra -MCP??-从任何网站提取结构化数据。提示并获得JSON。
• kimtaeyoon83/mcp-server-youtube-transcript-?️-获取YouTube字幕和笔录以进行AI分析
• KIMTTH/MCP-AOAI-WEB-browsing??-使用Azure OpenAI和playwright的最小服务器/客户端MCP实现。
• lightpanda -io/gomcp?/☁访/??/? -MCP服务器in Lightpanda，for Lightpanda，for Lightpanda，这是为Web自动化设计的超快速无头浏览器
• Microsoft/Playwright MCP-官方Microsoft Playwright MCP服务器，使LLMS能够通过结构化可访问性快照与网页交互
• ModelContextProtocol/Server -PuppeTeer? -Web刮擦和交互的浏览器自动化
• Ndthanhdev/MCP-browser-kit??-用于与清单V2兼容浏览器进行交互的MCP服务器。
• Ndthanhdev/MCP-browser-kit??-MCP服务器，使AI助手可以与本地浏览器进行交互。
• promative_sh/web-eval-agent??-一种自主调试Web应用程序的MCP服务器，使用浏览器使用浏览器代理
• PSKILL9/Web -Search?? -MCP服务器，可使用Google搜索结果启用免费的Web搜索，而无需API键。
• recursechat/mcp-server-apple-shortcuts???-与Apple快捷键集成的MCP服务器集成
• XSPADEX/BILIBILI-MCP?-基于FASTMCP的工具，可捕获Bilibili的趋势视频，并通过标准的MCP接口曝光。
• ROVERVHUB/MCP-browser-agent?-模型上下文协议（MCP）集成，可为Claude Desktop提供具有自动浏览器自动化功能的Claude桌面。

☁️云平台

云平台服务集成。实现管理和与云基础架构和服务的互动。

• 4Everland/4everland-onstring-MCP?️???????-MCP服务器实现4Everland托管，启用AI生成的代码即可将AI生成的代码置于分散的存储网络，例如Greenfield，IPFS和ARWEAVE。
• AASHARI/MCP-SERVER-AWS-SSO SO?☁资源 – AWS单登录（SSO）集成使AI系统通过启动SSO登录，列表帐户/角色并使用临时凭据执行AWS CLI命令，使AI系统能够与AWS资源安全地交互。
• Alexbakers/MCP -IPFS?☁️-IPFS存储的上传和操纵
• Alexei-led/aws-MCP-Server?☁️-轻巧但功能强大的服务器，使AI助手可以执行AWS CLI命令，使用UNIX管道，并将及时模板应用于安全的Docker环境中的常见AWS任务，并具有多工程结构支持
• Alexei-led/k8s-MCP-Server?-一款轻巧但可靠的服务器，授权AI助手在安全的Docker环境中使用UNIX PIESES安全地执行Kubernetes CLI命令（Kubectl，Helm，IstioCtl和ArgoCD），并具有多个Architectect。
• Aliyun/alibaba-cloud-ops-Mcp-Server?️?☁️-一款MCP服务器，使AI助手可以在阿里巴巴云上运行资源，支持ECS，云监视器，OOS，OOS和广泛使用的云产品。
• AWSLABS/MCP?️☁️-与AWS服务和资源无缝集成的AWS MCP服务器。
• BRIGHT8192/ESXI-MCP-SERVER基于MCP（模型控制协议）的VMware ESXI/Vcenter Management Server，为虚拟机管理提供了简单的REST API接口。
• Cloudflare/MCP-Server-Cloudflare?️?️-与Cloudflare服务集成，包括工人，KV，R2和D1
• Cyclops-UI/MCP-Cyclops?️?️?️-MCP服务器，允许AI代理通过独眼巨人抽象来管理Kubernetes资源
• ElementFM/MCP?️??☁️-开源播客托管平台
• Erikhoward/adls-MCP-Server?️/?-MCP服务器用于Azure Data Lake Storage。它可以执行管理容器，在容器文件上读取/写入/上传/下载操作并管理文件元数据。
• Flux159/MCP-Server-Kubernetes?☁️/?-用于POD，部署，服务的Kubernetes群集操作的打字稿实现。
• Hardik-ID/Azure-Resource-Graph-MCP-Server?☁️/?-用于查询和分析Azure Resource图的模型上下文协议服务器，使AI助手可以探索和监视Azure基础架构。
• JDUBOIS/Azure-CLI-MCP- Azure CLI命令行周围的包装器，可让您直接与Azure交谈
• Johnneerdael/netskope -MCP☁️-MCP，可在Netskope私人访问环境中访问所有Netskope私人访问组件，包括详细的设置信息和有关使用的LLM示例。
• LiveBlocks/liveBlocks-MCP-Server?️?☁️-创建，修改和删除LiveBlocks的不同方面，例如房间，线程，评论，通知等。此外，它还读取了对存储和YJS的访问。
• manusa/kubernetes mcp服务器?️?a-功能强大的kubernetes mcp服务器，并为OpenShift提供了额外的支持。除了为任何Kubernetes资源提供CRUD操作外，该服务器还提供了与群集交互的专用工具。
• Nebula-block-data/Nebulablock-MCP-Server?-与FastMCP库集成，以公开全范围的Nebulablock API功能作为可访问的工具
• nwiizo/tfmcp -? -?-允许AI助手管理和操作Terraform环境，启用阅读配置，分析计划，应用配置和管理Terraform状态的Terraform MCP服务器。
• Portainer/Portainer -MCP?️/?-一款功能强大的MCP服务器，使AI助手可以与Portainer实例无缝互动，从而为容器管理，部署操作和基础架构监视功能提供自然语言访问权限。
• PULUMI/MCP -SERVER?️? -MCP服务器用于使用Pulumi Automation API和Pulumi Cloud API与PULUMI进行交互。使MCP客户端可以执行诸如检索软件包信息，预览更改，部署更新以及以编程方式检索堆栈输出之类的PULUMI操作。
• Pythonanywhere/Pythonanywhere MCP-Server?-MCP服务器实现了Pythonanywhere云平台。
• Qiniu/Qiniu-MCP-Server?☁️-建立在Qiniu Cloud产品上的MCP，支持访问Qiniu Cloud Storage，媒体处理服务等。
• REDIS/MCP-REDIS-CLOUD?☁️-使用自然语言毫不费力地管理Redis云资源。创建数据库，监视订阅，并使用简单命令配置云部署。
• REZA-GHOLIZADE/K8S-MCP-SERVER?️/?-KUBERNETES模型上下文协议（MCP）服务器，可通过标准化的界面（包括API资源发现，资源管理，Pod Logs，cod logs，cod logs，artrics和Everts）通过标准化的界面与Kubernetes簇进行交互的工具。
• Rohitg00/kubectl-Mcp-server?️/?-用于Kubernetes的模型上下文协议（MCP）服务器，使AI助手能够通过自然语言与Claude，Cursor和其他人这样的AI助手与Kubernetes群集交互。
• Silenceper/MCP-K8S?️/?-MCP-K8S是AI驱动的Kubernetes资源管理工具，可让用户通过自然语言交互中的Kubernetes群集中的任何资源操作，包括天然资源（例如部署，服务，服务）和自定义资源（CRD）。无需记住复杂命令 – 只需描述您的需求，AI将准确执行相应的群集操作，从而大大提高了Kubernetes的可用性。
• stackloklabs/mkp?️☁️-MKP是Kubernetes的模型上下文协议（MCP）服务器，允许LLM驱动的应用程序与Kubernetes群集进行交互。它提供了通过MCP协议列出和应用Kubernetes资源的工具。
• stackloklabs/mkp?️/?-用于Kubernetes的型kontext协议服务器，允许LLM驱动的应用程序通过直接API集成和全面的资源管理通过本机GO实现与Kubernetes簇进行交互
• Stackloklabs/ocireg-Mcp?️☁️-基于SSE的MCP服务器，允许LLM驱动的应用程序与OCI注册表进行交互。它提供了用于检索有关容器图像，列表标签等信息的工具。
• strowk/mcp-k8s-go?️/?歌 – 库伯尼特群集操作通过MCP
• ThunderboltsID/MCP-Nutanix?️?/☁️-基于GO基于MCP服务器，用于与Nutanix Prist中心资源接口。
• 三部曲组/AWS-PRICER-MCP?️/?-呼叫获得最新的EC2定价信息。快速地。由预先放置的AWS定价目录提供支持。
• VMLIA/BOOKS-MCP-SERVER?☁️-这是用于查询书籍的MCP服务器，可以在Conson MCP客户端（例如Cherry Studio）中应用。
• weibaohui/k8m?️/?-提供MCP多群集Kubernetes管理和操作，具有管理接口，日志记录以及近50个内置工具，涵盖了常见的Devops和开发方案。支持标准资源和CRD资源。
• weibaohui/kom?️/?-提供MCP Multi -Cluster Kubernetes管理和操作。它可以将其作为SDK集成到您自己的项目中，并包含近50个涵盖常见DevOps和开发方案的内置工具。支持标准资源和CRD资源。
• Wenhuwang/MCP-K8S-EYE?️☁️/?-用于Kubernetes管理的MCP服务器，并分析您的群集，应用程序健康

?‍代码执行

代码执行服务器。允许LLM在安全环境中执行代码，例如用于编码代理。

• alfonsogroaziano/node-code-sandbox-mcp?? – 一个node.js mcp服务器，该服务器旋转隔离的基于docker的沙盒，用于执行JavaScript片段，并使用在线npm依赖性安装和干净的拆卸拆除
• Ckanthony/OpenAPI-MCP?️☁️-OpenAPI-MCP：Dockerized MCP服务器允许您的AI代理访问具有现有API文档的任何API。
• GWBISCHOF/FOUSOURCE -MCP?☁️-给您的AI助手自己的AI助手。例如：“您能要求Openai生成狗的图像吗？”
• HileamLakb/Prims????? – Python运行时解释器MCP Server，该服务器在隔离环境中执行用户提交的代码。
• Ouvreboite/OpenApi-to-MCP＃quate-Weight MCP服务器可使用其OpenAPI规范访问任何API。支持OAuth2和完整的JSON模式参数并请求主体。
• pydantic/pydantic-ai/mcp-run-python??-通过MCP工具调用在安全的沙箱中运行Python代码
• R33DRICHARDS/MCP -JS??? -JavaScript代码执行沙盒，该执行使用V8隔离AI在本地生成AI生成的JavaScript而不会害怕。支持持续会议的堆快照。
• yepcode/mcp-server-js?️??址 – 在安全可扩展的沙盒环境中执行任何LLM生成的代码，并使用JavaScript或Python创建自己的MCP工具，并全力支持NPM和PYPI软件包
• 匕首/容器使用?️????-用于编码代理的容器化环境。多个代理可以独立工作，在新鲜的容器和GIT分支中孤立。没有冲突，许多实验。完整的执行历史记录，终端访问代理环境，git工作流程。任何代理/型号/下层堆栈。

?编码代理

完整的编码代理，使LLMS能够完全自主读取，编辑和执行代码并求解一般编程任务。

• DoggyBee/MCP-Server-leetcode?☁️-一款MCP服务器，使AI模型能够搜索，检索和求解leetcode问题。支持元数据过滤，用户配置文件，提交和竞赛数据访问。
• Ezyang/codemcp?-编码代理，具有基本读取，写入和命令行工具。
• gabrielmaialva33/winx-Code-agent??-代码代理WCGW的高性能生锈重新实现，通过MCP为LLMS提供外壳执行和高级文件管理功能。
• Jinzcdev/LeetCode-MCP-Server?️-MCP服务器可自动访问LeetCode的编程问题，解决方案，提交和公共数据，并具有可选的用户特异性特征（例如，注释）的可选身份验证，并支持Leetcode.com（Global）和Leetcode.com（Global）和Leetcode.com（Global）和中国（中国）站点。
• Juehang/vscode-MCP-Server?-MCP服务器允许AI（例如Claude）从VS Code工作区中的目录结构中读取，请参阅Linter（S）和语言服务器提出的问题，读取代码文件，并进行编辑。
• Micl2e2/code-to-to-tree??????-单二进制MCP服务器，将源代码转换为AST，而不论语言如何。
• ORAIOS/SERENA??-一种功能齐全的编码代理，使用语言服务器依赖符号代码操作。
• PDAVIS68/REPOMAPPER??-MCP Server（和命令行工具），可通过相关性顺序提供来自存储库中聊天相关文件的动态映射。基于aider.chat中的“ repo映射”功能
• Rinadelph/Agent-MCP??-使用MCP创建多代理系统的框架，以协调AI协作，具有任务管理，共享上下文和RAG功能。
• stippi/code -sassistant?-编码代理，带有基本列表，读取，替换_in_file，写入，execute_command和Web搜索工具。同时支持多个项目。
• tiianhk/maxmsp-mcp-server???-max（max/msp/jitter）的编码代理，这是一种用于音乐和多媒体的视觉编程语言。
• vertexstudio/开发人员????-综合开发人员工具用于文件编辑，壳命令执行和屏幕捕获功能

命令行

运行命令，捕获输出并以其他方式与外壳和命令行工具进行交互。

• AutomateYournetwork/pyats_mcp -Cisco Pyats服务器启用与网络设备的结构化的，模型驱动的交互。
• Aymericzip / intlayer?☁️?-一款MCP服务器，通过用于Intlayer I18N / CMS工具的AI驱动帮助增强您的IDE：Smart CLI访问，访问DOCS。
• Ferrislucas/iterm -MCP-一个模型上下文协议服务器，可提供对ITERM的访问。您可以运行命令并询问有关您在ITERM终端中看到的内容的问题。
• g0t4/mcp-server-commands??-使用run_command和run_script工具运行任何命令。
• Maxim -Saplin/MCP_SAFE_LOCAL_PYTHON_EXECUTOR-基于HF Smolagents localpythonexecutor的安全Python解释器
• MISIEKTOJA/KILL-PROCOSES-MCP?????-列表和通过自然语言查询终止操作系统
• mladensu/cli-mcp-server?-命令行接口，具有安全执行和可自定义的安全策略
• othaneblial/term_mcp_deepseek??-端子的DeepSeek MCP式服务器
• Sonirico/McP -shell – ?️??????????? MCP服务器可以安全地，可调地运行shell命令，并在像Docker这样的孤立环境上按需运行。
• TUFANTUNC/SSH -MCP? -MCP服务器通过模型上下文协议公开了Linux和Windows服务器的SSH控件。使用密码或SSH密钥身份验证安全执行远程外壳命令。
• TUMF/MCP-SHELL-SERVER-实现模型上下文协议（MCP）的安全外壳命令执行服务器
• Wonderwhy-er/desktopCommandermcp?????-瑞士刀刀，可以管理/执行程序并读取/write/witl/search/edity代码和文本文件。

沟通

与通信平台集成，用于消息管理和渠道操作。使AI模型可以与团队交流工具进行交互。

• Abdelstark/NoStr -MCP☁️-允许与NoStr进行交互，启用发布注释等的NOSTR MCP服务器。
• adhikasp/mcp -twikit?☁️-与Twitter搜索和时间表互动
• AgentMail -ToolKit/MCP?-MCP服务器可以随时创建收件箱，以发送，接收和采取电子邮件采取措施。我们不是电子邮件代理，而是AI代理的电子邮件。
• areweai/tsgram -mcp -tsgram：Telegram + Claude在打字稿中使用手机上的本地工作区访问。在旅途中阅读，写作和氛围代码！
• arpitbatra123/mcp -googletasks?☁️-与Google Tasks API接口的MCP服务器
• Cactusinhand/MCP_Server_Notify? -MCP服务器，该MCP服务器在完成代理任务完成后发送具有声音效果的桌面通知。
• Carterlasalle/mac_messages_mcp?-MCP服务器，通过模型上下文协议（MCP）安全地与iMessage数据库牢固地将其连接，从而允许LLMS查询和分析iMessage对话。它包括强大的电话号码验证，附件处理，联系人管理，小组聊天处理以及发送和接收消息的全部支持。
• ChainDead/Telegram -MCP?️?-电报API集成，用于访问用户数据，管理对话框（聊天，频道，组），检索消息和处理读取状态
• Chigwell/Telegram -MCP??-电报API集成，用于访问用户数据，管理对话框（聊天，频道，组），检索消息，发送消息和处理读取状态。
• Danielpeter-99/calcom-MCP?-Calcom的MCP服务器。管理事件类型，创建预订，并通过LLMS访问CAL.com调度数据。
• ELIE222/inbox -Zero?☁️-收件箱零的MCP服务器。在Gmail之上添加功能，例如找出您需要回复或需要跟进的电子邮件。
• gitmotion/ntfy-me-mcp?️?-ntfy MCP服务器，用于向您的自托管NTFY服务器发送/获取NTFY通知，请从AI代理?（支持安全的Token auth＆More-与NPX或Docker一起使用！）
• GotoolKits/Wecombot☁️-将各种类型的消息发送给WECOM组机器人的MCP服务器应用程序。
• Hannesrudolph/imessage-Query-fastmcp-MCP-Server???-MCP服务器，通过模型上下文协议（MCP）提供安全访问您的iMessage数据库的MCP服务器，使LLMS能够查询并分析IMESSAGE对话，并通过适当的电话号码验证和附件验证和附件验证和附件处理方法进行分析
• I-AM-BEE/ACP-MCP?-MCP服务器充当ACP生态系统的适配器。无缝将ACP代理暴露于MCP客户端，从而弥合了两个协议之间的通信差距。
• Inditextech/MCP-Teams服务器?️-MCP服务器集成了Microsoft团队消息传递（阅读，发布，提及，列表成员和线程）
• Jagan-Shanmugam/Matter Matter Mccp-host??-MCP服务器以及MCP主机，可访问大多数重要的团队，频道和消息。 MCP主机在最重要的情况下集成为机器人，并访问可以配置的MCP服务器。
• Jaipandya/Producthunt-MCP-Server?-MCP服务器用于产品狩猎。与趋势帖子，评论，收藏，用户等互动。
• keturiosakys/bluesky-context-server?️-Bluesky实例集成用于查询和互动
• KHAN2A/电话MCP-Server?-MCP电话服务器用于使用语音到文本和语音识别的语音呼叫自动化，以汇总通话对话。发送和接收SMS，检测语音邮件，并与Vonage API集成，以进行高级电话工作流。
• Korotovsky/Slack-MCP-Server?☁️-Slack Workspaces最强大的MCP服务器。
• lharries/whatsApp -MCP??️-MCP服务器搜索您的个人WhatsApp消息，联系人并向个人或组发送消息
• 线路/线路-Bot-MCP-Server??☁️-用于集成行官方帐户的MCP服务器
• OverQuotaai/Chatterboxio-MCP-Server?☁️-Chatterbox.io的MCP服务器实现，使AI代理可以将bots发送到在线会议（Zoom，Google Meet）并获得成绩单和录音。
• SAWA-ZEN/VRCHAT-MCP-这是用于与VRCHAT API进行交互的MCP服务器。您可以在Vrchat中检索有关朋友，世界，化身等有关的信息。
• SOFTERIA/MS-365-MCP-SERVER使用Graph API连接到Microsoft Office和整个Microsoft 365套件的MCP服务器（包括Outlook，Mail，Mail，Files，Excel，Calendar）
• teddyzxcv/ntfy -MCP-通过使用ntfy在电话上发送通知来使您通知您的MCP服务器
• userAd/didlogic_mcp?☁️-用于DIDLOGIC的MCP服务器。添加功能来管理SIP端点，数字和目的地。
• Ycloud-Developers/Ycloud-Whatsapp-MCP-Server?-MCP服务器for WhatsApp Business Platform by Ycloud。
• zcaceres/gtasks -MCP?☁️-管理Google任务的MCP服务器
• ZTXTXWD/OPEN-FEISHU-MCP-SERVER??址 – 具有内置FEISHU OAUTH身份验证的模型上下文协议（MCP）服务器，支持远程连接并提供全面的Feishu文档管理工具，包括块创建，内容更新和高级功能。

?客户数据平台

在客户数据平台内提供对客户配置文件的访问

• ANTV/MCP-SERVER-CHART?️?☁️-用于使用ANTV生成视觉图表的模型上下文协议服务器。
• HUSTCC/MCP -MERMAID??-用AI MCP动态生成美人鱼图和图表。
• iaptic/mcp-server-iAptic?️?☁️-与iAptic联系以询问您的客户购买，交易数据和应用收入统计信息。
• OPENDATAMCP/OPENDATAMCP?☁️-使用模型上下文协议将任何打开数据连接到任何LLM。
• Sergehuber/Inoyu-MCP-Unomi-Server?☁️-MCP服务器，可在Apache Unomi CDP服务器上访问和更新配置文件。
• tinybirdco/mcp -tinybird?☁️-一台MCP服务器，可与任何MCP客户端与Tinybird工作区进行交互。

?️数据库

使用模式检查功能安全数据库访问。使用可配置的安全控件（包括只读访问）启用查询和分析数据。

• Aiven -open/MCP -avine -?☁️?️-导航您的AINDER项目并与PostgreSql®，ApacheKafka®，ClickHouse®和OpenSearch®Services进行互动
• Alexanderzuev/supabase-MCP-Server-Supabase MCP服务器，支持SQL查询执行和数据库探索工具
• Aliyun/alibababacloud-tablestore-MCP-Server☕☁️-MCP Service-MCP Service，功能包括添加文档，基于向量和标量的语义搜索文档，对抹布友好型和无服务器。
• Amineelkouhen/MCP -CockhifeDB?️-用于管理，监视和查询cockroachdb中数据的模型上下文协议服务器。
• benborla29/mcp-server-mysql☁️?-nodej中的mySQL数据库集成，可配置访问控件和架构检查
• bytebase/dbHub?? – 通用数据库MCP服务器支持主流数据库。
• C4PT0R/MCP-Server-TIDB?️-TIDB数据库与模式检查和查询功能集成
• Canner/WREN -ENGINE?? -模型上下文协议（MCP）客户端和AI代理的语义引擎
• CentralMind/Gateway?️?? -MCP和MCP SSE服务器，它们会根据数据库架构和数据自动生成API。支持Postgresql，Clickhouse，MySQL，Snowflake，BigQuery，Supabase
• ChristianHinge/dicom-mcp ? ☁️ ? – DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems.
• chroma-core/chroma-mcp ?️ ? ☁️ ? – Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities
• ClickHouse/mcp-clickhouse ? ☁️ – ClickHouse database integration with schema inspection and query capabilities
• confluentinc/mcp-confluent ? ☁️ – Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.
• Couchbase-Ecosystem/mcp-server-couchbase ?️ ? ☁️ ? – Couchbase MCP server provides unfied access to both Capella cloud and self-managed clusters for document operations, SQL++ queries and natural language data analysis.
• cr7258/elasticsearch-mcp-server ? ? – MCP Server implementation that provides Elasticsearch interaction
• crystaldba/postgres-mcp ? ? – All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks
• Dataring-engineering/mcp-server-trino ? ☁️ – Trino MCP Server to query and access data from Trino Clusters.
• davewind/mysql-mcp-server ?️ ? A – user-friendly read-only mysql mcp server for cursor and n8n…
• designcomputer/mysql_mcp_server ? ? – MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
• domdomegg/airtable-mcp-server ? ? – Airtable database integration with schema inspection, read and write capabilities
• edwinbernadus/nocodb-mcp-server ? ☁️ – Nocodb database integration, read and write capabilities
• ergut/mcp-bigquery-server ? ☁️ – Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
• f4ww4z/mcp-mysql-server ? ? – Node.js-based MySQL database integration that provides secure MySQL database operations
• ferrants/memvid-mcp-server ? ? – Python Streamable HTTP Server you can run locally to interact with memvid storage and semantic search.
• fireproof-storage/mcp-database-server ? ☁️ – Fireproof ledger database with multi-user sync
• freema/mcp-gsheets ? ☁️ – MCP server for Google Sheets API integration with comprehensive reading, writing, formatting, and sheet management capabilities.
• FreePeak/db-mcp-server ?️ ? – A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, with seamless Cursor integration for enhanced database workflows.
• furey/mongodb-lens ? ? – MongoDB Lens: Full Featured MCP Server for MongoDB Databases
• gannonh/firebase-mcp ⛅️ – Firebase services including Auth, Firestore and Storage.
• get-convex/convex-backend ? ☁️ – Convex database integration to introspect tables, functions, and run oneoff queries (Source)
• googleapis/genai-toolbox ?️ ☁️ – Open source MCP server specializing in easy, fast, and secure tools for Databases.
• GreptimeTeam/greptimedb-mcp-server ? ? – MCP Server for querying GreptimeDB.
• hannesrudolph/sqlite-explorer-fastmcp-mcp-server ? ? – An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.
• hydrolix/mcp-hydrolix ?️ ? ☁️ – Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.
• idoru/influxdb-mcp-server ? ☁️ ? – Run queries against InfluxDB OSS API v2.
• InfluxData/influxdb3_mcp_server ?️ ? ? ☁️ – Official MCP server for InfluxDB 3 Core/Enterprise/Cloud Dedicated
• isaacwasserman/mcp-snowflake-server ? ☁️ – Snowflake integration implementing read and (optional) write operations as well as insight tracking
• yannbrrd/simple_snowflake_mcp ? ☁️ – Simple Snowflake MCP server that works behind a corporate proxy. Read and write (optional) operations
• joshuarileydev/supabase-mcp-server – Supabase MCP Server for managing and creating projects and organisations in Supabase
• jovezhong/mcp-timeplus ? ☁️ – MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus
• jparkerweb/mcp-sqlite ? ? – Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities.
• KashiwaByte/vikingdb-mcp-server ? ☁️ – VikingDB integration with collection and index introduction, vector store and search capabilities.
• kiliczsh/mcp-mongo-server ? ? – A Model Context Protocol Server for MongoDB
• ktanaka101/mcp-server-duckdb ? ? – DuckDB database integration with schema inspection and query capabilities
• LucasHild/mcp-server-bigquery ? ☁️ – BigQuery database integration with schema inspection and query capabilities
• memgraph/mcp-memgraph ? ? – Memgraph MCP Server – includes a tool to run a query against Memgraph and a schema resource.
• modelcontextprotocol/server-postgres ? ? – PostgreSQL database integration with schema inspection and query capabilities
• modelcontextprotocol/server-sqlite ? ? – SQLite database operations with built-in analysis features
• neo4j-contrib/mcp-neo4j ? ? – Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)
• neondatabase/mcp-server-neon ? ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres
• niledatabase/nile-mcp-server MCP server for Nile\’s Postgres platform – Manage and query Postgres databases, tenants, users, auth using LLMs
• openlink/mcp-server-jdbc ? ? – An MCP server for generic Database Management System (DBMS) Connectivity via the Java Database Connectivity (JDBC) protocol
• openlink/mcp-server-odbc ? ? – An MCP server for generic Database Management System (DBMS) Connectivity via the Open Database Connectivity (ODBC) protocol
• openlink/mcp-server-sqlalchemy ? ? – An MCP server for generic Database Management System (DBMS) Connectivity via SQLAlchemy using Python ODBC (pyodbc)
• pab1it0/adx-mcp-server ? ☁️ – Query and analyze Azure Data Explorer databases
• pab1it0/prometheus-mcp-server ? ☁️ – Query and analyze Prometheus, open-source monitoring system.
• prisma/mcp ? ☁️ ? – Gives LLMs the ability to manage Prisma Postgres databases (eg spin up new databases and run migrations or queries).
• qdrant/mcp-server-qdrant ? ? – A Qdrant MCP server
• QuantGeekDev/mongo-mcp ? ? – MongoDB integration that enables LLMs to interact directly with databases.
• quarkiverse/mcp-server-jdbc ☕ ? – Connect to any JDBC-compatible database and query, insert, update, delete, and more.
• rashidazarang/airtable-mcp ? ☁️ – Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface.
• redis/mcp-redis ? ? – The Redis official MCP Server offers an interface to manage and search data in Redis.
• runekaagaard/mcp-alchemy ? ? – Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.
• s2-streamstore/s2-sdk-typescript ?️ ? ☁️ – Official MCP server for the S2.dev serverless stream platform.
• schemacrawler/SchemaCrawler-MCP-Server-Usage ?️ ☕ – Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.
• sirmews/mcp-pinecone ? ☁️ – Pinecone integration with vector search capabilities
• skysqlinc/skysql-mcp ?️ ☁️ – Serverless MariaDB Cloud DB MCP server. Tools to launch, delete, execute SQL and work with DB level AI agents for accurate text-2-sql and conversations.
• supabase-community/supabase-mcp ?️ ? ☁️ – Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.
• TheRaLabs/legion-mcp ? ? Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite.
• tradercjz/dolphindb-mcp-server ? ☁️ – TDolphinDB database integration with schema inspection and query capabilities
• tuannvm/mcp-trino ?️ ☁️ – A Go implementation of a Model Context Protocol (MCP) server for Trino
• VictoriaMetrics-Community/mcp-victorialogs ?️ ?️ ? – Provides comprehensive integration with your VictoriaLogs instance APIs and documentation for working with logs, investigating and debugging tasks related to your VictoriaLogs instances.
• weaviate/mcp-server-weaviate ? ? ☁️ – An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory store.
• wenb1n-dev/mysql_mcp_server_pro ? ? – Supports SSE, STDIO; not only limited to MySQL\’s CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization
• xexr/mcp-libsql ? ? ☁️ – Production-ready MCP server for libSQL databases with comprehensive security and management tools.
• XGenerationLab/xiyan_mcp_server ? ☁️ — An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.
• xing5/mcp-google-sheets ? ☁️ – A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API.
• ydb/ydb-mcp ?️ ? ☁️ – MCP server for interacting with YDB databases
• yincongcyincong/VictoriaMetrics-mcp-server ? ? – An MCP server for interacting with VictoriaMetrics database.
• Zhwt/go-mcp-mysql ?️ ? – Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection.
• zilliztech/mcp-server-milvus ? ? ☁️ – MCP Server for Milvus / Zilliz, making it possible to interact with your database.

Data Platforms

Data Platforms for data integration, transformation and pipeline orchestration.

• aywengo/kafka-schema-reg-mcp ? ☁️ ? ? ? ? – Comprehensive Kafka Schema Registry MCP server with 48 tools for multi-registry management, schema migration, and enterprise features.
• dbt-labs/dbt-mcp ?️ ? ? ☁️ – Official MCP server for dbt (data build tool) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.
• flowcore/mcp-flowcore-platform ?️ ? ☁️ ? – Interact with Flowcore to perform actions, ingest data, and analyse, cross reference and utilise any data in your data cores, or in public data cores; all with human language.
• JordiNei/mcp-databricks-server ? ☁️ – Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.
• jwaxman19/qlik-mcp ? ☁️ – MCP Server for Qlik Cloud API that enables querying applications, sheets, and extracting data from visualizations with comprehensive authentication and rate limiting support.
• keboola/keboola-mcp-server ? – interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.
• mattijsdp/dbt-docs-mcp ? ? – MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation.
• yashshingvi/databricks-genie-MCP ? ☁️ – A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.

开发人员工具

Tools and integrations that enhance the development workflow and environment management.

• 21st-dev/Magic-MCP – Create crafted UI components inspired by the best 21st.dev design engineers.
• aashari/mcp-server-atlassian-bitbucket ? ☁️ – Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.
• aashari/mcp-server-atlassian-confluence ? ☁️ – Atlassian Confluence Cloud integration. Enables AI systems to interact with Confluence spaces, pages, and content with automatic ADF to Markdown conversion.
• aashari/mcp-server-atlassian-jira ? ☁️ – Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real time.
• abrinsmead/mindpilot-mcp ? ? – Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to \”show me this in a diagram\”.
• admica/FileScopeMCP ? ? ? – Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.
• akramIOT/MCP_AI_SOC_Sher ? ☁️ ? – MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent.
• alimo7amed93/webhook-tester-mcp ? ☁️ – A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude.
• ambar/simctl-mcp ? ? ? A MCP server implementation for iOS Simulator control.
• api7/apisix-mcp ?️ ? ? MCP Server that support for querying and managing all resource in Apache APISIX.
• ArchAI-Labs/fastmcp-sonarqube-metrics ? ? ? ? ? – A Model Context Protocol (MCP) server that provides a set of tools for retrieving information about SonarQube projects like metrics (actual and historical), issues, health status.
• artmann/package-registry-mcp ? ? ? ? ? – MCP server for searching and getting up-to-date information about NPM, Cargo, PyPi, and NuGet packages.
• automation-ai-labs/mcp-link ?️ ? – Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
• axliupore/mcp-code-runner ? ? – An MCP server for running code locally via Docker and supporting multiple programming languages.
• azer/react-analyzer-mcp ? ? – Analyze React code locally, generate docs / llm.txt for whole project at once
• bucketco/bucket-javascript-sdk#cli ?️ ? ☁️ – Flag features directly from chat in your IDE with Bucket.
• Chunkydotdev/bldbl-mcp ? ☁️ ? ? ? – Official MCP server for Buildable AI-powered development platform bldbl.dev. Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.
• CircleCI/mcp-server-circleci ? ☁️ Enable AI Agents to fix build failures from CircleCI.
• cjo4m06/mcp-shrimp-task-manager ? ☁️ ? – A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency management. ShrimpTaskManager
• ckanthony/gin-mcp ?️ ☁️ ? ? ? ? – A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools.
• ckreiling/mcp-server-docker ? ? – Integrate with Docker to manage containers, images, volumes, and networks.
• CodeLogicIncEngineering/codelogic-mcp-server ?️ ? ☁️ ? ? ? – Official MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools.
• Comet-ML/Opik-MCP ?️ ? ☁️ ? – Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
• cqfn/aibolit-mcp-server ☕ – Helping Your AI Agent Identify Hotspots for Refactoring; Help AI Understand How to \’Make Code Better\’
• currents-dev/currents-mcp ?️ ? ☁️ Enable AI Agents to fix Playwright test failures reported to Currents.
• davidlin2k/pox-mcp-server ? ? – MCP server for the POX SDN controller to provides network control and management capabilities.
• delano/postman-mcp-server ? ☁️ – Interact with Postman API
• docker/hub-mcp ?️ ? ☁️ ? – Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images
• endorhq/cli ? ☁️ ? ? ? ? – Endor lets your AI agents run services like MariaDB, Postgres, Redis, Memcached, Alpine, or Valkey in isolated sandboxes. Get pre-configured applications that boot in less than 5 seconds.
• flipt-io/mcp-server-flipt ? ? – Enable AI assistants to interact with your feature flags in Flipt.
• freema/mcp-design-system-extractor ? ? – Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for AI-powered design system analysis.
• gitkraken/gk-cli ?️ ?️ ? ☁️ ? ? ? – A CLI for interacting with GitKraken APIs. Includes an MCP server via gk mcp that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local tools and remote services.
• GLips/Figma-Context-MCP ? ? – Provide coding agents direct access to Figma data to help them one-shot design implementation.
• gofireflyio/firefly-mcp ?️ ? ☁️ – Integrates, discovers, manages, and codifies cloud resources with Firefly.
• gorosun/unified-diff-mcp ? ? – Generate and visualize unified diff comparisons with beautiful HTML/PNG output, supporting side-by-side and line-by-line views for filesystem dry-run integration
• Govcraft/rust-docs-mcp-server ? ? – Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.
• PromptExecution/cratedocs-mcp ? ? – Outputs short-form Rust crate derived traits,interfaces, etc. from AST (uses same api as rust-analyzer), output limits (token estimation) & crate docs w/regex stripping.
• haris-musa/excel-mcp-server ? ? – An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
• higress-group/higress-ops-mcp-server ? ? – MCP server that provides comprehensive tools for managing Higress gateway configurations and operations.
• hijaz/postmancer ? ? – A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections.
• hloiseaufcms/mcp-gopls ?️ ? – A MCP server for interacting with Go\’s Language Server Protocol (gopls) and benefit from advanced Go code analysis features.
• Hungthai1401/bruno -MCP? -MCP服务器与Bruno API客户端进行交互。
• hyperb1iss/droidmind ? ? – Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
• Hypersequent/Qasphere-MCP?️?☁几️-与QA Sphere测试管理系统集成，使LLMS能够直接从AI驱动的IDE中发现，总结和与测试用例进行交互
• idosal/git-mcp ? ☁️ – gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project for documentation
• IlyaGulya/gradle-mcp-server ? – Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting
• InditexTech/mcp-server-simulator-ios-idb ? ? ? – A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
• InhiblabCore/mcp-image-compression ? ? – MCP server for local compression of various image formats.
• ios-simulator-mcp ? ? ? – A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.
• isaacphi/mcp-language-server ?️ ? – MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics.
• IvanAmador/vercel-ai-docs-mcp ? ? – A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation.
• j4c0bs/mcp-server-sql-analyzer ? – MCP server that provides SQL analysis, linting, and dialect conversion using SQLGlot
• janreges/ai-distiller-mcp ?️ ? – Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that correctly uses existing APIs on the first attempt.
• jasonjmcghee/claude-debugs-for-you ? ? – An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.
• jetbrains/mcpProxy ?️ ? ? – Connect to JetBrains IDE
• Jktfe/serveMyAPI ? ? ? – A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain.
• jordandalton/restcsv-mcp-server ? ☁️ – An MCP server for CSV files.
• joshuarileydev/app-store-connect-mcp-server ? ? – An MCP server to communicate with the App Store Connect API for iOS Developers
• joshuarileydev/simulator-mcp-server ? ? – An MCP server to control iOS Simulators
• Jpisnice/shadcn-ui-mcp-server ? ? – MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata.
• jsdelivr/globalping-mcp-server ?️ ? ☁️ – The Globalping MCP server provides users and LLMs access to run network tools like ping, traceroute, mtr, HTTP and DNS resolve from thousands of locations around the world.
• kadykov/mcp-openapi-schema-explorer ? ☁️ ? – Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
• lamemind/mcp-server-multiverse ? ? – A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
• langfuse/mcp-server-langfuse ? ? – MCP server to access and manage LLM application prompts created with Langfuse Prompt Management.
• lpigeon/ros-mcp-server ? ? ? ? ? – The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands.
• lpigeon/unitree-go2-mcp-server ? ? ? – The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.
• ukkit/memcord ? ? ? ? – A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control.
• mobile-next/mobile-mcp ? ? ? ? – MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported.
• mrexodia/user-feedback-mcp ? ? – Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
• narumiruna/gitingest-mcp ? ? – A MCP server that uses gitingest to convert any Git repository into a simple text digest of its codebase.
• neilberkman/editorconfig_mcp ? ? – Formats files using .editorconfig rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the start.
• OctoMind-dev/octomind-mcp ? ☁️ – lets your preferred AI agent create & run fully managed Octomind end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
• bgauryy/octocode-mcp ☁️ ? ? ? ? – AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime.
• opslevel/opslevel-mcp ?️ ?️ ☁️ ? ? ? – Official MCP Server for OpsLevel
• picahq/mcp ?️ ? ? ☁️ – One MCP for all your integrations — powered by Pica, the infrastructure for intelligent, collaborative agents.
• posthog/mcp ?️ ? ☁️ – An MCP server for interacting with PostHog analytics, feature flags, error tracking and more.
• Pratyay/mac-monitor-mcp ? ? ? – Identifies resource-intensive processes on macOS and provides performance improvement suggestions.
• pskill9/website-downloader ?️ – This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally.
• qainsights/jmeter-mcp-server ? ? – JMeter MCP Server for performance testing
• qainsights/k6-mcp-server ? ? – Grafana k6 MCP Server for performance testing
• qainsights/locust-mcp-server ? ? – Locust MCP Server for performance testing
• QuantGeekDev/docker-mcp ?️ ? – Docker container management and operations through MCP
• r-huijts/xcode-mcp-server ? ? ? – Xcode integration for project management, file operations, and build automation
• ReAPI-com/mcp-openapi ? ? – MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
• Rootly-AI-Labs/Rootly-MCP-server ?️ ? ☁️ ? – MCP server for the incident management platform Rootly.
• ryan0204/github-repo-mcp ? ☁️ ? ? ? – GitHub Repo MCP allow your AI assistants browse GitHub repositories, explore directories, and view file contents.
• sammcj/mcp-package-version ? ? – An MCP Server to help LLMs suggest the latest stable package versions when writing code.
• sapientpants/sonarqube-mcp-server ? ☁️ ? – A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate statuses
• SDGLBL/mcp-claude-code ? ? – An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.
• snaggle-ai/openapi-mcp-server ?️ ? – Connect any HTTP/REST API server using an Open API spec (v3)
• spacecode-ai/SpaceBridge-MCP ? ? ? ? – Bring structure and preserve context in vibe coding by automatically tracking issues.
• stass/lldb-mcp ? ? ? ? – A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
• TencentEdgeOne/edgeone-pages-mcp ? ☁️ – An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
• tgeselle/bugsnag-mcp ? ☁️ – An MCP server for interacting with Bugsnag
• Tommertom/awesome-ionic-mcp ? ? – Your Ionic coding buddy enabled via MCP – build awesome mobile apps using React/Angular/Vue or even Vanilla JS!
• tipdotmd/tip-md-x402-mcp-server ? ☁️ – MCP server for cryptocurrency tipping through AI interfaces using x402 payment protocol and CDP Wallet.
• tumf/mcp-text-editor ? ? – A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.
• utensils/mcp-nixos ? ? – MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.
• vivekvells/mcp-pandoc ?️ – MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
• VSCode Devtools ? – Connect to VSCode ide and use semantic tools like find_usages
• Wooonster/hocr_mcp_server ? ? – A fastAPI-based FastMCP server with a Vue frontend that sends uploaded images to VLM via the MCP to quickly extract handwritten mathematical formulas as clean LaTeX code.
• xcodebuild ? Build iOS Xcode workspace/project and feed back errors to llm.
• XixianLiang/HarmonyOS-mcp-server ? ? – Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation.
• xzq.xu/jvm-mcp-server ? ? – An implementation project of a JVM-based MCP (Model Context Protocol) server.
• yangkyeongmo@/mcp-server-apache-airflow ? ? – MCP server that connects to Apache Airflow using official client.
• yikakia/godoc-mcp-server ?️ ☁️ ? ? ? – Query Go package information on pkg.go.dev
• yiwenlu66/PiloTY ? ? – AI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process management
• YuChenSSR/mindmap-mcp-server ? ? – A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap.
• YuChenSSR/multi-ai-advisor ? ? – A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question.
• Yutarop/ros-mcp ? ? ? – MCP server that supports ROS2 topics, services, and actions communication, and controls robots using natural language.
• yWorks/mcp-typescribe ? ? – MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs
• zaizaizhao/mcp-swagger-server ? ☁️ ? – A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol.
• zcaceres/fetch-mcp ? ? – An MCP server to flexibly fetch JSON, text, and HTML data
• zenml-io/mcp-zenml ? ? ☁️ – An MCP server to connect with your ZenML MLOps and LLMOps pipelines
• zillow/auto-mobile ? ? ? – Tool suite built around an MCP server for Android automation for developer workflow and testing

送货

• https://g*it*hub.c*om/jordandalton/doordash-mcp-server ? – DoorDash Delivery (Unofficial)

? Data Science Tools

Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.

• arrismo/kaggle-mcp ? ☁️ – Connects to Kaggle, ability to download and analyze datasets.
• ChronulusAI/chronulus-mcp ? ☁️ – Predict anything with Chronulus AI forecasting and prediction agents.
• DataEval/dingo ?️ ? ? ? ? ? – MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo\’s rule-based and LLM-based evaluation capabilities and rules&prompts listing.
• datalayer/jupyter-mcp-server ? ? – Model Context Protocol (MCP) Server for Jupyter.
• growthbook/growthbook-mcp ?️ ? ? ? ? ? — Tools for creating and interacting with GrowthBook feature flags and experiments.
• HumanSignal/label-studio-mcp-server ?️ ? ☁️ ? ? ? – Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.
• jjsantos01/jupyter-notebook-mcp ? ? – connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.
• kdqed/zaturn ? ? ? ? ? – Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.
• mckinsey/v