- [OpenMCP](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - 웹 API를 10초 만에 MCP 서버로 전환하고 오픈 소스 레지스트리에 추가하세요: https://open-mcp.org
- [MetaMCP](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP는 GUI를 통해 MCP 연결을 관리하는 통합 미들웨어 MCP 서버입니다.
### 📂 <a name="browser-automation"></a>브라우저 자동화
@@ -233,6 +234,7 @@
개발 워크플로우 및 환경 관리를 향상시키는 도구 및 통합.
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - 최고의 21st.dev 디자인 엔지니어에게서 영감을 받은 맞춤형 UI 컴포넌트 생성.
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - [QA Sphere](https://qasphere.com/) 테스트 관리 시스템과의 통합. LLM이 테스트 케이스를 발견, 요약, 상호작용할 수 있도록 하며 AI 기반 IDE에서 직접 접근 가능
- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - 코딩 에이전트가 Figma 데이터에 직접 접근하여 디자인 구현을 한 번에 완료하도록 돕습니다.
- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - MCP를 통한 Docker 컨테이너 관리 및 운영
@@ -380,6 +382,7 @@
- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - DuckDuckGo 검색 기능을 제공하는 TypeScript 기반 MCP 서버입니다.
- [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) ☁️ 📇 - 고급 검색, 비공개 심층 연구, 모든 것을 마크다운으로 변환하는 파일 추출 및 텍스트 청킹을 위한 [Vectorize](https://vectorize.io) MCP 서버.
- [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) 📇 🏠 - Playwright 헤드리스 브라우저를 사용하여 웹 페이지 콘텐츠를 가져오는 MCP 서버, Javascript 렌더링 및 지능형 콘텐츠 추출 지원, 마크다운 또는 HTML 형식 출력.
- [isnow890/naver-search-mcp](https://github.com/isnow890/naver-search-mcp) 📇 ☁️ - 네이버 검색 API를 통합한 MCP 서버로, 블로그, 뉴스, 쇼핑 검색 및 데이터랩 분석 기능을 제공합니다.
- [tomekkorbak/strava-mcp-server](https://github.com/tomekkorbak/strava-mcp-server) 🐍 ☁️ - An MCP server for Strava, an app for tracking physical exercise
- [tomekkorbak/oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server) 🐍 ☁️ - An MCP server for Oura, an app for tracking sleep
- [rember/rember-mcp](https://github.com/rember/rember-mcp) 📇 🏠 - Create spaced repetition flashcards in [Rember](https://rember.com) to remember anything you learn in your chats.
@@ -520,7 +523,6 @@ AI助手可以通过翻译工具和服务在不同语言之间翻译内容。
- [marcelmarais/Spotify](https://github.com/marcelmarais/spotify-mcp-server) - 📇 🏠 Control Spotify playback and manage playlists.
- [awwaiid/mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior) 🏠 📇 - An MCP server for basic local taskwarrior usage (add, update, remove tasks)
Servers for accessing many apps and tools through a single MCP server.
- [julien040/anyquery](https://github.com/julien040/anyquery) 🏎️ 🏠 ☁️ - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database. Local-first and private by design.
- [PipedreamHQ/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) ☁️ 🏠 - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.
- [OpenMCP](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org
- [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) 📇 🏠 - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers.
- [MetaMCP](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
### 🎨 <a name="art-and-culture"></a>Art & Culture
@@ -151,6 +153,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.
- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - upload and manipulation of IPFS storage
- [VmLia/books-mcp-server](https://github.com/VmLia/books-mcp-server) 📇 ☁️ - This is an MCP server used for querying books, and it can be applied in common MCP clients, such as Cherry Studio.
- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support
- [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) 🐍 - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (`kubectl`, `helm`, `istioctl`, and `argocd`) using Unix pipes in a safe Docker environment with multi-architecture support.
- [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management.
@@ -158,7 +161,6 @@ Cloud platform service integration. Enables management and interaction with clou
- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) - 📇 ☁️/🏠 Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
- [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) - 📇 ☁️/🏠 - A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.
- [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) - A wrapper around the Azure CLI command line that allows you to talk directly to Azure
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
- [manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) - 🏎️ 🏠 A powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for **any** Kubernetes resource, this server provides specialized tools to interact with your cluster.
- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) - 🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.
@@ -168,6 +170,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [weibaohui/k8m](https://github.com/weibaohui/k8m) - 🏎️ ☁️/🏠 Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
- [weibaohui/kom](https://github.com/weibaohui/kom) - 🏎️ ☁️/🏠 Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 MCP Server for kubernetes management, and analyze your cluster, application health
- [erikhoward/adls-mcp-server](https://github.com/erikhoward/adls-mcp-server) - 🐍 ☁️/🏠 MCP Server for Azure Data Lake Storage. It can perform manage containers, read/write/upload/download operations on container files and manage file metadata.
- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️/🏠 MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes clusters through natural language interaction, including native resources (like Deployment, Service) and custom resources (CRD). No need to memorize complex commands - just describe your needs, and AI will accurately execute the corresponding cluster operations, greatly enhancing the usability of Kubernetes.
@@ -183,7 +186,6 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [oraios/serena](https://github.com/oraios/serena)🐍🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers.
- [ezyang/codemcp](https://github.com/ezyang/codemcp) 🐍🏠 - Coding agent with basic read, write and command line tools.
- [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) 📇🏠 - Enhanced file-system and search tools, commands and prompts specific for coding.
### 🖥️ <a name="command-line"></a>Command Line
@@ -210,8 +212,7 @@ Integration with communication platforms for message management and channel oper
- [elie222/inbox-zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server) 🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.
- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) 🚀 ☁️ - An MCP server application that sends various types of messages to the WeCom group robot.
- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling
- [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) 🐍 🏠 - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured.
- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) 🐍 ☁️ - An MCP server for WhatsApp, search and send through pesonal and group messages
- [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) 🐍 🏠 - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured.
- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) 🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) 🐍 ☁️ - Integration with gmail and Google Calendar.
- [modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky instance integration for querying and interaction
@@ -260,6 +261,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens: Full Featured MCP Server for MongoDB Databases
- [gannonh/firebase-mcp](https://github.com/gannonh/firebase-mcp) 🔥 ⛅️ - Firebase services including Auth, Firestore and Storage.
- [get-convex/convex-backend](https://stack.convex.dev/convex-mcp-server) 📇 ☁️ - Convex database integration to introspect tables, functions, and run oneoff queries ([Source](https://github.com/get-convex/convex-backend/blob/main/npm-packages/convex/src/cli/mcp.ts))
- [googleapis/genai-toolbox](https://github.com/googleapis/genai-toolbox) 🏎️ ☁️ - Open source MCP server specializing in easy, fast, and secure tools for Databases.
- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - MCP Server for querying GreptimeDB.
- [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/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.
- [idoru/influxdb-mcp-server](https://github.com/idoru/influxdb-mcp-server) 📇 ☁️ 🏠 - Run queries against InfluxDB OSS API v2.
@@ -288,7 +290,6 @@ Secure database access with schema inspection capabilities. Enables querying and
- [supabase-community/supabase-mcp](https://github.com/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](https://github.com/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.
- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Tinybird integration with query and API capabilities
- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities
- [weaviate/mcp-server-weaviate](https://github.com/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.
- [XGenerationLab/xiyan_mcp_server](https://github.com/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.
@@ -310,13 +311,13 @@ Data Platforms for data integration, transformation and pipeline orchestration.
Tools and integrations that enhance the development workflow and environment management.
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Create crafted UI components inspired by the best 21st.dev design engineers.
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - Integration with [QA Sphere](https://qasphere.com/) test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
- [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) 🐍 📇 🦀 - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.
- [ambar/simctl-mcp](https://github.com/ambar/simctl-mcp) 📇 🏠 🍎 A MCP server implementation for iOS Simulator control.
- [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 MCP Server that support for querying and managing all resource in [Apache APISIX](https://github.com/apache/apisix).
- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
- [davidlin2k/pox-mcp-server](https://github.com/davidlin2k/pox-mcp-server) 🐍 🏠 - MCP server for the POX SDN controller to provides network control and management capabilities.
- [Comet-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
- [davidlin2k/pox-mcp-server](https://github.com/davidlin2k/pox-mcp-server) 🐍 🏠 - MCP server for the POX SDN controller to provides network control and management capabilities.
- [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - Interact with [Postman API](https://www.postman.com/postman/postman-public-workspace/)
- [flipt-io/mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt) 📇 🏠 - Enable AI assistants to interact with your feature flags in [Flipt](https://flipt.io).
- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation.
@@ -325,6 +326,7 @@ Tools and integrations that enhance the development workflow and environment man
- [haris-musa/excel-mcp-server](https://github.com/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](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - MCP server that provides comprehensive tools for managing [Higress](https://github.com/alibaba/higress) gateway configurations and operations.
- [hijaz/postmancer](https://github.com/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](https://github.com/hloiseaufcms/mcp-gopls) 🏎️ 🏠 - A MCP server for interacting with [Go's Language Server Protocol (gopls)](https://github.com/golang/tools/tree/master/gopls) and benefit from advanced Go code analysis features.
- [hungthai1401/bruno-mcp](https://github.com/hungthai1401/bruno-mcp) 📇 🏠 - A MCP server for interacting with [Bruno API Client](https://www.usebruno.com/).
- [hyperb1iss/droidmind](https://github.com/hyperb1iss/droidmind) 🐍 🏠 - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
- [IlyaGulya/gradle-mcp-server](https://github.com/IlyaGulya/gradle-mcp-server) 🏠 - Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting
@@ -370,6 +372,7 @@ Tools and integrations that enhance the development workflow and environment man
- [zenml-io/mcp-zenml](https://github.com/zenml-io/mcp-zenml) 🐍 🏠 ☁️ - An MCP server to connect with your [ZenML](https://www.zenml.io) MLOps and LLMOps pipelines
- [idosal/git-mcp](https://github.com/idosal/git-mcp) 📇 ☁️ - [gitmcp.io](https://gitmcp.io/) is a generic remote MCP server to connect to ANY [GitHub](https://www.github.com) repository or project for documentation
- [tgeselle/bugsnag-mcp](https://github.com/tgeselle/bugsnag-mcp) 📇 ☁️ - An MCP server for interacting with [Bugsnag](https://www.bugsnag.com/)
- [jordandalton/restcsv-mcp-server](https://github.com/JordanDalton/RestCsvMcpServer) 📇 ☁️ - An MCP server for CSV files.
- [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ⛅️ 🏠 🐍 - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains
- [intentos-labs/beeper-mcp](https://github.com/intentos-labs/beeper-mcp) 🐍 - Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.
- [kukapay/blockbeats-mcp](https://github.com/kukapay/blockbeats-mcp) 🐍 ☁️ - An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents.
- [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) 🐍 ☁️ - Providing real-time and historical Crypto Fear & Greed Index data.
- [kukapay/crypto-indicators-mcp](https://github.com/kukapay/crypto-indicators-mcp) 🐍 ☁️ - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie.
@@ -447,7 +451,6 @@ Financial data access and analysis tools. Enables AI models to work with market
- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys
- [SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides cryptocurrency market data using the CoinGecko API.
- [SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides stock market data and analysis using the Yahoo Finance API.
- [unibaseio/beeper-mcp](https://github.com/unibaseio/beeper-mcp) 🐍 - Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.
- [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) 📇 ☁️ - Real-time on-chain market prices using open and free Dexscreener API
### 🎮 <a name="gaming"></a>Gaming
@@ -469,6 +472,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
- [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context
- [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) 🎖️ 🦀 ☁️ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.
- [topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
- [unibaseio/membase-mcp](https://github.com/unibaseio/membase-mcp) 📇 ☁️ - Save and query your agent memory in distributed way by Membase
- [entanglr/zettelkasten-mcp](https://github.com/entanglr/zettelkasten-mcp) 🐍 🏠 - A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and search atomic notes through Claude and other MCP-compatible clients.
@@ -522,8 +526,10 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - An MCP server to search Hacker News, get top stories, and more.
- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - Search via search1api (requires paid API key)
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Biomedical research server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
- [hellokaton/unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server)) 🐍 ☁️ - A MCP server for Unsplash image search.
- [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org)
- [isnow890/naver-search-mcp](https://github.com/isnow890/naver-search-mcp) 📇 ☁️ - MCP server for Naver Search API integration, supporting blog, news, shopping search and DataLab analytics features.
- [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) 📇 🏠 - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and intelligent content extraction, and outputting Markdown or HTML format.
- [jae-jae/g-search-mcp](https://github.com/jae-jae/g-search-mcp) 📇 🏠 - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously.
- [leehanchung/bing-search-mcp](https://github.com/leehanchung/bing-search-mcp) 📇 ☁️ - Web search capabilities using Microsoft Bing Search API
@@ -535,6 +541,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - Web search using DuckDuckGo
- [reading-plus-ai/mcp-server-deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research) 📇 ☁️ - MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise reporting.
- [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - An MCP Server to connect to searXNG instances
- [takashiishida/arxiv-latex-mcp](https://github.com/takashiishida/arxiv-latex-mcp) 🐍 ☁️ - Get the LaTeX source of arXiv papers to handle mathematical content and equations
- [the0807/GeekNews-MCP-Server](https://github.com/the0807/GeekNews-MCP-Server) 🐍 ☁️ - An MCP Server that retrieves and processes news data from the GeekNews site.
- [tinyfish-io/agentql-mcp](https://github.com/tinyfish-io/agentql-mcp) 🎖️ 📇 ☁️ - MCP server that provides [AgentQL](https://agentql.com)'s data extraction capabilities.
- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI search API
@@ -558,12 +565,14 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [rad-security/mcp-server](https://github.com/rad-security/mcp-server) 📇 ☁️ - MCP server for RAD Security, providing AI-powered security insights for Kubernetes and cloud environments. This server provides tools for querying the Rad Security API and retrieving security findings, reports, runtime data and many more.
- [securityfortech/secops-mcp](https://github.com/securityfortech/secops-mcp) 🐍 🏠 - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more.
- [roadwy/cve-search_mcp](https://github.com/roadwy/cve-search_mcp) 🐍 🏠 - A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and product、get CVE per CVE-ID、get the last updated CVEs.
- [nickpending/mcp-recon](https://github.com/nickpending/mcp-recon) 🏎️ 🏠 - Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header inspection, certificate analysis, and ASN lookup.
- [Gaffx/volatility-mcp](https://github.com/Gaffx/volatility-mcp) - MCP server for Volatility 3.x, allowing you to perform memory forensics analysis with AI assistant. Experience memory forensics without barriers as plugins like pslist and netscan become accessible through clean REST APIs and LLMs.
### 🏃 <a name="sports"></a>Sports
Tools for accessing sports-related data, results, and statistics.
- [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) 📇 - MCP server that integrates balldontlie api to provide information about players, teams and games for the NBA, NFL and MLB
- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁️ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com.
- [r-huijts/strava-mcp](https://github.com/r-huijts/strava-mcp) 📇 ☁️ - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs
@@ -614,7 +623,6 @@ Interact with Git repositories and version control platforms. Enables repository
- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁️ MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant)
- [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - An MCP server that allows checking local time on the client machine or current UTC time from an NTP server
- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - Coinmarket API integration to fetch cryptocurrency listings and quotes
- [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more
- [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ PiAPI MCP server makes user able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps.
- [awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - Provides the ability to generate images via Replicate's API.
@@ -640,10 +648,12 @@ Interact with Git repositories and version control platforms. Enables repository
- [joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - An MCP server to list and launch applications on MacOS
- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) - 🏎️ 🏠 This MCP Server will help you to manage projects and issues through [Plane's](https://plane.so) API
- [k-jarzyna/mcp-miro](https://github.com/k-jarzyna/mcp-miro) 📇 ☁️ - Miro MCP server, exposing all functionalities available in official Miro SDK
- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ Allows AI models to interact with [Kibela](https://kibe.la/)
- [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) 📇 ☁️ 🍎 🪟 - Get Confluence data via CQL and read pages.
- [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) 📇 ☁️ 🍎 🪟 - Read jira data via JQL and api and execute requests to create and edit tickets.
- [lciesielski/mcp-salesforce](https://github.com/lciesielski/mcp-salesforce-example) 🏠 ☁️ - MCP server with basic demonstration of interactions with Salesforce instance
- [louiscklaw/hko-mcp](https://github.com/louiscklaw/hko-mcp) 📇 🏠 - MCP server with basic demonstration of getting weather from Hong Kong Observatory
- [evalstate/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads.
- [magarcia/mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy) 📇 ☁️ - Search and retrieve GIFs from Giphy's vast library through the Giphy API.
- [integromat/make-mcp-server](https://github.com/integromat/make-mcp-server) 🎖️ 📇 🏠 - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.
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