Merge branch 'main' into add-fhir-mcp-server

This commit is contained in:
Bartek Michalak
2025-09-25 10:20:14 +02:00
committed by GitHub
7 changed files with 226 additions and 14 deletions

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README.md
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@@ -67,7 +67,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
> [!NOTE]
> Confused about Local 🏠 vs Cloud ☁️?
> * Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser.
> * Use network when MCP server is talking to remote APIs, e.g. weather API.
> * Use cloud when MCP server is talking to remote APIs, e.g. weather API.
## Server Implementations
@@ -122,6 +122,7 @@ 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.
- [metatool-ai/metatool-app](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
- [mindsdb/mindsdb](https://github.com/mindsdb/mindsdb) - Connect and unify data across various platforms and databases with [MindsDB as a single MCP server](https://docs.mindsdb.com/mcp/overview).
- [particlefuture/MCPDiscovery](https://github.com/particlefuture/MCPDiscovery) - MCP of MCPs. A central hub for MCP servers. Helps you discover available MCP servers and learn how to install and use them.
- [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.
- [sitbon/magg](https://github.com/sitbon/magg) 🍎 🪟 🐧 ☁️ 🏠 🐍 - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.
- [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) 📇 ☁️ - OpenAI GPT image generation/editing MCP server.
@@ -131,6 +132,12 @@ Servers for accessing many apps and tools through a single MCP server.
- [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.
- [WayStation-ai/mcp](https://github.com/waystation-ai/mcp) ☁️ 🍎 🪟 - Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). Takes less than 90 secs.
- [wegotdocs/open-mcp](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
- [Data-Everything/mcp-server-templates](https://github.com/Data-Everything/mcp-server-templates) 📇 🏠 🍎 🪟 🐧 - One server. All tools. A unified MCP platform that connects many apps, tools, and services behind one powerful interface—ideal for local devs or production agents.
- [YangLiangwei/PersonalizationMCP](https://github.com/YangLiangwei/PersonalizationMCP) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Comprehensive personal data aggregation MCP server with Steam, YouTube, Bilibili, Spotify, Reddit and other platforms integrations. Features OAuth2 authentication, automatic token management, and 90+ tools for gaming, music, video, and social platform data access.
### 🚀 <a name="aerospace-and-astrodynamics"></a>Aerospace & Astrodynamics
- [IO-Aerospace-software-community/mcp-server](https://github.com/IO-Aerospace-software-engineering/mcp-server) #⃣ ☁️/🏠 🐧 - IO Aerospace MCP Server: a .NET-based MCP server for aerospace & astrodynamics — ephemeris, orbital conversions, DSS tools, time conversions, and unit/math utilities. Supports STDIO and SSE transports; Docker and native .NET deployment documented.
### 🎨 <a name="art-and-culture"></a>Art & Culture
@@ -144,10 +151,12 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [cswkim/discogs-mcp-server](https://github.com/cswkim/discogs-mcp-server) 📇 ☁️ - MCP server to interact with the Discogs API
- [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - MCP server using the Aseprite API to create pixel art
- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 ☁️ MCP server to interact with Quran.com corpus via the official REST API v4.
- [raveenb/fal-mcp-server](https://github.com/raveenb/fal-mcp-server) 🐍 ☁️ - Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude Desktop
- [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) 📇 ☁️ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection.
- [OctoEverywhere/mcp](https://github.com/OctoEverywhere/mcp) #⃣ ☁️ - A 3D printer MCP server that allows for getting live printer state, webcam snapshots, and printer control.
- [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) 📇 ☁️ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc.
- [PatrickPalmer/MayaMCP](https://github.com/PatrickPalmer/MayaMCP) 🐍 🏠 - MCP server for Autodesk Maya
- [peek-travel/mcp-intro](https://github.com/peek-travel/mcp-intro) ☁️ 🍎 🪟 🐧 - Remote MCP Server for discovering and planning experiences, at home and on vacation
- [r-huijts/oorlogsbronnen-mcp](https://github.com/r-huijts/oorlogsbronnen-mcp) 📇 ☁️ - Oorlogsbronnen (War Sources) API integration for accessing historical WWII records, photographs, and documents from the Netherlands (1940-1945)
- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - Rijksmuseum API integration for artwork search, details, and collections
- [samuelgursky/davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp) 🐍 - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control
@@ -161,6 +170,9 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [longevity-genie/opengenes-mcp](https://github.com/longevity-genie/opengenes-mcp) 🎖️ 🐍 🏠 ☁️ - MCP server for a queryable database for aging and longevity research from the OpenGenes project.
- [longevity-genie/synergy-age-mcp](https://github.com/longevity-genie/synergy-age-mcp) 🎖️ 🐍 🏠 ☁️ - MCP server for the SynergyAge database of synergistic and antagonistic genetic interactions in longevity.
- [the-momentum/fhir-mcp-server](https://github.com/the-momentum/fhir-mcp-server) 🐍 🏠 ☁️ - MCP Server that connects AI agents to FHIR servers. One example use case is querying patient history in natural language.
- [wso2/fhir-mcp-server](https://github.com/wso2/fhir-mcp-server) 🐍 🏠 ☁️ - Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs. Provides seamless integration with FHIR servers, enabling AI assistants to search, retrieve, create, update, and analyze clinical healthcare data with SMART-on-FHIR authentication support.
- [JamesANZ/medical-mcp](https://github.com/JamesANZ/medical-mcp) 📇 🏠 - An MCP server that provides access to medical information, drug databases, and healthcare resources. Enables AI assistants to query medical data, drug interactions, and clinical guidelines.
- [OHNLP/omop_mcp](https://github.com/OHNLP/omop_mcp) 🐍 🏠 ☁️ - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.
### 📂 <a name="browser-automation"></a>Browser Automation
@@ -183,10 +195,10 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [lightpanda-io/gomcp](https://github.com/lightpanda-io/gomcp) 🏎 🏠/☁️ 🐧/🍎 - An MCP server in Go for Lightpanda, the ultra fast headless browser designed for web automation
- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - Browser automation for web scraping and interaction
- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - An MCP Server for interacting with manifest v2 compatible browsers.
- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - An MCP Server that enables AI assistants to interact with your local browsers.
- [operative_sh/web-eval-agent](https://github.com/Operative-Sh/web-eval-agent) 🐍 🏠 🍎 - An MCP Server that autonomously debugs web applications with browser-use browser agents
- [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - An MCP server that enables free web searching using Google search results, with no API keys required.
- [PhungXuanAnh/selenium-mcp-server](https://github.com/PhungXuanAnh/selenium-mcp-server) 🐍 🏠 🍎 🪟 🐧 - A Model Context Protocol server providing web automation capabilities through Selenium WebDriver
- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts
- [xspadex/bilibili-mcp](https://github.com/xspadex/bilibili-mcp.git) 📇 🏠 - A FastMCP-based tool that fetches Bilibili's trending videos and exposes them via a standard MCP interface.
- [imprvhub/mcp-browser-agent](https://github.com/imprvhub/mcp-browser-agent) 📇 🏠 - A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities.
@@ -207,14 +219,18 @@ Cloud platform service integration. Enables management and interaction with clou
- [cyclops-ui/mcp-cyclops](https://github.com/cyclops-ui/mcp-cyclops) 🎖️ 🏎️ ☁️ - An MCP server that allows AI agents to manage Kubernetes resources through Cyclops abstraction
- [elementfm/mcp](https://gitlab.com/elementfm/mcp) 🎖️ 🐍 📇 🏠 ☁️ - Open source podcast hosting platform
- [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.
- [espressif/esp-rainmaker-mcp](https://github.com/espressif/esp-rainmaker-mcp) 🎖️ 🐍 🏠 ☁️ 📟 - Official Espressif MCP Server to manage and control ESP RainMaker Devices.
- [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.
- [kestra-io/mcp-server-python](https://github.com/kestra-io/mcp-server-python) 🐍 ☁️ - Implementation of MCP server for [Kestra](https://kestra.io) workflow orchestration platform.
- [liveblocks/liveblocks-mcp-server](https://github.com/liveblocks/liveblocks-mcp-server) 🎖️ 📇 ☁️ - Create, modify, and delete different aspects of [Liveblocks](https://liveblocks.io) such as rooms, threads, comments, notifications, and more. Additionally, it has read access to Storage and Yjs.
- [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.
- [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) 📇 🏠 - integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools
- [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.
- [openstack-kr/python-openstackmcp-server](https://github.com/openstack-kr/python-openstackmcp-server) 🐍 ☁️ - OpenStack MCP server for cloud infrastructure management based on openstacksdk.
- [pibblokto/cert-manager-mcp-server](https://github.com/pibblokto/cert-manager-mcp-server) 🐍 🍎/🐧 ☁️ - mcp server for [cert-manager](https://github.com/cert-manager/cert-manager) management and troubleshooting
- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) 🏎️ ☁️/🏠 - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.
- [pulumi/mcp-server](https://github.com/pulumi/mcp-server) 🎖️ 📇 🏠 - MCP server for interacting with Pulumi using the Pulumi Automation API and Pulumi Cloud API. Enables MCP clients to perform Pulumi operations like retrieving package information, previewing changes, deploying updates, and retrieving stack outputs programmatically.
- [pythonanywhere/pythonanywhere-mcp-server](https://github.com/pythonanywhere/pythonanywhere-mcp-server) 🐍 🏠 - MCP server implementation for PythonAnywhere cloud platform.
@@ -224,7 +240,6 @@ Cloud platform service integration. Enables management and interaction with clou
- [rohitg00/kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server) 🐍 ☁️/🏠 - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language.
- [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.
- [StacklokLabs/mkp](https://github.com/StacklokLabs/mkp) 🏎️ ☁️ - MKP is a Model Context Protocol (MCP) server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters. It provides tools for listing and applying Kubernetes resources through the MCP protocol.
- [StacklokLabs/mkp](https://github.com/StacklokLabs/mkp) 🏎️ ☁️/🏠 - Model Kontext Protocol Server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters through native Go implementation with direct API integration and comprehensive resource management
- [StacklokLabs/ocireg-mcp](https://github.com/StacklokLabs/ocireg-mcp) 🏎️ ☁️ - An SSE-based MCP server that allows LLM-powered applications to interact with OCI registries. It provides tools for retrieving information about container images, listing tags, and more.
- [strowk/mcp-k8s-go](https://github.com/strowk/mcp-k8s-go) 🏎️ ☁️/🏠 - Kubernetes cluster operations through MCP
- [thunderboltsid/mcp-nutanix](https://github.com/thunderboltsid/mcp-nutanix) 🏎️ 🏠/☁️ - Go-based MCP Server for interfacing with Nutanix Prism Central resources.
@@ -246,6 +261,7 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g.
- [pydantic/pydantic-ai/mcp-run-python](https://github.com/pydantic/pydantic-ai/tree/main/mcp-run-python) 🐍 🏠 - Run Python code in a secure sandbox via MCP tool calls
- [r33drichards/mcp-js](https://github.com/r33drichards/mcp-js) 🦀 🏠 🐧 🍎 - A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for persistent sessions.
- [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages
- [dagger/container-use](https://github.com/dagger/container-use) 🏎️ 🏠 🐧 🍎 🪟 - Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and git branches. No conflicts, many experiments. Full execution history, terminal access to agent environments, git workflow. Any agent/model/infra stack.
### 🤖 <a name="coding-agents"></a>Coding Agents
@@ -262,6 +278,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [rinadelph/Agent-MCP](https://github.com/rinadelph/Agent-MCP) 🐍 🏠 - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities.
- [stippi/code-assistant](https://github.com/stippi/code-assistant) 🦀 🏠 - Coding agent with basic list, read, replace_in_file, write, execute_command and web search tools. Supports multiple projects concurrently.
- [tiianhk/MaxMSP-MCP-Server](https://github.com/tiianhk/MaxMSP-MCP-Server) 🐍 🏠 🎵 🎥 - A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia.
- [nesquikm/mcp-rubber-duck](https://github.com/nesquikm/mcp-rubber-duck) 📇 🏠 ☁️ - An MCP server that bridges to multiple OpenAI-compatible LLMs - your AI rubber duck debugging panel for explaining problems to various AI "ducks" and getting different perspectives
- [VertexStudio/developer](https://github.com/VertexStudio/developer) 🦀 🏠 🍎 🪟 🐧 - Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities
### 🖥️ <a name="command-line"></a>Command Line
@@ -291,11 +308,13 @@ Integration with communication platforms for message management and channel oper
- [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the go!
- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) 📇 ☁️ - An MCP server to interface with the Google Tasks API
- [Cactusinhand/mcp_server_notify](https://github.com/Cactusinhand/mcp_server_notify) 🐍 🏠 - A MCP server that send desktop notifications with sound effect when agent tasks are completed.
- [PhononX/cv-mcp-server](https://github.com/PhononX/cv-mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Server that connects AI Agents to [Carbon Voice](https://getcarbon.app). Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https://getcarbon.app).
- [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 🚀 - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.
- [chaindead/telegram-mcp](https://github.com/chaindead/telegram-mcp) 🏎️ 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status
- [chigwell/telegram-mcp](https://github.com/chigwell/telegram-mcp) 🐍 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status.
- [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - MCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs.
- [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.
- [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) 📇 ☁️ - An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and observe the transcript.
- [gitmotion/ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp) 📇 ☁️ 🏠 - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
- [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
@@ -303,14 +322,17 @@ Integration with communication platforms for message management and channel oper
- [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) 🐍 ☁️ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
- [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.
- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more.
- [joinly-ai/joinly](https://github.com/joinly-ai/joinly) 🐍☁️ - MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages in the meeting chat.
- [keturiosakys/bluesky-context-server](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky instance integration for querying and interaction
- [khan2a/telephony-mcp-server](https://github.com/khan2a/telephony-mcp-server) 🐍 💬 - MCP Telephony server for automating voice calls with Speech-to-Text and Speech Recognition to summarize call conversations. Send and receive SMS, detect voicemail, and integrate with Vonage APIs for advanced telephony workflows.
- [korotovsky/slack-mcp-server](https://github.com/korotovsky/slack-mcp-server) 📇 ☁️ - The most powerful MCP server for Slack Workspaces.
- [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
- [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) 🎖 📇 ☁️ - MCP Server for Integrating LINE Official Account
- [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) 📇 ☁️ - MCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and recordings.
- [wyattjoh/imessage-mcp](https://github.com/wyattjoh/imessage-mcp) 📇 🏠 🍎 - A Model Context Protocol server for reading iMessage data from macOS.
- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat.
- [softeria/ms-365-mcp-server](https://github.com/softeria/ms-365-mcp-server) 📇 ☁️ - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar)
- [saseq/discord-mcp](https://github.com/SaseQ/discord-mcp) ☕ 📇 🏠 💬 - A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities.
- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) - The MCP server that keeps you informed by sending the notification on phone using ntfy
- [userad/didlogic_mcp](https://github.com/UserAd/didlogic_mcp) 🐍 ☁️ - An MCP server for [DIDLogic](https://didlogic.com). Adds functionality to manage SIP endpoints, numbers and destinations.
- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - MCP server for WhatsApp Business Platform by YCloud.
@@ -323,6 +345,7 @@ Integration with communication platforms for message management and channel oper
Provides access to customer profiles inside of customer data platforms
- [antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - A Model Context Protocol server for generating visual charts using [AntV](https://github.com/antvis).
- [hustcc/mcp-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - Generate visual charts using [Apache ECharts](https://echarts.apache.org) with AI MCP dynamically.
- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - Generate [mermaid](https://mermaid.js.org/) diagram and chart with AI MCP dynamically.
- [iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - Connect with [iaptic](https://www.iaptic.com) to ask about your Customer Purchases, Transaction data and App Revenue statistics.
- [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍 ☁️ - Connect any Open Data to any LLM with Model Context Protocol.
@@ -336,8 +359,9 @@ Secure database access with schema inspection capabilities. Enables querying and
- [Aiven-Open/mcp-aiven](https://github.com/Aiven-Open/mcp-aiven) - 🐍 ☁️ 🎖️ - Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services
- [alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - Supabase MCP Server with support for SQL query execution and database exploration tools
- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.
- [amineelkouhen/mcp-cockroachdb](https://github.com/amineelkouhen/mcp-cockroachdb) 🐍 ☁️ - A Model Context Protocol server for managing, monitoring, and querying data in [CockroachDB](https://cockroachlabs.com).
- [benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql) ☁️ 🏠 - MySQL database integration in NodeJS with configurable access controls and schema inspection
- [bytebase/dbhub](https://github.com/bytebase/dbhub) 📇 🏠 Universal database MCP server supporting mainstream databases.
- [bram2w/baserow](https://github.com/bram2w/baserow) - Baserow database integration with table search, list, and row create, read, update, and delete capabilities.
- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities
- [Canner/wren-engine](https://github.com/Canner/wren-engine) 🐍 🦀 🏠 - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents
- [centralmind/gateway](https://github.com/centralmind/gateway) 🏎️ 🏠 🍎 🪟 - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase
@@ -365,9 +389,12 @@ Secure database access with schema inspection capabilities. Enables querying and
- [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.
- [henilcalagiya/google-sheets-mcp](https://github.com/henilcalagiya/google-sheets-mcp) 🐍 🏠 - Your AI Assistant's Gateway to Google Sheets! 25 powerful tools for seamless Google Sheets automation via MCP.
- [hydrolix/mcp-hydrolix](https://github.com/hydrolix/mcp-hydrolix) 🎖️ 🐍 ☁️ - Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.
- [idoru/influxdb-mcp-server](https://github.com/idoru/influxdb-mcp-server) 📇 ☁️ 🏠 - Run queries against InfluxDB OSS API v2.
- [InfluxData/influxdb3_mcp_server](https://github.com/influxdata/influxdb3_mcp_server) 🎖️ 📇 🏠 ☁️ - Official MCP server for InfluxDB 3 Core/Enterprise/Cloud Dedicated
- [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - Snowflake integration implementing read and (optional) write operations as well as insight tracking
- [iunera/druid-mcp-server](https://github.com/iunera/druid-mcp-server) ☕ ☁️ 🏠 - Comprehensive MCP server for Apache Druid that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters.
- [yannbrrd/simple_snowflake_mcp](https://github.com/YannBrrd/simple_snowflake_mcp) 🐍 ☁️ - Simple Snowflake MCP server that works behind a corporate proxy. Read and write (optional) operations
- [joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP Server for managing and creating projects and organisations in Supabase
- [jovezhong/mcp-timeplus](https://github.com/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
@@ -398,6 +425,8 @@ Secure database access with schema inspection capabilities. Enables querying and
- [schemacrawler/SchemaCrawler-MCP-Server-Usage](https://github.com/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](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone integration with vector search capabilities
- [skysqlinc/skysql-mcp](https://github.com/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.
- [Snowflake-Labs/mcp](https://github.com/Snowflake-Labs/mcp) 🐍 ☁️ - Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods supported.
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility.
- [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.
- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities
@@ -435,6 +464,7 @@ Tools and integrations that enhance the development workflow and environment man
- [aashari/mcp-server-atlassian-bitbucket](https://github.com/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](https://github.com/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](https://github.com/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](https://github.com/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](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.
- [akramIOT/MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher) 🐍 ☁️ 📇 - MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent.
- [alimo7amed93/webhook-tester-mcp](https://github.com/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.
@@ -442,10 +472,11 @@ Tools and integrations that enhance the development workflow and environment man
- [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).
- [ArchAI-Labs/fastmcp-sonarqube-metrics](https://github.com/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](https://github.com/artmann/package-registry-mcp) 🏠 📇 🍎 🪟 🐧 - MCP server for searching and getting up-to-date information about NPM, Cargo, PyPi, and NuGet packages.
- [wyattjoh/jsr-mcp](https://github.com/wyattjoh/jsr-mcp) 📇 ☁️ - Model Context Protocol server for the JSR (JavaScript Registry)
- [augmnt/augments-mcp-server](https://github.com/augmnt/augments-mcp-server) 📇 ☁️ 🏠 - Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-date code generation that follows current best practices for React, Next.js, Laravel, FastAPI, Tailwind CSS, and more.
- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - An MCP server for running code locally via Docker and supporting multiple programming languages.
- [azer/react-analyzer-mcp](https://github.com/azer/react-analyzer-mcp) 📇 🏠 - Analyze React code locally, generate docs / llm.txt for whole project at once
- [bucketco/bucket-javascript-sdk#cli](https://github.com/bucketco/bucket-javascript-sdk/tree/main/packages/cli#model-context-protocol) 🎖️ 📇 ☁️ - Flag features directly from chat in your IDE with [Bucket](https://bucket.co).
- [Chunkydotdev/bldbl-mcp](https://github.com/chunkydotdev/bldbl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildable AI-powered development platform [bldbl.dev](https://bldbl.dev). Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.
- [CircleCI/mcp-server-circleci](https://github.com/CircleCI-Public/mcp-server-circleci) 📇 ☁️ Enable AI Agents to fix build failures from CircleCI.
- [cjo4m06/mcp-shrimp-task-manager](https://github.com/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](https://cjo4m06.github.io/mcp-shrimp-task-manager)
@@ -455,9 +486,13 @@ Tools and integrations that enhance the development workflow and environment man
- [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.
- [cqfn/aibolit-mcp-server](https://github.com/cqfn/aibolit-mcp-server) ☕ - Helping Your AI Agent Identify Hotspots for Refactoring; Help AI Understand How to 'Make Code Better'
- [currents-dev/currents-mcp](https://github.com/currents-dev/currents-mcp) 🎖️ 📇 ☁️ Enable AI Agents to fix Playwright test failures reported to [Currents](https://currents.dev).
- [davidan90/time-node-mcp](https://github.com/davidan90/time-node-mcp) 📇 🏠 - Timezone-aware date and time operations with support for IANA timezones, timezone conversion, and Daylight Saving Time handling.
- [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/)
- [deploy-mcp/deploy-mcp](https://github.com/alexpota/deploy-mcp) 📇 ☁️ 🏠 - Universal deployment tracker for AI assistants with live status badges and deployment monitoring
- [docker/hub-mcp](https://github.com/docker/hub-mcp) 🎖️ 📇 ☁️ 🏠 - Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images
- [endorhq/cli](https://github.com/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.
- [etsd-tech/mcp-pointer](https://github.com/etsd-tech/mcp-pointer) 📇 🏠 🍎 🪟 🐧 - Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to capture elements.
- [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).
- [freema/mcp-design-system-extractor](https://github.com/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](https://github.com/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.
@@ -465,6 +500,8 @@ Tools and integrations that enhance the development workflow and environment man
- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai).
- [gorosun/unified-diff-mcp](https://github.com/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](https://github.com/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](https://github.com/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.
- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - Unified MCP server for GitLab and Jira: manage projects, merge requests, files, releases and tickets with AI agents.
- [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.
@@ -474,8 +511,10 @@ Tools and integrations that enhance the development workflow and environment man
- [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
- [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
- [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
- [promptexecution/just-mcp](https://github.com/promptexecution/just-mcp) 🦀 🏠 - Justfile integration that enables LLMs to execute any CLI or script commands with parameters safely and easily, with environment variable support and comprehensive testing.
- [InditexTech/mcp-server-simulator-ios-idb](https://github.com/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](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - MCP server for local compression of various image formats.
- [Inspizzz/jetbrains-datalore-mcp](https://github.com/inspizzz/jetbrains-datalore-mcp) 🐍 ☁️ - MCP server for interacting with cloud deployments of Jetbrains Datalore platform. Fully incorporated Datalore API ( run, run interactively, get run data, fetch files )
- [ios-simulator-mcp](https://github.com/joshuayoes/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](https://github.com/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](https://github.com/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.
@@ -494,11 +533,14 @@ Tools and integrations that enhance the development workflow and environment man
- [langfuse/mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse) 🐍 🏠 - MCP server to access and manage LLM application prompts created with [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)) Prompt Management.
- [lpigeon/ros-mcp-server](https://github.com/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](https://github.com/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](https://github.com/ukkit/memcord) 🐍 🏠 🐧 🍎 - A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control.
- [mattjegan/swarmia-mcp](https://github.com/mattjegan/swarmia-mcp) 🐍 🏠 🍎 🐧 - Read-only MCP server to help gather metrics from [Swarmia](swarmia.com) for quick reporting.
- [mobile-next/mobile-mcp](https://github.com/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](https://github.com/mrexodia/user-feedback-mcp) 🐍 🏠 - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
- [narumiruna/gitingest-mcp](https://github.com/narumiruna/gitingest-mcp) 🐍 🏠 - A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase.
- [neilberkman/editorconfig_mcp](https://github.com/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](https://github.com/OctoMind-dev/octomind-mcp) 📇 ☁️ - lets your preferred AI agent create & run fully managed [Octomind](https://www.octomind.dev/) end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
- [OpenZeppelin/contracts-wizard](https://github.com/OpenZeppelin/contracts-wizard/tree/master/packages/mcp) - A Model Context Protocol (MCP) server that allows AI agents to generate secure smart contracts in multiples languages based on [OpenZeppelin Wizard templates](https://wizard.openzeppelin.com/).
- [bgauryy/octocode-mcp](https://github.com/bgauryy/octocode-mcp) ☁️ 📇 🍎 🪟 🐧 - AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime.
- [opslevel/opslevel-mcp](https://github.com/opslevel/opslevel-mcp) 🎖️ 🏎️ ☁️ 🪟 🍎 🐧 - Official MCP Server for [OpsLevel](https://www.opslevel.com)
- [picahq/mcp](https://github.com/picahq/mcp) 🎖️ 🦀 📇 ☁️ - One MCP for all your integrations — powered by [Pica](https://www.picaos.com), the infrastructure for intelligent, collaborative agents.
@@ -511,22 +553,29 @@ Tools and integrations that enhance the development workflow and environment man
- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - Docker container management and operations through MCP
- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - Xcode integration for project management, file operations, and build automation
- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
- [reflagcom/mcp](https://github.com/reflagcom/javascript/tree/main/packages/cli#model-context-protocol) 🎖️ 📇 ☁️ - Flag features directly from chat in your IDE with [Reflag](https://reflag.com).
- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️ 🐍 ☁️ 🍎 - MCP server for the incident management platform [Rootly](https://rootly.com/).
- [ryan0204/github-repo-mcp](https://github.com/Ryan0204/github-repo-mcp) 📇 ☁️ 🪟 🐧 🍎 - GitHub Repo MCP allow your AI assistants browse GitHub repositories, explore directories, and view file contents.
- [sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📇 🏠 - An MCP Server to help LLMs suggest the latest stable package versions when writing code.
- [sapientpants/sonarqube-mcp-server](https://github.com/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](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.
- [sequa-ai/sequa-mcp](https://github.com/sequa-ai/sequa-mcp) 📇 ☁️ 🐧 🍎 🪟 - Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.
- [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - Connect any HTTP/REST API server using an Open API spec (v3)
- [spacecode-ai/SpaceBridge-MCP](https://github.com/spacecode-ai/SpaceBridge-MCP) 🐍 🏠 🍎 🐧 - Bring structure and preserve context in vibe coding by automatically tracking issues.
- [st3v3nmw/sourcerer-mcp](https://github.com/st3v3nmw/sourcerer-mcp) 🏎️ ☁️ - MCP for semantic code search & navigation that reduces token waste
- [stass/lldb-mcp](https://github.com/stass/lldb-mcp) 🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
- [storybookjs/addon-mcp](https://github.com/storybookjs/addon-mcp) 📇 🏠 - Help agents automatically write and test stories for your UI components.
- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
- [tgeselle/bugsnag-mcp](https://github.com/tgeselle/bugsnag-mcp) 📇 ☁️ - An MCP server for interacting with [Bugsnag](https://www.bugsnag.com/)
- [Tommertom/awesome-ionic-mcp](https://github.com/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](https://github.com/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](https://github.com/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](https://github.com/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.
- [vasayxtx/mcp-prompt-engine](https://github.com/vasayxtx/mcp-prompt-engine) 🏎️ 🏠 🪟️ 🐧 🍎 - MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine.
- [vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
- [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) 📇 - Connect to VSCode ide and use semantic tools like `find_usages`
- [Webvizio/mcp](https://github.com/Webvizio/mcp) 🎖️ 📇 - Automatically converts feedback and bug reports from websites and web apps into actionable, context-enriched developer tasks. Delivered straight to your AI coding tools, the Webvizio MCP Server ensures your AI agent has all the data it needs to solve tasks with speed and accuracy.
- [WiseVision/mcp_server_ros_2](https://github.com/wise-vision/mcp_server_ros_2) 🐍 🤖 - MCP server for ROS2 enabling AI-driven robotics applications and services.
- [Wooonster/hocr_mcp_server](https://github.com/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](https://github.com/ShenghaiWang/xcodebuild) 🍎 Build iOS Xcode workspace/project and feed back errors to llm.
- [XixianLiang/HarmonyOS-mcp-server](https://github.com/XixianLiang/HarmonyOS-mcp-server) 🐍 🏠 - Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation.
@@ -536,6 +585,7 @@ Tools and integrations that enhance the development workflow and environment man
- [yiwenlu66/PiloTY](https://github.com/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](https://github.com/YuChenSSR/mindmap-mcp-server) 🐍 🏠 - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap.
- [YuChenSSR/multi-ai-advisor](https://github.com/YuChenSSR/multi-ai-advisor-mcp) 📇 🏠 - 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](https://github.com/Yutarop/ros-mcp) 🐍 🏠 🐧 - MCP server that supports ROS2 topics, services, and actions communication, and controls robots using natural language.
- [yWorks/mcp-typescribe](https://github.com/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](https://github.com/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](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - An MCP server to flexibly fetch JSON, text, and HTML data
@@ -551,6 +601,7 @@ Tools and integrations that enhance the development workflow and environment man
Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.
- [arrismo/kaggle-mcp](https://github.com/arrismo/kaggle-mcp) 🐍 ☁️ - Connects to Kaggle, ability to download and analyze datasets.
- [avisangle/calculator-server](https://github.com/avisangle/calculator-server) 🏎️ 🏠 - A comprehensive Go-based MCP server for mathematical computations, implementing 13 mathematical tools across basic arithmetic, advanced functions, statistical analysis, unit conversions, and financial calculations.
- [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) 🐍 ☁️ - Predict anything with Chronulus AI forecasting and prediction agents.
- [DataEval/dingo](https://github.com/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](https://github.com/datalayer/jupyter-mcp-server) 🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter.
@@ -560,8 +611,10 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
- [kdqed/zaturn](https://github.com/kdqed/zaturn) 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.
- [mckinsey/vizro-mcp](https://github.com/mckinsey/vizro/tree/main/vizro-mcp) 🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards.
- [optuna/optuna-mcp](https://github.com/optuna/optuna-mcp) 🎖️ 🐍 🏠 🐧 🍎 - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with [Optuna](https://optuna.org/).
- [phisanti/MCPR](https://github.com/phisanti/MCPR) 🏠 🍎 🪟 🐧 - Model Context Protocol for R: enables AI agents to participate in interactive live R sessions.
- [reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
- [subelsky/bundler_mcp](https://github.com/subelsky/bundler_mcp) 💎 🏠 - Enables agents to query local information about dependencies in a Ruby project's `Gemfile`.
- [Bright-L01/networkx-mcp-server](https://github.com/Bright-L01/networkx-mcp-server) 🐍 🏠 - The first NetworkX integration for Model Context Protocol, enabling graph analysis and visualization directly in AI conversations. Supports 13 operations including centrality algorithms, community detection, PageRank, and graph visualization.
- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - An MCP server to convert almost any file or web content into Markdown
### 📟 <a name="embedded-system"></a>Embedded System
@@ -594,8 +647,7 @@ Provides direct access to local file systems with configurable permissions. Enab
### 💰 <a name="finance--fintech"></a>Finance & Fintech
Financial data access and analysis tools. Enables AI models to work with market data, trading platforms, and financial information.
- [Regenerating-World/pix-mcp](https://github.com/Regenerating-World/pix-mcp) 📇 ☁️ - Generate Pix QR codes and copy-paste strings with fallback across multiple providers (Efí, Cielo, etc.) for Brazilian instant payments.
- [aaronjmars/web3-research-mcp](https://github.com/aaronjmars/web3-research-mcp) 📇 ☁️ - Deep Research for crypto - free & fully local
- [ahnlabio/bicscan-mcp](https://github.com/ahnlabio/bicscan-mcp) 🎖️ 🐍 ☁️ - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
- [getAlby/mcp](https://github.com/getAlby/mcp) 🎖️ 📇 ☁️ 🏠 - Connect any bitcoin lightning wallet to your agent to send and receive instant payments globally.
@@ -611,7 +663,7 @@ Financial data access and analysis tools. Enables AI models to work with market
- [carsol/monarch-mcp-server](https://github.com/carsol/monarch-mcp-server) 🐍 ☁️ - MCP server providing read-only access to Monarch Money financial data, enabling AI assistants to analyze transactions, budgets, accounts, and cashflow data with MFA support.
- [chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com/).
- [codex-data/codex-mcp](https://github.com/Codex-Data/codex-mcp) 🎖️ 📇 ☁️ - [Codex API](https://www.codex.io) integration for real-time enriched blockchain and market data on 60+ networks
- [coinpaprika/dexpaprika-mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Coinpaprika's DexPaprika MCP server exposes high-performance [DexPaprika API](https://docs.dexpaprika.com) covering 20+ chains and 5M+ tokens with real time pricing, liquidity pool data & historical OHLCV data, providing AI agents standardized access to comprehensive market data through Model Context Protocol.
- [coinpaprika/dexpaprika-mcp](https://github.com/coinpaprika/dexpaprika-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Coinpaprika's DexPaprika MCP server exposes high-performance [DexPaprika API](https://docs.dexpaprika.com) covering 20+ chains and 5M+ tokens with real time pricing, liquidity pool data & historical OHLCV data, providing AI agents standardized access to comprehensive market data through Model Context Protocol.
- [doggybee/mcp-server-ccxt](https://github.com/doggybee/mcp-server-ccxt) 📇 ☁️ - An MCP server for accessing real-time crypto market data and trading via 20+ exchanges using the CCXT library. Supports spot, futures, OHLCV, balances, orders, and more.
- [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) 🐍 ☁️ - Yahoo Finance integration to fetch stock market data including options recommendations
- [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Tastyworks API integration to handle trading activities on Tastytrade
@@ -622,6 +674,7 @@ Financial data access and analysis tools. Enables AI models to work with market
- [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - MCP server based on baostock, providing access and analysis capabilities for Chinese stock market data.
- [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.
- [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) 📇 ☁️ - Real-time on-chain market prices using open and free Dexscreener API
- [jjlabsio/korea-stock-mcp](https://github.com/jjlabsio/korea-stock-mcp) 📇 ☁️ - An MCP Server for Korean stock analysis using OPEN DART API and KRX API
- [kukapay/binance-alpha-mcp](https://github.com/kukapay/binance-alpha-mcp) 🐍 ☁️ - An MCP server for tracking Binance Alpha trades, helping AI agents optimize alpha point accumulation.
- [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/blocknative-mcp](https://github.com/kukapay/blocknative-mcp) 🐍 ☁️ - Providing real-time gas price predictions across multiple blockchains, powered by Blocknative.
@@ -642,6 +695,7 @@ Financial data access and analysis tools. Enables AI models to work with market
- [kukapay/crypto-trending-mcp](https://github.com/kukapay/crypto-trending-mcp) 🐍 ☁️ - Tracking the latest trending tokens on CoinGecko.
- [kukapay/crypto-whitepapers-mcp](https://github.com/kukapay/crypto-whitepapers-mcp) 🐍 ☁️ - Serving as a structured knowledge base of crypto whitepapers.
- [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) 🐍 ☁️ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
- [kukapay/dao-proposals-mcp](https://github.com/kukapay/dao-proposals-mcp) 🐍 ☁️ - An MCP server that aggregates live governance proposals from major DAOs.
- [kukapay/defi-yields-mcp](https://github.com/kukapay/defi-yields-mcp) 🐍 ☁️ - An MCP server for AI agents to explore DeFi yield opportunities.
- [kukapay/dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp) 🐍 ☁️ - A mcp server that bridges Dune Analytics data to AI agents.
- [kukapay/etf-flow-mcp](https://github.com/kukapay/etf-flow-mcp) 🐍 ☁️ - Delivering crypto ETF flow data to power AI agents' decision-making.
@@ -676,12 +730,14 @@ Financial data access and analysis tools. Enables AI models to work with market
- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) ☁️ 🏠 - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports.
- [polygon-io/mcp_polygon)](https://github.com/polygon-io/mcp_polygon)) 🐍 ☁️ - An MCP server that provides access to [Polygon.io](https://polygon.io/) financial market data APIs for stocks, indices, forex, options, and more.
- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - Bitget API to fetch cryptocurrency price.
- [QuantConnect/mcp-server](https://github.com/QuantConnect/mcp-server) 🐍 ☁️ A Dockerized Python MCP server that bridges your local AI (e.g., Claude Desktop, etc) with the QuantConnect API—empowering you to create projects, backtest strategies, manage collaborators, and deploy live-trading workflows directly via natural-language prompts.
- [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
- [QuentinCody/braintree-mcp-server](https://github.com/QuentinCody/braintree-mcp-server) 🐍 - Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process payments, manage customers, and handle transactions securely.
- [RomThpt/xrpl-mcp-server](https://github.com/RomThpt/mcp-xrpl) 📇 ☁️ - MCP server for the XRP Ledger that provides access to account information, transaction history, and network data. Allows querying ledger objects, submitting transactions, and monitoring the XRPL network.
- [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.
- [shareseer/shareseer-mcp-server](https://github.com/shareseer/shareseer-mcp-server) 🏎️ ☁️ - MCP to Access SEC filings, financials & insider trading data in real time using [ShareSeer](https://shareseer.com)
- [tatumio/blockchain-mcp](https://github.com/tatumio/blockchain-mcp) ☁️ - MCP server for Blockchain Data. It provides access to Tatum's blockchain API across 130+ networks with tools including RPC Gateway and Blockchain Data insights.
- [ThomasMarches/substrate-mcp-rs](https://github.com/ThomasMarches/substrate-mcp-rs) 🦀 🏠 - An MCP server implementation to interact with Substrate-based blockchains. Built with Rust and interfacing the [subxt](https://github.com/paritytech/subxt) crate.
- [tooyipjee/yahoofinance-mcp](https://github.com/tooyipjee/yahoofinance-mcp.git) 📇 ☁️ - TS version of yahoo finance mcp.
- [Trade-Agent/trade-agent-mcp](https://github.com/Trade-Agent/trade-agent-mcp.git) 🎖️ ☁️ - Trade stocks and crypto on common brokerages (Robinhood, E*Trade, Coinbase, Kraken) via Trade Agent's MCP server.
@@ -691,6 +747,9 @@ Financial data access and analysis tools. Enables AI models to work with market
- [XeroAPI/xero-mcp-server](https://github.com/XeroAPI/xero-mcp-server) 📇 ☁️ An MCP server that integrates with Xero's API, allowing for standardized access to Xero's accounting and business features.
- [zlinzzzz/finData-mcp-server](https://github.com/zlinzzzz/finData-mcp-server) 🐍 ☁️ - An MCP server for accessing professional financial data, supporting multiple data providers such as Tushare.
- [zolo-ryan/MarketAuxMcpServer](https://github.com/Zolo-Ryan/MarketAuxMcpServer) 📇 ☁️ - MCP server for comprehensive market and financial news search with advanced filtering by symbols, industries, countries, and date ranges.
- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - An MCP server that provides real-time prediction market data from multiple platforms including Polymarket, PredictIt, and Kalshi. Enables AI assistants to query current odds, prices, and market information through a unified interface.
- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - An MCP server that enables AI models to query the Bitcoin blockchain.
- [hive-intel/hive-crypto-mcp](https://github.com/hive-intel/hive-crypto-mcp) 📇 ☁️ 🏠 - Hive Intelligence: Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics
### 🎮 <a name="gaming"></a>Gaming
@@ -713,9 +772,11 @@ Integration with gaming related data, game engines, and services
Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.
- [0xshellming/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
- [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) 🐍 ☁️ 🏠 - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering
- [chatmcp/mcp-server-chatsum](https://github.com/chatmcp/mcp-server-chatsum) - Query and summarize your chat messages with AI prompts.
- [cameronrye/openzim-mcp](https://github.com/cameronrye/openzim-mcp) 🐍 🏠 - Modern, secure MCP server for accessing ZIM format knowledge bases offline. Enables AI models to search and navigate Wikipedia, educational content, and other compressed knowledge archives with smart retrieval, caching, and comprehensive API.
- [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation
- [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.
- [GistPad-MCP](https://github.com/lostintangent/gistpad-mcp) 📇 🏠 - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the [GistPad VS Code extension](https://aka.ms/gistpad).
@@ -725,18 +786,23 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
- [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
- [MWGMorningwood/Central-Memory-MCP](https://github.com/MWGMorningwood/Central-Memory-MCP) 📇 ☁️ - An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge graph for multiple developers using Azure Functions MCP triggers and Table storage.
- [pi22by7/In-Memoria](https://github.com/pi22by7/In-Memoria) 📇 🦀 🏠 🍎 🐧 🪟 - Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning. Hybrid TypeScript/Rust implementation with local-first storage using SQLite + SurrealDB for semantic analysis and incremental codebase understanding.
- [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.
- [ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
- [TechDocsStudio/biel-mcp](https://github.com/TechDocsStudio/biel-mcp) 📇 ☁️ - Let AI tools like Cursor, VS Code, or Claude Desktop answer questions using your product docs. Biel.ai provides the RAG system and MCP server.
- [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
- [upstash/context7](https://github.com/upstash/context7) 📇 ☁️ - Up-to-date code documentation for LLMs and AI code editors.
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - An MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and clearing conversation memories with timestamps and LLM identification.
- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - An MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context across conversations.
### 🗺️ <a name="location-services"></a>Location Services
Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.
- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️ - IP address geolocation and network information using IPInfo API
- [cqtrinv/trinvmcp](https://github.com/cqtrinv/trinvmcp) 📇 ☁️ - Explore French communes and cadastral parcels based on name and surface
- [devilcoder01/weather-mcp-server](https://github.com/devilcoder01/weather-mcp-server) 🐍 ☁️ - Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions.
- [ip2location/mcp-ip2location-io](https://github.com/ip2location/mcp-ip2location-io) 🐍 ☁️ - Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API.
- [ipfind/ipfind-mcp-server](https://github.com/ipfind/ipfind-mcp-server) 🐍 ☁️ - IP Address location service using the [IP Find](https://ipfind.com) API
@@ -751,6 +817,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra
- [rossshannon/Weekly-Weather-mcp](https://github.com/rossshannon/weekly-weather-mcp.git) 🐍 ☁️ - Weekly Weather MCP server which returns 7 full days of detailed weather forecasts anywhere in the world.
- [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API.
- [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - Access the time in any timezone and get the current local time
- [stadiamaps/stadiamaps-mcp-server-ts](https://github.com/stadiamaps/stadiamaps-mcp-server-ts) 📇 ☁️ - A MCP server for Stadia Maps' Location APIs - Lookup addresses, places with geocoding, find time zones, create routes and static maps
- [TimLukaHorstmann/mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather) 📇 ☁️ - Accurate weather forecasts via the AccuWeather API (free tier available).
- [trackmage/trackmage-mcp-server](https://github.com/trackmage/trackmage-mcp-server) 📇 - Shipment tracking api and logistics management capabilities through the [TrackMage API] (https://trackmage.com/)
- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - Geocoding MCP server for nominatim, ArcGIS, Bing
@@ -763,7 +830,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [gomarble-ai/google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.
- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) 📇 ☁️ - Enables tools to interact with Amazon Advertising, analyzing campaign metrics and configurations.
- [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
- [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) 🐍 ☁️ 🏠 - Enables AI agents to monitor and optimize Meta ad performance, analyze campaign metrics, adjust audience targeting, manage creative assets, and make data-driven recommendations for ad spend and campaign settings through seamless Graph API integration.
- [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) 🐍 ☁️ 🏠 - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — simply and reliably.
- [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) 📇 ☁️ This project implements an MCP (Model Context Protocol) server for the Stape platform. It allows interaction with the Stape API using AI assistants like Claude or AI-powered IDEs like Cursor.
- [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) 📇 ☁️ This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API.
@@ -779,7 +846,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [last9/last9-mcp-server](https://github.com/last9/last9-mcp-server) - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster
- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - Query and interact with kubernetes environments monitored by Metoro
- [MindscapeHQ/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - Raygun API V3 integration for crash reporting and real user monitoring
- [modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) 🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring
- [getsentry/sentry-mcp](https://github.com/getsentry/sentry-mcp) 🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring
- [mpeirone/zabbix-mcp-server](https://github.com/mpeirone/zabbix-mcp-server) 🐍 ☁️ 🐧 🪟 🍎 - Zabbix integration for hosts, items, triggers, templates, problems, data and more.
- [netdata/netdata#Netdata](https://github.com/netdata/netdata/blob/master/src/web/mcp/README.md) 🎖️ 🏠 ☁️ 📟 🍎 🪟 🐧 - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections
- [pydantic/logfire-mcp](https://github.com/pydantic/logfire-mcp) 🎖️ 🐍 ☁️ - Provides access to OpenTelemetry traces and metrics through Logfire
@@ -788,6 +855,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [VictoriaMetrics-Community/mcp-victoriametrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics) 🎖️ 🏎️ 🏠 - Provides comprehensive integration with your [VictoriaMetrics instance APIs](https://docs.victoriametrics.com/victoriametrics/url-examples/) and [documentation](https://docs.victoriametrics.com/) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances
- [imprvhub/mcp-status-observer](https://github.com/imprvhub/mcp-status-observer) 📇 ☁️ - Model Context Protocol server for monitoring Operational Status of major digital platforms in Claude Desktop.
- [inspektor-gadget/ig-mcp-server](https://github.com/inspektor-gadget/ig-mcp-server) 🏎️ ☁️ 🏠 🐧 🪟 🍎 - Debug your Container and Kubernetes workloads with an AI interface powered by eBPF.
- [yshngg/pmcp](https://github.com/yshngg/pmcp) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - A Prometheus Model Context Protocol Server.
### 🎥 <a name="multimedia-process"></a>Multimedia Process
@@ -817,6 +885,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Clojars MCP Server for upto date dependency information of Clojure libraries
- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Search ArXiv research papers
- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through [SerpAPI](https://serpapi.com/).
- [cameronrye/gopher-mcp](https://github.com/cameronrye/gopher-mcp) 🐍 🏠 - Modern, cross-platform MCP server enabling AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently. Features dual protocol support, TLS security, and structured content extraction.
- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - This is a Python-based MCP server that provides OpenAI `web_search` build-in tool.
- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Enable fast, free real-time web search and access premium data from trusted media brands—news, financial markets, sports, entertainment, weather, and more. Build powerful AI agents with Dappier.
- [deadletterq/mcp-opennutrition](https://github.com/deadletterq/mcp-opennutrition) 📇 🏠 - Local MCP server for searching 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database.
@@ -840,9 +909,11 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [just-every/mcp-read-website-fast](https://github.com/just-every/mcp-read-website-fast) 📇 🏠 - Fast, token-efficient web content extraction for AI agents - converts websites to clean Markdown while preserving links. Features Mozilla Readability, smart caching, polite crawling with robots.txt support, and concurrent fetching.
- [just-every/mcp-screenshot-website-fast](https://github.com/just-every/mcp-screenshot-website-fast) 📇 🏠 - Fast screenshot capture tool optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks for optimal AI processing with configurable viewports and wait strategies for dynamic content.
- [kagisearch/kagimcp](https://github.com/kagisearch/kagimcp) ☁️ 📇 Official Kagi Search MCP Server
- [kehvinbehvin/json-mcp-filter](https://github.com/kehvinbehvin/json-mcp-filter) ️🏠 📇 Stop bloating your LLM context. Query & Extract only what you need from your JSON files.
- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 Tavily AI search API
- [leehanchung/bing-search-mcp](https://github.com/leehanchung/bing-search-mcp) 📇 ☁️ - Web search capabilities using Microsoft Bing Search API
- [lfnovo/content-core](https://github.com/lfnovo/content-core) 🐍 🏠 - Extract content from URLs, documents, videos, and audio files using intelligent auto-engine selection. Supports web pages, PDFs, Word docs, YouTube transcripts, and more with structured JSON responses.
- [Linked-API/linkedapi-mcp](https://github.com/Linked-API/linkedapi-mcp) 🎖️ 📇 ☁️ - MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data.
- [luminati-io/brightdata-mcp](https://github.com/luminati-io/brightdata-mcp) 📇 ☁️ - Discover, extract, and interact with the web - one interface powering automated access across the public internet.
- [mikechao/brave-search-mcp](https://github.com/mikechao/brave-search-mcp) 📇 ☁️ - Web, Image, News, Video, and Local Point of Interest search capabilities using Brave's Search API
- [modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - Web search capabilities using Brave's Search API
@@ -860,6 +931,8 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [sascharo/gxtract](https://github.com/sascharo/gxtract) 🐍 ☁️ 🪟 🐧 🍎 - GXtract is a MCP server designed to integrate with VS Code and other compatible editors (documentation: [sascharo.github.io/gxtract](https://sascharo.github.io/gxtract)). It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerful document understanding capabilities directly within your development environment.
- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web search within the MCP ecosystem without leaving it.
- [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - An MCP Server to connect to searXNG instances
- [serkan-ozal/driflyte-mcp-server](https://github.com/serkan-ozal/driflyte-mcp-server) 🎖️ 📇 ☁️ 🏠 - The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.
- [shopsavvy/shopsavvy-mcp-server](https://github.com/shopsavvy/shopsavvy-mcp-server) 🎖️ 📇 ☁️ - Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more.
- [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.
- [tianqitang1/enrichr-mcp-server](https://github.com/tianqitang1/enrichr-mcp-server) 📇 ☁️ - A MCP server that provides gene set enrichment analysis using the Enrichr API
@@ -867,6 +940,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 Tavily AI search API
- [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) ☁️ 📇 - [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
- [vitorpavinato/ncbi-mcp-server](https://github.com/vitorpavinato/ncbi-mcp-server) 🐍 ☁️ 🏠 - Comprehensive NCBI/PubMed literature search server with advanced analytics, caching, MeSH integration, related articles discovery, and batch processing for all life sciences and biomedical research.
- [kimdonghwi94/Web-Analyzer-MCP](https://github.com/kimdonghwi94/web-analyzer-mcp) 🐍 🏠 🍎 🪟 🐧 - Extracts clean web content for RAG and provides Q&A about web pages.
- [webscraping-ai/webscraping-ai-mcp-server](https://github.com/webscraping-ai/webscraping-ai-mcp-server) 🎖️ 📇 ☁️ - Interact with [WebScraping.ai](https://webscraping.ai) for web data extraction and scraping.
- [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) 📇 🏠 - MCP server that searches Baseline status using Web Platform API
- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality.
@@ -878,6 +952,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
### 🔒 <a name="security"></a>Security
- [mariocandela/beelzebub](https://github.com/mariocandela/beelzebub) ☁️ - Beelzebub is a honeypot framework that lets you build honeypot tools using MCP. Its purpose is to detect prompt injection or malicious agent behavior. The underlying idea is to provide the agent with tools it would never use in its normal work.
- [13bm/GhidraMCP](https://github.com/13bm/GhidraMCP) 🐍 ☕ 🏠 - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analysis via the Model Context Protocol.
- [AIM-Intelligence/AIM-Guard-MCP](https://github.com/AIM-Intelligence/AIM-MCP) 📇 🏠 🍎 🪟 🐧 - Security-focused MCP server that provides safety guidelines and content analysis for AI agents.
- [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) 🐍 🪟 🏠 MCP server for analyzing ROADrecon gather results from Azure tenant enumeration
@@ -908,14 +983,18 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [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.
- [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.
- [safedep/vet](https://github.com/safedep/vet/blob/main/docs/mcp.md) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - vet-mcp checks open source packages—like those suggested by AI coding tools—for vulnerabilities and malicious code. It supports npm and PyPI, and runs locally via Docker or as a standalone binary for fast, automated vetting.
- [sanyambassi/ciphertrust-manager-mcp-server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server) 🐍 ☁️ 🏠 - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.
- [sanyambassi/ciphertrust-manager-mcp-server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server) 🐍 ☁️ 🏠 🐧 🪟 - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.
- [sanyambassi/thales-cdsp-cakm-mcp-server](https://github.com/sanyambassi/thales-cdsp-cakm-mcp-server) 🐍 ☁️ 🏠 🐧 🪟 - MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases.
- [sanyambassi/thales-cdsp-crdp-mcp-server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server) 📇 ☁️ 🏠 🐧 🪟 - MCP server for Thales CipherTrust Manager RestFul Data Protection service.
- [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.
- [semgrep/mcp](https://github.com/semgrep/mcp) 📇 ☁️ Allow AI agents to scan code for security vulnerabilites using [Semgrep](https://semgrep.dev).
- [slouchd/cyberchef-api-mcp-server](https://github.com/slouchd/cyberchef-api-mcp-server) 🐍 ☁️ - MCP server for interacting with the CyberChef server API which will allow an MCP client to utilise the CyberChef operations.
- [StacklokLabs/osv-mcp](https://github.com/StacklokLabs/osv-mcp) 🏎️ ☁️ - Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.
- [vespo92/OPNSenseMCP](https://github.com/vespo92/OPNSenseMCP) 📇 🏠 - MCP Server for managing & interacting with Open Source NGFW OPNSense via Natural Language
- [adeptus-innovatio/solvitor-mcp](https://github.com/Adeptus-Innovatio/solvitor-mcp) 🦀 🏠 - Solvitor MCP server provides tools to access reverse engineering tools that help developers extract IDL files from closed-source Solana smart contracts and decompile them.
- [zinja-coder/apktool-mcp-server](https://github.com/zinja-coder/apktool-mcp-server) 🐍 🏠 - APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs.
- [zinja-coder/jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) ☕ 🏠 - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude.
- [HaroldFinchIFT/vuln-nist-mcp-server](https://github.com/HaroldFinchIFT/vuln-nist-mcp-server) 🐍 ☁️️ 🍎 🪟 🐧 - A Model Context Protocol (MCP) server for querying NIST National Vulnerability Database (NVD) API endpoints.
### 🌐 <a name="social-media"></a>Social Media
@@ -924,9 +1003,10 @@ Integration with social media platforms to allow posting, analytics, and interac
- [anwerj/youtube-uploader-mcp](https://github.com/anwerj/youtube-uploader-mcp) 🏎️ ☁️ - AIpowered YouTube uploader—no CLI, no YouTube Studio. Uploade videos directly from MCP clients with all AI capabilities.
- [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) 🐍 🏠 - An MCP server for interacting with Bluesky via the atproto client.
- [HagaiHen/facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server) 🐍 ☁️ - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management.
- [karanb192/reddit-buddy-mcp](https://github.com/karanb192/reddit-buddy-mcp) 📇 🏠 - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop.
- [kunallunia/twitter-mcp](https://github.com/LuniaKunal/mcp-twitter) 🐍 🏠 - All-in-one Twitter management solution providing timeline access, user tweet retrieval, hashtag monitoring, conversation analysis, direct messaging, sentiment analysis of a post, and complete post lifecycle control - all through a streamlined API.
- [macrocosm-os/macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp) - 🎖️ 🐍 ☁️ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering.
- [sinanefeozler/reddit-summarizer-mcp](https://github.com/sinanefeozler/reddit-summarizer-mcp) 🐍 🏠 ☁️ - MCP server for summarizing users's Reddit homepage or any subreddit based on posts and comments.
### 🏃 <a name="sports"></a>Sports
@@ -966,6 +1046,7 @@ Tools for converting text-to-speech and vice-versa
- [daisys-ai/daisys-mcp](https://github.com/daisys-ai/daisys-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate high-quality text-to-speech and text-to-voice outputs using the [DAISYS](https://www.daisys.ai/) platform and make it able to play and store audio generated.
- [mbailey/voice-mcp](https://github.com/mbailey/voice-mcp) 🐍 🏠 - Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through local microphone, OpenAI-compatible APIs, and LiveKit integration
- [mberg/kokoro-tts-mcp](https://github.com/mberg/kokoro-tts-mcp) 🐍 🏠 - MCP Server that uses the open weight Kokoro TTS models to convert text-to-speech. Can convert text to MP3 on a local driver or auto-upload to an S3 bucket.
- [transcribe-app/mcp-transcribe](https://github.com/transcribe-app/mcp-transcribe) 📇 🏠 - This service provides fast and reliable transcriptions for audio/video files and voice memos. It allows LLMs to interact with the text content of audio/video file.
### 🚆 <a name="travel-and-transportation"></a>Travel & Transportation
@@ -977,8 +1058,10 @@ Access to travel and transportation information. Enables querying schedules, rou
- [lucygoodchild/mcp-national-rail](https://github.com/lucygoodchild/mcp-national-rail) 📇 ☁️ - An MCP server for UK National Rail trains service, providing train schedules and live travel information, intergrating the Realtime Trains API
- [openbnb-org/mcp-server-airbnb](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁️ - Provides tools to search Airbnb and get listing details.
- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) 📇 🐍 - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces
- [Pradumnasaraf/aviationstack-mcp](https://github.com/Pradumnasaraf/aviationstack-mcp) 🐍 ☁️ 🍎 🪟 🐧 - An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types.
- [r-huijts/ns-mcp-server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - Access Dutch Railways (NS) travel information, schedules, and real-time updates
- [skedgo/tripgo-mcp-server](https://github.com/skedgo/tripgo-mcp-server) 📇 ☁️ - Provides tools from the TripGo API for multi-modal trip planning, transport locations, and public transport departures, including real-time information.
- [helpful-AIs/triplyfy-mcp](https://github.com/helpful-AIs/triplyfy-mcp) 📇 ☁️ - An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save flights.
- [srinath1510/alltrails-mcp-server](https://github.com/srinath1510/alltrails-mcp-server) 🐍 ☁️ - A MCP server that provides access to AllTrails data, allowing you to search for hiking trails and get detailed trail information
### 🔄 <a name="version-control"></a>Version Control
@@ -998,10 +1081,14 @@ Interact with Git repositories and version control platforms. Enables repository
### 🏢 <a name="workplace-and-productivity"></a>Workplace & Productivity
- [bivex/kanboard-mcp](https://github.com/bivex/kanboard-mcp) 🏎️ ☁️ 🏠 - A Model Context Protocol (MCP) server written in Go that empowers AI agents and Large Language Models (LLMs) to seamlessly interact with Kanboard. It transforms natural language commands into Kanboard API calls, enabling intelligent automation of project, task, and user management, streamlining workflows, and enhancing productivity.
- [giuseppe-coco/Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server) 🐍 ☁️ 🍎 🪟 🐧 - MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on.
- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) 🐍 ☁️ - Integration with gmail and Google Calendar.
- [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) 📇 ☁️ - An MCP server to interface with the Google Calendar API. Based on TypeScript.
- [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) 🐍 ☁️ 🍎 🪟 🐧 - Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports.
- [teamwork/mcp](https://github.com/teamwork/mcp) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Project and resource management platform that keeps your client projects on track, makes managing resources a breeze, and keeps your profits on point.
- [tubasasakunn/context-apps-mcp](https://github.com/tubasasakunn/context-apps-mcp) 📇 🏠 🍎 🪟 🐧 - AI-powered productivity suite connecting Todo, Idea, Journal, and Timer apps with Claude via Model Context Protocol.
- [vakharwalad23/google-mcp](https://github.com/vakharwalad23/google-mcp) 📇 ☁️ - Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with OAuth management, automated token refresh, and auto re-authentication capabilities.
### 🛠️ <a name="other-tools-and-integrations"></a>Other Tools and Integrations
@@ -1087,6 +1174,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [offorte/offorte-mcp-server](https://github.com/offorte/offorte-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - The Offorte Proposal Software MCP server enables creation and sending of business proposals.
- [olalonde/mcp-human](https://github.com/olalonde/mcp-human) 📇 ☁️ - When your LLM needs human assistance (through AWS Mechanical Turk)
- [orellazi/coda-mcp](https://github.com/orellazri/coda-mcp) 📇 ☁️ - MCP server for [Coda](https://coda.io/)
- [osinmv/funciton-lookup-mcp](https://github.com/osinmv/function-lookup-mcp) 🐍 🏠 🍎 🐧 - MCP server for function signature lookups.
- [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - Query OpenAI models directly from Claude using MCP protocol
- [pskill9/hn-server](https://github.com/pskill9/hn-server) - 📇 ☁️ Parses the HTML content from news.ycombinator.com (Hacker News) and provides structured data for different types of stories (top, new, ask, show, jobs).
- [PV-Bhat/vibe-check-mcp-server](https://github.com/PV-Bhat/vibe-check-mcp-server) 📇 ☁️ - An MCP server that prevents cascading errors and scope creep by calling a "Vibe-check" agent to ensure user alignment.
@@ -1111,6 +1199,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear) 📇 ☁️ 🍎 🪟 🐧 - Integrates with Linear project management system
- [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Interacting with Perplexity API.
- [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - Access Home Assistant data and control devices (lights, switches, thermostats, etc).
- [TheoBrigitte/mcp-time](https://github.com/TheoBrigitte/mcp-time) 🏎️ 🏠 🍎 🪟 🐧 - MCP server which provides utilities to work with time and dates, with natural language, multiple formats and timezone convertion capabilities.
- [tomekkorbak/oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server) 🐍 ☁️ - An MCP server for Oura, an app for tracking sleep
- [tqiqbal/mcp-confluence-server](https://github.com/tqiqbal/mcp-confluence-server) 🐍 - A Model Context Protocol (MCP) server for interacting with Confluence Data Center via REST API.
- [ttommyth/interactive-mcp](https://github.com/ttommyth/interactive-mcp) 📇 🏠 🍎 🪟 🐧 - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop.