punkpeye

punkpeye/awesome-mcp-servers

A collection of MCP servers.

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README.md

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> [!IMPORTANT]
> [ray.run](https://ray.run/) – from idea to a production-grade MCP server in under a minute! 🦜

A curated list of awesome Model Context Protocol (MCP) servers.

* [What is MCP?](#what-is-mcp)
* [Clients](#clients)
* [Remote Servers](#remote-servers)
* [Tutorials](#tutorials)
* [Community](#community)
* [Legend](#legend)
* [Server Implementations](#server-implementations) 
* [Frameworks](#frameworks)
* [Tips & Tricks](#tips-and-tricks)

## What is MCP?

[MCP](https://modelcontextprotocol.io/) is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

## Clients

Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) and [glama.ai/mcp/clients](https://glama.ai/mcp/clients).

## Remote Servers

This list is for servers with a GitHub repo you install and run yourself. Looking for a hosted server you just connect to over a URL? See [awesome-remote-mcp-servers](https://github.com/punkpeye/awesome-remote-mcp-servers).

## Tutorials

* [Tool Definition Quality Score (TDQS)](https://github.com/glama-ai/tool-definition-quality-score)
* [Model Context Protocol (MCP) Quickstart](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart)
* [Setup Claude Desktop App to Use a SQLite Database](https://youtu.be/wxCCzo9dGj0)

## Community

* [r/mcp Reddit](https://www.reddit.com/r/mcp)
* [Discord Server](https://glama.ai/mcp/discord)

## Legend

* 🎖️ – official implementation
* programming language
  * 🐍 – Python codebase
  * 📇 – TypeScript (or JavaScript) codebase
  * 🏎️ – Go codebase
  * 🦀 – Rust codebase
  * #️⃣ - C# Codebase
  * ☕ - Java codebase
  * 🌊 – C/C++ codebase
  * 💎 - Ruby codebase

* scope
  * ☁️ - Cloud Service
  * 🏠 - Local Service
  * 📟 - Embedded Systems
* operating system
  * 🍎 – For macOS
  * 🪟 – For Windows
  * 🐧 - For Linux

> [!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 cloud when MCP server is talking to remote APIs, e.g. weather API.

## Server Implementations

> [!NOTE]
> We now have a [web-based directory](https://glama.ai/mcp/servers) that is synced with the repository.

* 🔗 - [Aggregators](#aggregators)
* 🤝 - [Agreements & Coordination](#agreements--coordination)
* 🎨 - [Art & Culture](#art-and-culture)
* 📐 - [Architecture & Design](#architecture-and-design)
* 📂 - [Browser Automation](#browser-automation)
* 🧬 - [Biology Medicine and Bioinformatics](#bio)
* ☁️ - [Cloud Platforms](#cloud-platforms)
* 👨‍💻 - [Code Execution](#code-execution)
* 🤖 - [Coding Agents](#coding-agents)
* 🖥️ - [Command Line](#command-line)
* 💬 - [Communication](#communication)
* 🗣️ - [Conversational AI](#conversational-ai)
* 🔑 - [Cryptography](#cryptography)
* 👤 - [Customer Data Platforms](#customer-data-platforms)
* 🗄️ - [Databases](#databases)
* 📊 - [Data Platforms](#data-platforms)
* 🚚 - [Delivery](#delivery)
* 🛠️ - [Developer Tools](#developer-tools)
* 🧮 - [Data Science Tools](#data-science-tools)
* 📊 - [Data Visualization](#data-visualization)
* 📟 - [Embedded system](#embedded-system)
* 🎓 - [Education](#education)
* 🛒 - [E-Commerce](#e-commerce)
* 🌳 - [Environment & Nature](#environment-and-nature)
* 📂 - [File Systems](#file-systems)
* 💰 - [Finance & Fintech](#finance--fintech)
* 🎮 - [Gaming](#gaming)
* 🏠 - [Home Automation](#home-automation)
* 🪪 - [Identity](#identity)
* 🏭 - [Industrial & IoT](#industrial--iot)
* 🧠 - [Knowledge & Memory](#knowledge--memory)
* ⚖️ - [Legal](#legal)
* 🗺️ - [Location Services](#location-services)
* 🎯 - [Marketing](#marketing)
* 📊 - [Monitoring](#monitoring)
* 🎥 - [Multimedia Process](#multimedia-process)
* 🖥️ - [OS Automation](#os-automation)
* 🎙️ - [Podcasts](#podcasts)
* 📋 - [Product Management](#product-management)
* 🏠 - [Real Estate](#real-estate)
* 🔬 - [Research](#research)
* 🔎 - [Search & Data Extraction](#search)
* 🔒 - [Security](#security)
* 🌐 - [Social Media](#social-media)
* 🔮 - [Spirituality & Esoterica](#spirituality-and-esoterica)
* 🏃 - [Sports](#sports)
* 🎧 - [Support & Service Management](#support-and-service-management)
* 🌎 - [Translation Services](#translation-services)
* 🎧 - [Text-to-Speech](#text-to-speech)
* 🎙️ - [Speech-to-Text](#speech-to-text)
* 🚆 - [Travel & Transportation](#travel-and-transportation)
* 🔄 - [Version Control](#version-control)
* 🏢 - [Workplace & Productivity](#workplace-and-productivity)
* 🛠️ - [Other Tools and Integrations](#other-tools-and-integrations)

### 🔗 <a name="aggregators"></a>Aggregators

Servers for accessing many apps and tools through a single MCP server.
- [402signalhq/402signal](https://github.com/402signalhq/402signal) [![402Signal MCP server](https://glama.ai/mcp/servers/402signalhq/402signal/badges/score.svg)](https://glama.ai/mcp/servers/402signalhq/402signal) 🐍 ☁️ - Checks and validates live x402 payment routes across Base, Solana and Algorand.
- [GarphenGate/moltline-mcp](https://github.com/GarphenGate/moltline-mcp) [![GarphenGate/moltline-mcp MCP server](https://glama.ai/mcp/servers/GarphenGate/moltline-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GarphenGate/moltline-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Bridge to Moltline Studio's hosted MCP servers: code review, agent governance, business math, regulatory deadlines, crypto tax lots, routing and optimization.
- [team886/findagent-mcp](https://github.com/team886/findagent-mcp) [![team886/findagent-mcp MCP server](https://glama.ai/mcp/servers/team886/findagent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/team886/findagent-mcp) 📇 ☁️ - Marketplace of vetted agents with automated security scans plus human review, credential-to-host binding and sandboxed hosted code with default-deny egress.
- [BotHireAgent/BotHireMCPServer](https://github.com/BotHireAgent/BotHireMCPServer) [![BotHireAgent/BotHireMCPServer MCP server](https://glama.ai/mcp/servers/BotHireAgent/BotHireMCPServer/badges/score.svg)](https://glama.ai/mcp/servers/BotHireAgent/BotHireMCPServer) 📇 🏠 - BotHire agent-to-agent hiring marketplace: search agents and skills by capability and trust score, read live demand, and settle in USDT or USDC across chains.
- [@neoninnovationlab/neon-mcp-gateway](https://github.com/neoninnovationlab/neon-mcp-gateway) [![neoninnovationlab/neon-mcp-gateway MCP server](https://glama.ai/mcp/servers/neoninnovationlab/neon-mcp-gateway/badges/score.svg)](https://glama.ai/mcp/servers/neoninnovationlab/neon-mcp-gateway) 📇 ☁️ 🏠 - Edge firewall for exposing internal PostgreSQL databases and APIs to AI agents with strict validation.
- [daedalusdevelopmentgroup/ddg-agent-payable-services](https://github.com/daedalusdevelopmentgroup/ddg-agent-payable-services) [![daedalusdevelopmentgroup/ddg-agent-payable-services MCP server](https://glama.ai/mcp/servers/daedalusdevelopmentgroup/ddg-agent-payable-services/badges/score.svg)](https://glama.ai/mcp/servers/daedalusdevelopmentgroup/ddg-agent-payable-services) 🐍 ☁️ - Pay-per-call x402 tools (utilities, DNS/WHOIS, blockchain RPC, market and DEX data, prediction markets, security audits) plus an OpenAI-compatible LLM gateway.
- [forgemeshlabs/coinopai-mcp](https://github.com/forgemeshlabs/coinopai-mcp) [![forgemeshlabs/coinopai-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/coinopai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/coinopai-mcp) 📇 - Paid crypto intelligence via x402 on Base: preflight checks, trade decisions audited against real prices, risk state, signal history and automation search.
- [forgemeshlabs/anomaly-mcp](https://github.com/forgemeshlabs/anomaly-mcp) [![forgemeshlabs/anomaly-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/anomaly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/anomaly-mcp) 📇 ☁️ - Real-time anomaly detection with NASA-derived sequence mining across blockchain, mempool, stablecoin depeg, aviation and GitHub signals, paid via x402 on Base.
- [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - Aggregates multiple MCP servers into one unified server.
- [2s-io/sdk](https://github.com/2s-io/sdk) [![2s-io/sdk MCP server](https://glama.ai/mcp/servers/2s-io/sdk/badges/score.svg)](https://glama.ai/mcp/servers/2s-io/sdk) 📇 ☁️ 🍎 🪟 🐧 - Pay-per-call x402 API: geocoding, weather, earthquakes, patents, US case law, Federal Register, scientific papers, DNS/WHOIS, OFAC screening and Census data.
- [8randonpickart5/alderpost-mcp](https://github.com/8randonpickart5/alderpost-mcp) [![alderpost-mcp MCP server](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp/badges/score.svg)](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp) 📇 ☁️ - Intelligence endpoints for security, company, threat, compliance, sales, sports, property and health data, paid via x402 micropayments on Base.
- [forgemeshlabs/utility-grid-mcp](https://github.com/forgemeshlabs/utility-grid-mcp) [![forgemeshlabs/utility-grid-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/utility-grid-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/utility-grid-mcp) 📇 ☁️ - Search and call utility APIs for OCR, image, audio, web, math, conversion and geodata, paid per call with x402 USDC on Base.
- [GTCC777/pulsenetwork-mcp](https://github.com/GTCC777/pulsenetwork-mcp) [![GTCC777/pulsenetwork-mcp MCP server](https://glama.ai/mcp/servers/GTCC777/pulsenetwork-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GTCC777/pulsenetwork-mcp) 📇 - Pay-per-call x402 intelligence APIs on Base and Solana: finance, crypto, legal, immigration, healthcare costs, real estate, tax, climate, sports and science.
- [mcpqueen/mcpqueen](https://github.com/mcpqueen/mcpqueen) [![mcpqueen/mcpqueen MCP server](https://glama.ai/mcp/servers/mcpqueen/mcpqueen/badges/score.svg)](https://glama.ai/mcp/servers/mcpqueen/mcpqueen) 🎖️ 📇 ☁️ - Graded MCP registry: live-probes remote servers from the MCP Registry (initialization, tool listing, schema quality, latency, provenance) and publishes grades.
- [minia2auk/minia2a-mcp](https://github.com/minia2auk/minia2a-mcp) [![minia2auk/minia2a-mcp MCP server](https://glama.ai/mcp/servers/minia2auk/minia2a-mcp/badges/score.svg)](https://glama.ai/mcp/servers/minia2auk/minia2a-mcp) 📇 ☁️ - Pay-per-call x402 gateway for agent tools: crypto and DeFi data, web scraping, AI inference, CAPTCHA solving, token security, DNS/WHOIS and gas monitoring.
- [szp2005/llm-prices-cn](https://github.com/szp2005/llm-prices-cn) [![szp2005/llm-prices-cn MCP server](https://glama.ai/mcp/servers/szp2005/llm-prices-cn/badges/score.svg)](https://glama.ai/mcp/servers/szp2005/llm-prices-cn) 🐍 ☁️ - Daily-verified dataset of LLM API prices for Chinese and global models, with live price queries and token cost estimation.
- [tadas-github/a2asearch-mcp](https://github.com/tadas-github/a2asearch-mcp) [![tadas-github/a2asearch-mcp MCP server](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp) 📇 ☁️ - Search a directory of MCP servers, AI agents, CLI tools and agent skills.
- [Aganium/agenium](https://github.com/Aganium/agenium) 📇 ☁️ 🍎 🪟 🐧 - Bridge MCP servers to the agent:// network so other agents can discover and call their tools, with DNS-like identity, mTLS, trust scores and capability search.
- [agentbodegastore/agentbodega](https://github.com/agentbodegastore/agentbodega) [![agentbodega MCP server](https://glama.ai/mcp/servers/agentbodegastore/agentbodega/badges/score.svg)](https://glama.ai/mcp/servers/agentbodegastore/agentbodega) 📇 ☁️ - Live catalog of x402-payable HTTP tools from AgentBodega: search, public data, social media, status checks, media conversion and agent-readiness checks.
- [elisymlabs/elisym](https://github.com/elisymlabs/elisym) [![elisymlabs/elisym MCP server](https://glama.ai/mcp/servers/elisymlabs/elisym/badges/score.svg)](https://glama.ai/mcp/servers/elisymlabs/elisym) 📇 ☁️ 🍎 🪟 🐧 - AI agent discovery and marketplace on Nostr with Solana payments (SOL, USDC): NIP-89 discovery, NIP-90 jobs, NIP-44 encryption and on-chain micropayments.
- [PHONGUIT22/nostrpulse-full](https://github.com/PHONGUIT22/nostrpulse-full) [![PHONGUIT22/nostrpulse-full MCP server](https://glama.ai/mcp/servers/PHONGUIT22/nostrpulse-full/badges/score.svg)](https://glama.ai/mcp/servers/PHONGUIT22/nostrpulse-full) 📇 🏠 🍎 🪟 🐧 - Agent-to-agent (A2A) commerce framework using Nostr NIP-90 and Cashu eCash micro-settlements.
- [espadaw/Agent47](https://github.com/espadaw/Agent47) 📇 ☁️ - Job aggregator for AI agents across platforms such as x402, RentAHuman and Virtuals.
- [gzchenhao/openhire](https://github.com/gzchenhao/openhire) [![gzchenhao/openhire MCP server](https://glama.ai/mcp/servers/gzchenhao/openhire/badges/score.svg)](https://glama.ai/mcp/servers/gzchenhao/openhire) 🐍 🏠 🍎 🪟 🐧 - Job search over employer ATS APIs (Greenhouse, Lever, Ashby, Beisen) with freshness verification, ghost-job scoring and apply links; matching runs client-side.
- [doggychip/agentforge](https://github.com/doggychip/agentforge) [![doggychip/agentforge MCP server](https://glama.ai/mcp/servers/doggychip/agentforge/badges/score.svg)](https://glama.ai/mcp/servers/doggychip/agentforge) 📇 ☁️ - Self-hostable API gateway and marketplace for AI agents with one API key, REST and streaming access, and health monitoring.
- [AgentHotspot](https://github.com/AgentHotspot/agenthotspot-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search, integrate and monetize MCP connectors on the AgentHotspot marketplace.
- [aidevelopers2/remoteopenclaw-mcp](https://github.com/aidevelopers2/remoteopenclaw-mcp) [![aidevelopers2/remoteopenclaw-mcp MCP server](https://glama.ai/mcp/servers/aidevelopers2/remoteopenclaw-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aidevelopers2/remoteopenclaw-mcp) 📇 🏠 - Search the Remote OpenClaw directory of MCP servers, agent skills and plugins for names, links and install commands; also available as a CLI.
- [garasegae/aiskillstore](https://github.com/garasegae/aiskillstore) [![garasegae/aiskillstore MCP server](https://glama.ai/mcp/servers/garasegae/aiskillstore/badges/score.svg)](https://glama.ai/mcp/servers/garasegae/aiskillstore) ☁️ - Skill marketplace where AI agents discover, purchase and integrate skills.
- [getanyapi-com/mcp](https://github.com/getanyapi-com/mcp) [![getanyapi-com/mcp MCP server](https://glama.ai/mcp/servers/getanyapi-com/mcp/badges/score.svg)](https://glama.ai/mcp/servers/getanyapi-com/mcp) 🎖️ 📇 ☁️ 🏠 - AnyAPI: scraping and data APIs for social media, search results, Google Maps, e-commerce and web data, with normalized JSON and automatic provider failover.
- [alexanderclapp/clirank-mcp-server](https://github.com/alexanderclapp/clirank-mcp-server) [![alexanderclapp/clirank-mcp-server MCP server](https://glama.ai/mcp/servers/alexanderclapp/clirank-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/alexanderclapp/clirank-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - CLIRank API intelligence for coding agents: discover, compare and get recommendations for APIs scored on agent-friendliness.
- [Work90210/APIFold](https://github.com/Work90210/APIFold) [![Work90210/APIFold MCP server](https://glama.ai/mcp/servers/Work90210/APIFold/badges/score.svg)](https://glama.ai/mcp/servers/Work90210/APIFold) 📇 ☁️ - Turn any REST API into a hosted MCP server, with ready-made public servers for GitHub, Stripe, Slack, OpenAI, Notion and more.
- [alexar76/aimarket-plugins](https://github.com/alexar76/aimarket-plugins) [![alexar76/aimarket-plugins MCP server](https://glama.ai/mcp/servers/alexar76/aimarket-plugins/badges/score.svg)](https://glama.ai/mcp/servers/alexar76/aimarket-plugins) 📇 ☁️ 🏠 🍎 🪟 🐧 - AIMarket Hub plugin that packages AIMarket capabilities as self-hosted MCP servers with a Docker image, manifest and client config.
- [Alepha188838884/context-firewall](https://github.com/Alepha188838884/context-firewall) [![Alepha188838884/context-firewall MCP server](https://glama.ai/mcp/servers/Alepha188838884/context-firewall/badges/score.svg)](https://glama.ai/mcp/servers/Alepha188838884/context-firewall) 📇 🏠 🍎 🪟 🐧 - Local MCP proxy that merges downstream servers behind a few meta-tools with progressive discovery and compresses large tool outputs, with full output on demand.
- [AIsa-public/AIsa-mcp-server](https://github.com/AIsa-public/AIsa-mcp-server) [![AIsa-public/AIsa-mcp-server MCP server](https://glama.ai/mcp/servers/AIsa-public/AIsa-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AIsa-public/AIsa-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Search, inspect and run data APIs for SEO and AI visibility, finance, social, web search, sales and agent mail through a few meta-tools, with spending caps.
- [api7/aisix](https://github.com/api7/aisix) [![api7/aisix MCP server](https://glama.ai/mcp/servers/api7/aisix/badges/score.svg)](https://glama.ai/mcp/servers/api7/aisix) 🦀 🏠 - Self-hosted MCP gateway fronting upstream servers with per-tool access control, guardrails, rate limits and usage logs; also proxies LLM and A2A agent traffic.
- [reefapi/reefapi-mcp](https://github.com/reefapi/reefapi-mcp) [![reefapi/reefapi-mcp MCP server](https://glama.ai/mcp/servers/reefapi/reefapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/reefapi/reefapi-mcp) 🐍 ☁️ - Live web data as clean JSON: search engines, social media, e-commerce (Amazon, eBay, Etsy), real estate, jobs, travel, news, finance and company intel.
- [RightOnPar-LLC/mesh-connector](https://github.com/RightOnPar-LLC/mesh-connector) [![RightOnPar-LLC/mesh-connector MCP server](https://glama.ai/mcp/servers/RightOnPar-LLC/mesh-connector/badges/score.svg)](https://glama.ai/mcp/servers/RightOnPar-LLC/mesh-connector) 📇 ☁️ - MeshMarket agent-to-agent capability exchange: agents browse, self-onboard, rent memory, reasoning and safety per call, and publish their own tools.
- [rhein1/agoragentic-integrations](https://github.com/rhein1/agoragentic-integrations) [![agoragentic-integrations MCP server](https://glama.ai/mcp/servers/@rhein1/agoragentic-integrations/badges/score.svg)](https://glama.ai/mcp/servers/@rhein1/agoragentic-integrations) 📇 ☁️ - Agent-to-agent marketplace where AI agents discover, invoke and pay for other agents' services using USDC on Base.
- [arikusi/deepseek-mcp-server](https://github.com/arikusi/deepseek-mcp-server) [![deepseek-mcp-server MCP server](https://glama.ai/mcp/servers/arikusi/deepseek-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/arikusi/deepseek-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - DeepSeek AI chat and reasoning with multi-turn sessions, function calling, thinking mode and cost tracking.
- [ariekogan/ateam-mcp](https://github.com/ariekogan/ateam-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Build, validate and deploy multi-agent AI solutions on the ADAS platform: design skills with tools and manage the solution lifecycle.
- [askbudi/roundtable](https://github.com/askbudi/roundtable) 📇 ☁️ 🏠 🍎 🪟 🐧 - Meta-MCP server that unifies AI coding assistants (Codex, Claude Code, Cursor, Gemini) behind one interface with automatic discovery and zero configuration.
- [adw0rd/awesome-mcp-tools-mcp](https://github.com/adw0rd/awesome-mcp-tools-mcp) [![adw0rd/awesome-mcp-tools-mcp MCP server](https://glama.ai/mcp/servers/adw0rd/awesome-mcp-tools-mcp/badges/score.svg)](https://glama.ai/mcp/servers/adw0rd/awesome-mcp-tools-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search the awesome-mcp.tools catalog of MCP servers from an MCP client or the terminal.
- [avotsai/avots-mcp](https://github.com/avotsai/avots-mcp) [![avotsai/avots-mcp MCP server](https://glama.ai/mcp/servers/avotsai/avots-mcp/badges/score.svg)](https://glama.ai/mcp/servers/avotsai/avots-mcp) 📇 ☁️ - Multi-model AI media generation (image, video, audio, face swap, talking avatars) plus chat with models such as Claude, GPT, Gemini and DeepSeek.
- [blockrunai/blockrun-mcp](https://github.com/blockrunai/blockrun-mcp) 📇 ☁️ 🍎 🪟 🐧 - Access AI models such as GPT-5, Claude, Gemini, Grok and DeepSeek, paid per use via x402 micropayments in USDC on Base.
- [bridgenode-ai/bridgenode-mcp](https://github.com/bridgenode-ai/bridgenode-mcp) [![bridgenode-ai/bridgenode-mcp MCP server](https://glama.ai/mcp/servers/bridgenode-ai/bridgenode-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bridgenode-ai/bridgenode-mcp) 📇 ☁️ - Pay-per-request AI chat completions across supported models via x402, with automatic Solana USDC payments and fail-closed spending caps.
- [cgrtml/reasongate](https://github.com/cgrtml/reasongate) [![cgrtml/reasongate MCP server](https://glama.ai/mcp/servers/cgrtml/reasongate/badges/score.svg)](https://glama.ai/mcp/servers/cgrtml/reasongate) 🐍 🏠 🍎 🪟 🐧 - Provenance gateway for stdio MCP servers that blocks tool calls whose destination or content came from an untrusted tool result, with schema-derived policies.
- [cinderwright-ai/cinderwright-api](https://github.com/cinderwright-ai/cinderwright-api) [![Score](https://glama.ai/mcp/servers/cinderwright-ai/cinderwright-api/badges/score.svg)](https://glama.ai/mcp/servers/cinderwright-ai/cinderwright-api) 📇 ☁️ - x402 discovery hub: search engine for agent services, paid with USDC on Base via x402.
- [Continuum-AI-Corp/orcarouter-mcp-server](https://github.com/Continuum-AI-Corp/orcarouter-mcp-server) [![Continuum-AI-Corp/orcarouter-mcp-server MCP server](https://glama.ai/mcp/servers/Continuum-AI-Corp/orcarouter-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Continuum-AI-Corp/orcarouter-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Browse LLMs from OpenAI, Anthropic, Google, Qwen, DeepSeek and others with live prices, and route chat completions through the OrcaRouter gateway with fallback.
- [Data-Everything/mcp-server-templates](https://github.com/Data-Everything/mcp-server-templates) 📇 🏠 🍎 🪟 🐧 - Unified MCP platform that connects many apps, tools and services behind one interface.
- [depwire/depwire](https://github.com/depwire/depwire) [![depwire/depwire MCP server](https://glama.ai/mcp/servers/depwire/depwire/badges/score.svg)](https://glama.ai/mcp/servers/depwire/depwire) 📇 🐍 🏎️ 🦀 🌊 🏠 - Dependency graphs for TypeScript, JavaScript, Python, Go, Rust and C, with arc diagram visualization, health scoring, dead code detection and a temporal graph.
- [duaraghav8/MCPJungle](https://github.com/duaraghav8/MCPJungle) 🏎️ 🏠 - Self-hosted MCP server registry for enterprise AI agents.
- [Proofpane/releases](https://github.com/Proofpane/releases) [![Proofpane/releases MCP server](https://glama.ai/mcp/servers/Proofpane/releases/badges/score.svg)](https://glama.ai/mcp/servers/Proofpane/releases) 🎖️ 🏠 🍎 🪟 🐧 - MCP governance proxy: allow, deny or human-approval policy gates, DLP redaction and cost caps, with tool calls recorded to a hash-chained, signed audit log.
- [entire-vc/evc-spark-mcp](https://github.com/entire-vc/evc-spark-mcp) [![evc-spark-mcp MCP server](https://glama.ai/mcp/servers/entire-vc/evc-spark-mcp/badges/score.svg)](https://glama.ai/mcp/servers/entire-vc/evc-spark-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search a curated catalog of AI agents, skills, prompts, bundles and MCP connectors.
- [gamaze-labs/hicortex](https://github.com/gamaze-labs/hicortex) [![gamaze-labs/hicortex MCP server](https://glama.ai/mcp/servers/gamaze-labs/hicortex/badges/score.svg)](https://glama.ai/mcp/servers/gamaze-labs/hicortex) 📇 🏠 - Shared memory for fleets of AI agents: nightly self-correction rewrites stale facts and merges duplicates, and recall is injected into coding agents' prompts.
- [glenngillen/mcpmcp-server](https://github.com/glenngillen/mcpmcp-server) ☁️ 📇 🍎 🪟 🐧 - Lists MCP servers so you can ask your client which ones could improve your daily workflow.
- [Gliana-Labs/gliana-mcp](https://github.com/Gliana-Labs/gliana-mcp) [![Gliana-Labs/gliana-mcp MCP server](https://glama.ai/mcp/servers/Gliana-Labs/gliana-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Gliana-Labs/gliana-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Pay-per-call AI models (chat, image, video, music, speech) plus web scraping, screenshots, OCR, face matching and crypto/FX rates, paid via HTTP 402 in USDC.
- [gpu-bridge/mcp-server](https://github.com/gpu-bridge/mcp-server) [![gpu-bridge-mcp-server MCP server](https://glama.ai/mcp/servers/gpu-bridge/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/gpu-bridge/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - GPU inference API for LLMs, image and video generation, TTS, Whisper, embeddings, reranking and OCR, paid per use via x402 or an API key.
- [gzoonet/cortex](https://github.com/gzoonet/cortex) [![gzoo-cortex MCP server](https://glama.ai/mcp/servers/@gzoonet/gzoo-cortex/badges/score.svg)](https://glama.ai/mcp/servers/@gzoonet/gzoo-cortex) 📇 🏠 - Local-first developer knowledge graph: watches project files, extracts entities and relationships with LLMs, and offers queries, a web dashboard and a CLI.
- [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - Generate images from text prompts with Google's Imagen 3 API, with photography, artistic and photorealistic controls.
- [hashgraph-online/hashnet-mcp-js](https://github.com/hashgraph-online/hashnet-mcp-js) 📇 ☁️ 🍎 🪟 🐧 - Discover, register and chat with AI agents on the Hashgraph network via the Registry Broker.
- [hedging8563/tokenlab-mcp-server](https://github.com/hedging8563/tokenlab-mcp-server) [![hedging8563/tokenlab-mcp-server MCP server](https://glama.ai/mcp/servers/hedging8563/tokenlab-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/hedging8563/tokenlab-mcp-server) 📇 ☁️ - TokenLab AI gateway: model and price discovery plus OpenAI-compatible Chat Completions, Responses, Anthropic Messages and Gemini inference.
- [HelpCode-ai/anythingmcp](https://github.com/HelpCode-ai/anythingmcp) [![HelpCode-ai/anythingmcp MCP server](https://glama.ai/mcp/servers/HelpCode-ai/anythingmcp/badges/score.svg)](https://glama.ai/mcp/servers/HelpCode-ai/anythingmcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Self-hosted MCP gateway turning REST, SOAP and GraphQL APIs and SQL/NoSQL databases into MCP tools without code, with spec import, pre-built adapters and RBAC.
- [isaac-levine/forage](https://github.com/isaac-levine/forage) 📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery: searches registries, installs MCP servers as subprocesses without restarts, and persists tool knowledge across sessions.
- [jabbawocky/proposalcraft](https://github.com/jabbawocky/proposalcraft) [![jabbawocky/proposalcraft MCP server](https://glama.ai/mcp/servers/jabbawocky/proposalcraft/badges/score.svg)](https://glama.ai/mcp/servers/jabbawocky/proposalcraft) 📇 🏠 🍎 🪟 🐧 - Draft client proposals in your own voice from a new brief, based on your saved past proposals, with local storage only.
- [Jackalope-Dev/allmcps-server](https://github.com/Jackalope-Dev/allmcps-server) [![Jackalope-Dev/allmcps-server MCP server](https://glama.ai/mcp/servers/@Jackalope-Dev/allmcps-server/badges/score.svg)](https://glama.ai/mcp/servers/@Jackalope-Dev/allmcps-server) 📇 ☁️ 🍎 🪟 🐧 - Search and browse the AllMCPs.com registry of MCP servers, get install configs, and submit or claim listings.
- [jaspertvdm/mcp-server-gemini-bridge](https://github.com/jaspertvdm/mcp-server-gemini-bridge) 🐍 ☁️ - Bridge to the Google Gemini API for accessing Gemini Pro and Flash models.
- [jaspertvdm/mcp-server-ollama-bridge](https://github.com/jaspertvdm/mcp-server-ollama-bridge) 🐍 🏠 - Bridge to a local Ollama server for running Llama, Mistral, Qwen and other local models.
- [jaspertvdm/mcp-server-openai-bridge](https://github.com/jaspertvdm/mcp-server-openai-bridge) 🐍 ☁️ - Bridge to the OpenAI API for accessing GPT-4, GPT-4o and other OpenAI models.
- [Jovancoding/Network-AI](https://github.com/Jovancoding/Network-AI) [![network](https://glama.ai/mcp/servers/Jovancoding/network-ai/badges/score.svg)](https://glama.ai/mcp/servers/Jovancoding/network-ai) 📇 🏠 🍎 🪟 🐧 - Multi-agent orchestration with a race-condition-safe shared blackboard, agent spawning, FSM transitions, budget and token tracking, and audit logs.
- [julien040/anyquery](https://github.com/julien040/anyquery) 🏎️ 🏠 ☁️ - Query apps with SQL from a single local-first binary; also connects to PostgreSQL, MySQL and SQLite-compatible databases.
- [juspay/neurolink](https://github.com/juspay/neurolink) 📇 ☁️ 🏠 🍎 🪟 🐧 - Edge-first AI platform unifying many providers and models, with multi-agent orchestration, human-in-the-loop workflows, guardrails and context summarization.
- [K-Dense-AI/claude-skills-mcp](https://github.com/K-Dense-AI/claude-skills-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search and use Claude Agent Skills from any model or client as if natively supported.
- [kansei-link/kansei-mcp-server](https://github.com/kansei-link/kansei-mcp-server) [![kansei-link/kansei-mcp-server MCP server](https://glama.ai/mcp/servers/kansei-link/kansei-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/kansei-link/kansei-mcp-server) 📇 🏠 🍎 🪟 🐧 - Local-first navigator with verified data on SaaS services and workflow recipes.
- [kevmoz/macaroonnetwork-mcp](https://github.com/kevmoz/macaroonnetwork-mcp) [![kevmoz/macaroonnetwork-mcp MCP server](https://glama.ai/mcp/servers/kevmoz/macaroonnetwork-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kevmoz/macaroonnetwork-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search and buy from a predicate-gated scientific and data marketplace: browse the catalogue and metadata, then pay via x402 (USDC on Base) or Lightning L402.
- [khalidsaidi/ragmap](https://github.com/khalidsaidi/ragmap) 📇 ☁️ 🏠 🍎 🪟 🐧 - MapRag: RAG-focused MCP subregistry for discovering and routing to retrieval-capable MCP servers with structured constraints and explainable ranking.
- [mambalabsdev/mcp-gtm-suite](https://github.com/mambalabsdev/mcp-gtm-suite) [![mambalabsdev/mcp-gtm-suite MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-suite/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-suite) 📇 ☁️ - Go-to-market signals via Apify actors: hiring signals, tech stack detection, job board scanning, LinkedIn URL resolution, ICP scoring and signal aggregation.
- [Markgatcha/universal-mcp-toolkit](https://github.com/Markgatcha/universal-mcp-toolkit) [![Markgatcha/universal-mcp-toolkit MCP server](https://glama.ai/mcp/servers/Markgatcha/universal-mcp-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/Markgatcha/universal-mcp-toolkit) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP aggregator that connects agents to multiple MCP servers through one configuration, with ready-made templates and cross-repo prompt workflows.
- [MastadoonPrime/sylex-search](https://github.com/MastadoonPrime/sylex-search) [![MastadoonPrime/sylex-search MCP server](https://glama.ai/mcp/servers/MastadoonPrime/sylex-search/badges/score.svg)](https://glama.ai/mcp/servers/MastadoonPrime/sylex-search) 🐍 📇 ☁️ 🍎 🪟 🐧 - Search engine for AI agents to discover products, services and businesses across categories, without LLM calls.
- [mediiiiium/mcp-jp](https://github.com/mediiiiium/mcp-jp) [![mediiiiium/mcp-jp MCP server](https://glama.ai/mcp/servers/mediiiiium/mcp-jp/badges/score.svg)](https://glama.ai/mcp/servers/mediiiiium/mcp-jp) 🐍 ☁️ - MCP servers for Japanese SMB SaaS without their own MCP support, such as KING OF TIME, SmartHR, kaonavi, Smaregi, LINE Lstep and CloudSign.
- [merterbak/Grok-MCP](https://github.com/merterbak/Grok-MCP) 🐍 ☁️ 🍎 🪟 🐧 - Access xAI's Grok API with agentic tool calling, image generation, vision and file support.
- [metatool-ai/metatool-app](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP: unified middleware MCP server that manages your MCP connections through a GUI.
- [MikeyPetrillo/Agent402](https://github.com/MikeyPetrillo/Agent402) [![MikeyPetrillo/Agent402 MCP server](https://glama.ai/mcp/servers/MikeyPetrillo/Agent402/badges/score.svg)](https://glama.ai/mcp/servers/MikeyPetrillo/Agent402) 📇 ☁️ 🏠 - Pay-per-call x402 tools and skill packs (headless browser, web search, OCR, wallet-keyed memory), plus a router that finds the cheapest healthy tool.
- [MikkoParkkola/mcp-gateway](https://github.com/MikkoParkkola/mcp-gateway) [![MikkoParkkola/mcp-gateway MCP server](https://glama.ai/mcp/servers/MikkoParkkola/mcp-gateway/badges/score.svg)](https://glama.ai/mcp/servers/MikkoParkkola/mcp-gateway) 🏎️ 🏠 🍎 🪟 🐧 - MCP gateway with single-port multiplexing and meta-tools that replace individual tool registrations, plus hot-reloadable capabilities and OpenAPI import.
- [mirastacklabs-ai/mirastack-redfish-mcp](https://github.com/mirastacklabs-ai/mirastack-redfish-mcp) [![mirastacklabs-ai/mirastack-redfish-mcp MCP server](https://glama.ai/mcp/servers/mirastacklabs-ai/mirastack-redfish-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mirastacklabs-ai/mirastack-redfish-mcp) 🎖️ 🐍 ☁️ 📟 - Governed access to DMTF Redfish BMCs (iDRAC, iLO, XCC, OpenBMC) for power, thermal, firmware and BIOS management; read-only by default with tiered write modes.
- [mroops0111/openapi-mcp-gateway](https://github.com/mroops0111/openapi-mcp-gateway) [![mroops0111/openapi-mcp-gateway MCP server](https://glama.ai/mcp/servers/mroops0111/openapi-mcp-gateway/badges/score.svg)](https://glama.ai/mcp/servers/mroops0111/openapi-mcp-gateway) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Mount multiple OpenAPI specs or a FastAPI app as MCP servers in one process, exposing GET endpoints as resources and large specs through meta-tools.
- [nimbus-agent/Nimbus](https://github.com/nimbus-agent/Nimbus) [![nimbus-agent/Nimbus MCP server](https://glama.ai/mcp/servers/nimbus-agent/Nimbus/badges/score.svg)](https://glama.ai/mcp/servers/nimbus-agent/Nimbus) 🎖️ 📇 🏠 🍎 🪟 🐧 - Read-only search over a local index of your engineering stack (GitHub, Jira, Slack, PagerDuty, Datadog and more): incidents, PRs, deployments and DORA metrics.
- [ni-c/mcp-hub](https://github.com/ni-c/mcp-hub) [![ni-c/mcp-hub MCP server](https://glama.ai/mcp/servers/ni-c/mcp-hub/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/mcp-hub) 📇 🏠 🍎 🪟 🐧 - Serve many stdio MCP servers from one container over HTTPS, with path-based routing, an aggregate endpoint using meta-tools, built-in OAuth 2.1 and hot reload.
- [Octodamus/octodamus-core](https://github.com/Octodamus/octodamus-core) [![Octodamus/octodamus-core MCP server](https://glama.ai/mcp/servers/Octodamus/octodamus-core/badges/score.svg)](https://glama.ai/mcp/servers/Octodamus/octodamus-core) 🐍 - Crypto market oracle: BUY/SELL/HOLD consensus from RSI, MACD, funding rates and on-chain flow, plus Polymarket edges with EV scoring and X crowd sentiment.
- [opentabs-dev/opentabs](https://github.com/opentabs-dev/opentabs) [![opentabs-dev/opentabs MCP server](https://glama.ai/mcp/servers/opentabs-dev/opentabs/badges/score.svg)](https://glama.ai/mcp/servers/opentabs-dev/opentabs) 📇 🏠 🍎 🪟 🐧 - Plugin-based server and Chrome extension that gives AI agents access to web apps through your authenticated browser session, with a plugin SDK.
- [oxgeneral/agentnet](https://github.com/oxgeneral/agentnet) 🐍 ☁️ 🍎 🪟 🐧 - Agent-to-agent referral network where AI agents discover, recommend and refer users to each other, with a bilateral trust model and referral tracking.
- [particlefuture/MCPDiscovery](https://github.com/particlefuture/1mcpserver) 🐍 ☁️ 🏠 🍎 🪟 - Automatically discover and configure MCP servers on your local machine.
- [portel-dev/ncp](https://github.com/portel-dev/ncp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Orchestrates all your MCP servers through tool discovery, reducing token overhead.
- [profullstack/mcp-server](https://github.com/profullstack/mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Developer utilities: SEO optimization, document conversion, domain lookup, email validation, QR codes, weather data, social media posting and security scanning.
- [robhunter/agentdeals](https://github.com/robhunter/agentdeals) [![robhunter/agentdeals MCP server](https://glama.ai/mcp/servers/robhunter/agentdeals/badges/score.svg)](https://glama.ai/mcp/servers/robhunter/agentdeals) 📇 ☁️ - Search developer infrastructure deals, free tiers and startup programs, compare vendors, plan stacks and track pricing changes.
- [doteyeso-ops/mcp-server-vibes-coded](https://github.com/doteyeso-ops/mcp-server-vibes-coded) [![doteyeso-ops/mcp-server-vibes-coded MCP server](https://glama.ai/mcp/servers/doteyeso-ops/mcp-server-vibes-coded/badges/score.svg)](https://glama.ai/mcp/servers/doteyeso-ops/mcp-server-vibes-coded) 🐍 ☁️ - Tools for agent supply-chain security, scanner consensus and x402 reliability, plus access to Vibes-Coded's commerce catalog.
- [rupinder2/mcp-orchestrator](https://github.com/rupinder2/mcp-orchestrator) 🐍 🏠 🍎 🪟 🐧 - Hub that aggregates tools from multiple MCP servers with unified BM25 and regex search and deferred loading.
- [Rendeverance/toolfunnel](https://github.com/Rendeverance/toolfunnel) [![Rendeverance/toolfunnel MCP server](https://glama.ai/mcp/servers/Rendeverance/toolfunnel/badges/score.svg)](https://glama.ai/mcp/servers/Rendeverance/toolfunnel) 📇 🏠 🍎 🪟 🐧 - Gateway that funnels multiple MCP servers through one endpoint, with live attach and detach, tool filtering and hiding, hot config reload and optional OAuth.
- [sF1nX/x402station](https://github.com/sF1nX/x402station-mcp) [![sF1nX/x402station-mcp MCP server](https://glama.ai/mcp/servers/sF1nX/x402station-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@sF1nX/x402station-mcp) 📇 ☁️ - Preflight checks for x402 payments: detect decoys, zombie endpoints, dead services and price traps before an agent pays, plus forensics and alternatives.
- [supertrained/rhumb](https://github.com/supertrained/rhumb) [![supertrained/rhumb MCP server](https://glama.ai/mcp/servers/supertrained/rhumb/badges/score.svg)](https://glama.ai/mcp/servers/supertrained/rhumb) 📇 ☁️ 🍎 🪟 🐧 - Tool intelligence over scored services: discover and compare providers, check AN Scores, execute with managed or own credentials, and track costs and failures.
- [sitbon/magg](https://github.com/sitbon/magg) 🍎 🪟 🐧 ☁️ 🏠 🐍 - Meta-MCP server that lets LLMs discover, install and orchestrate multiple MCP servers to extend their own capabilities on demand.
- [smart-mcp-proxy/mcpproxy-go](https://github.com/smart-mcp-proxy/mcpproxy-go) [![smart-mcp-proxy/mcpproxy-go MCP server](https://glama.ai/mcp/servers/smart-mcp-proxy/mcpproxy-go/badges/score.svg)](https://glama.ai/mcp/servers/smart-mcp-proxy/mcpproxy-go) 🏎️ 🏠 🍎 🪟 🐧 - Local MCP proxy that routes multiple servers through one endpoint, with BM25 tool filtering, quarantine security, activity logging and a web UI.
- [sonnyflylock/voxie-ai-directory-mcp](https://github.com/sonnyflylock/voxie-ai-directory-mcp) 📇 ☁️ - AI phone number directory: query Voxie AI personas and third-party AI services such as ChatGPT and get webchat links.
- [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) 📇 ☁️ - Image generation and editing with OpenAI's GPT image models.
- [sxhxliang/mcp-access-point](https://github.com/sxhxliang/mcp-access-point) 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server without code changes.
- [thebrierfox/the-stall](https://github.com/thebrierfox/the-stall) [![thebrierfox/the-stall MCP server](https://glama.ai/mcp/servers/thebrierfox/the-stall/badges/score.svg)](https://glama.ai/mcp/servers/thebrierfox/the-stall) 📇 ☁️ - Pay-per-call x402 data: equities, crypto/DeFi analytics, options chains, dealer GEX, macro data, congressional trades, prediction markets and SEC filings.
- [swaltersjrtest/microtap-mcp](https://github.com/swaltersjrtest/microtap-mcp) [![swaltersjrtest/microtap-mcp MCP server](https://glama.ai/mcp/servers/swaltersjrtest/microtap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/swaltersjrtest/microtap-mcp) 📇 ☁️ - Pay-per-call x402 APIs: Polymarket and Kalshi prediction markets, DeFi and crypto data, on-chain reads across EVM chains, live weather and web search.
- [TheLunarCompany/lunar#mcpx](https://github.com/TheLunarCompany/lunar/tree/main/mcpx) 📇 🏠 ☁️ 🍎 🪟 🐧 - MCPX: open-source gateway for managing MCP servers at scale, centralizing tool discovery, access controls, call prioritization and usage tracking.
- [thinkchainai/mcpbundles](https://github.com/thinkchainai/mcpbundles) - Create custom tool bundles, connect providers with OAuth or API keys, and use one MCP server across many integrations, with a UI for bundles and credentials.
- [mrfelfel/taghvim](https://github.com/mrfelfel/taghvim) [![mrfelfel/taghvim MCP server](https://glama.ai/mcp/servers/mrfelfel/taghvim/badges/score.svg)](https://glama.ai/mcp/servers/mrfelfel/taghvim) 📇 ☁️ - Deterministic date and time reasoning: arithmetic, DST-aware time zones, business days, public holidays, RFC 5545 recurrence and Gregorian/Persian conversion.
- [toadlyBroodle/satring](https://github.com/toadlyBroodle/satring/tree/main/mcp) [![toadlyBroodle/satring MCP server](https://glama.ai/mcp/servers/toadlyBroodle/satring/badges/score.svg)](https://glama.ai/mcp/servers/toadlyBroodle/satring) 🐍 ☁️ 🍎 🪟 🐧 - Discover and compare L402 and x402 paid API services from satring.com, a curated Lightning and USDC API directory.
- [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) 📇 🏠 - Proxy combining multiple MCP servers into one interface, with discovery and management of tools, prompts, resources and templates plus a debugging playground.
- [ViperJuice/mcp-gateway](https://github.com/ViperJuice/mcp-gateway) 🐍 🏠 🍎 🪟 🐧 - Meta-server that reduces Claude Code tool bloat via progressive disclosure, auto-starting Playwright and Context7 and provisioning MCP servers on demand.
- [WayStation-ai/mcp](https://github.com/waystation-ai/mcp) ☁️ 🍎 🪟 - Connect MCP hosts to apps such as Notion, Slack, Monday and Airtable.
- [wegotdocs/open-mcp](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server and add it to the open-source open-mcp.org registry.
- [whiteknightonhorse/APIbase](https://github.com/whiteknightonhorse/APIbase) [![APIbase MCP server](https://glama.ai/mcp/servers/whiteknightonhorse/APIbase/badges/score.svg)](https://glama.ai/mcp/servers/whiteknightonhorse/APIbase) 📇 ☁️ - API hub covering travel (Amadeus, Sabre), Polymarket prediction markets, crypto and weather, paid per call via x402 in USDC.
- [withoneai/mcp](https://github.com/withoneai/mcp) [![withoneai/mcp MCP server](https://glama.ai/mcp/servers/withoneai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/withoneai/mcp) 🎖️ 📇 ☁️ - Search, document and execute authenticated API calls across apps such as Gmail, Slack, Stripe, Notion and GitHub through a few tools with constant context size.
- [Wolido/OpenAaaS](https://github.com/Wolido/OpenAaaS) [![Wolido/OpenAaaS MCP server](https://glama.ai/mcp/servers/Wolido/OpenAaaS/badges/score.svg)](https://glama.ai/mcp/servers/Wolido/OpenAaaS) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Adapter to the OpenAaaS scientific agent network: submit tasks such as literature analysis or materials database queries to remote research agents.
- [rplryan/x402-discovery-mcp](https://github.com/rplryan/x402-discovery-mcp) [![x402-discovery-mcp MCP server](https://glama.ai/mcp/servers/@rplryan/x402-discovery-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@rplryan/x402-discovery-mcp) 🐍 ☁️ - Runtime discovery for x402-payable APIs: find and route to pay-per-call endpoints by capability, ranked by quality and trust score, plus a Python SDK and CLI.
- [x402-index/x402search-mcp](https://github.com/x402-index/x402search-mcp) [![x402-index/x402search-mcp MCP server](https://glama.ai/mcp/servers/x402-index/x402search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/x402-index/x402search-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search x402-enabled HTTP APIs by keyword, paid per search via x402 micropayments on Base.
- [ikoskela/wisepanel-mcp](https://github.com/ikoskela/wisepanel-mcp) [![ikoskela/wisepanel-mcp MCP server](https://glama.ai/mcp/servers/ikoskela/wisepanel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ikoskela/wisepanel-mcp) 📇 ☁️ 🍎 🪟 🐧 - Multi-agent deliberation across ChatGPT, Claude, Gemini and Perplexity, with dynamically generated roles that explore the question from divergent angles.
- [YangLiangwei/PersonalizationMCP](https://github.com/YangLiangwei/PersonalizationMCP) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Aggregate personal data from Steam, YouTube, Bilibili, Spotify, Reddit and other gaming, music, video and social platforms, with OAuth2 and token management.
- [Swarmwage/swarmwage](https://github.com/Swarmwage/swarmwage) [![Swarmwage/swarmwage MCP server](https://glama.ai/mcp/servers/Swarmwage/swarmwage/badges/score.svg)](https://glama.ai/mcp/servers/Swarmwage/swarmwage) 🎖️ 📇 ☁️ - Agent hiring protocol on x402: discover specialized agents, hire them in one call and settle in USDC on Base, with reputation and on-chain EIP-3009 receipts.
- [ertad-family/liquid](https://github.com/ertad-family/liquid) [![ertad-family/liquid MCP server](https://glama.ai/mcp/servers/ertad-family/liquid/badges/score.svg)](https://glama.ai/mcp/servers/ertad-family/liquid) 🐍 ☁️ 🏠 - Connect agents to any REST API on the fly: maps the API once, then fetches typed data deterministically without per-call LLM use. Self-hosted.
- [tsouth89/toolport](https://github.com/tsouth89/toolport) [![tsouth89/toolport MCP server](https://glama.ai/mcp/servers/tsouth89/toolport/badges/score.svg)](https://glama.ai/mcp/servers/tsouth89/toolport) 🦀 🏠 🍎 🪟 🐧 - Local gateway and manager for MCP servers shared across AI coding tools: set up and authenticate each server once, with lazy discovery and OS keychain storage.
- [skillselion/skillselion-mcp](https://github.com/skillselion/skillselion-mcp) [![skillselion/skillselion-mcp MCP server](https://glama.ai/mcp/servers/skillselion/skillselion-mcp/badges/score.svg)](https://glama.ai/mcp/servers/skillselion/skillselion-mcp) 📇 ☁️ - Search the Skillselion catalog of community-vetted Claude Code skills, MCP servers and marketplaces, ranked by installs and GitHub stars; load skills mid-task.
- [singhpratech/crimson-crab-mcp-template](https://github.com/singhpratech/crimson-crab-mcp-template) [![singhpratech/crimson-crab-mcp-template MCP server](https://glama.ai/mcp/servers/singhpratech/crimson-crab-mcp-template/badges/score.svg)](https://glama.ai/mcp/servers/singhpratech/crimson-crab-mcp-template) 🦀 🏠 🍎 🪟 🐧 - Rust template for an MCP server that queries Anthropic's Claude API via the crimson-crab SDK.
- [forcedreamai/forcedream-mcp](https://github.com/forcedreamai/forcedream-mcp) [![forcedreamai/forcedream-mcp MCP server](https://glama.ai/mcp/servers/forcedreamai/forcedream-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forcedreamai/forcedream-mcp) 🎖️ 📇 ☁️ - Discover, invoke and verify agents on a paid marketplace: code generation, security scanning (OSV.dev, GitGuardian) and lead scoring, with signed results.
- [mcccsm/x402-list-mcp](https://github.com/mcccsm/x402-list-mcp) [![mcccsm/x402-list-mcp MCP server](https://glama.ai/mcp/servers/mcccsm/x402-list-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mcccsm/x402-list-mcp) 📇 ☁️ - Find and vet x402 payment APIs in the x402-list directory: search and rank services, check uptime, health, per-endpoint prices and on-chain settlement volume.

- [activeing123/mcptoon](https://github.com/activeing123/mcptoon) [![activeing123/mcptoon MCP server](https://glama.ai/mcp/servers/activeing123/mcptoon/badges/score.svg)](https://glama.ai/mcp/servers/activeing123/mcptoon) 🐍 🏠 🍎 🪟 🐧 - Connect AI agents to MCP servers from one config synced across coding tools, served through one process with compact tool discovery and spec validation.
- [kaxiyu/aiagentmarket](https://github.com/kaxiyu/aiagentmarket) [![kaxiyu/aiagentmarket MCP server](https://glama.ai/mcp/servers/kaxiyu/aiagentmarket/badges/score.svg)](https://glama.ai/mcp/servers/kaxiyu/aiagentmarket) 📇 ☁️ - Labor marketplace protocol for AI agents with atomic escrow and weighted anti-Sybil reputation.

### 🚀 <a name="aerospace-and-astrodynamics"></a>Aerospace & Astrodynamics

- [gregario/astronomy-oracle](https://github.com/gregario/astronomy-oracle) [![astronomy-oracle MCP server](https://glama.ai/mcp/servers/gregario/astronomy-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/astronomy-oracle) 📇 🏠 🍎 🪟 🐧 - Astronomical catalog data and observing session planning: OpenNGC deep-sky objects with visibility, rise/transit/set and alt/az calculations.
- [viventine-space/orbit-sentinel-mcp](https://github.com/viventine-space/orbit-sentinel-mcp) [![Viventine-Space/orbit-sentinel-mcp MCP server](https://glama.ai/mcp/servers/Viventine-Space/orbit-sentinel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Viventine-Space/orbit-sentinel-mcp) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Search FCC, ITU, UNOOSA and FAA space regulatory filings via Orbit Sentinel: semantic search, entity dossiers, spectrum holdings, launch licenses and alerts.

### 🤝 <a name="agreements--coordination"></a>Agreements & Coordination

MCP servers for creating, coordinating, and executing agreements: commitments, escrow, and multi-party decision workflows across humans, agents, and organizations.
- [BrightbeamAI/chap](https://github.com/BrightbeamAI/chap) [![BrightbeamAI/chap MCP server](https://glama.ai/mcp/servers/BrightbeamAI/chap/badges/score.svg)](https://glama.ai/mcp/servers/BrightbeamAI/chap) 🎖️ 📇 🏠 🍎 🪟 🐧 - CHAP Coordinator for auditable human-agent collaboration: approvals, overrides, handoffs, escalations and hash-linked evidence.
- [CNSLabs/agreements-api-sdk](https://github.com/CNSLabs/agreements-api-sdk) [![CNSLabs/agreements-api-sdk MCP server](https://glama.ai/mcp/servers/CNSLabs/agreements-api-sdk/badges/score.svg)](https://glama.ai/mcp/servers/CNSLabs/agreements-api-sdk) 📇 ☁️ 🏠 - Define, validate, deploy and operate machine-readable agreements, with EIP-712 permit preparation, signed participant inputs, state reads and input history.
- [cogdepot/mcp-server](https://github.com/cogdepot/mcp-server) [![cogdepot/mcp-server MCP server](https://glama.ai/mcp/servers/cogdepot/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/cogdepot/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Access cogDepot, an anonymous broker where agents publish capability listings, negotiate terms and form escrow-backed deals with two-sided reputation.
- [decision-anchor/mcp-server](https://github.com/decision-anchor/mcp-server) [![decision-anchor/mcp-server MCP server](https://glama.ai/mcp/servers/decision-anchor/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/decision-anchor/mcp-server) 📇 ☁️ - External anchoring layer that records AI agent accountability boundaries on both sides, without inspecting content or passing judgment.
- [elicitly/elicitly](https://github.com/elicitly/elicitly) [![elicitly/elicitly MCP server](https://glama.ai/mcp/servers/elicitly/elicitly/badges/score.svg)](https://glama.ai/mcp/servers/elicitly/elicitly) 🎖️ 📇 🏠 🍎 🪟 🐧 - Human-in-the-loop via MCP elicitation: native confirmation dialogs and typed forms from JSON schemas in the host, plus a check of supported features.
- [ianewsfr-a11y/ergonia](https://github.com/ianewsfr-a11y/ergonia) [![ianewsfr-a11y/ergonia MCP server](https://glama.ai/mcp/servers/ianewsfr-a11y/ergonia/badges/score.svg)](https://glama.ai/mcp/servers/ianewsfr-a11y/ergonia) 🎖️ 📇 ☁️ - Marketplace of verifiable tasks for AI agents: publish independently checkable tasks, submit work and build reputation, with actions in a hash-chained register.
- [Vladimir-Human/humanizer-ru](https://github.com/Vladimir-Human/humanizer-ru) [![Vladimir-Human/humanizer-ru MCP server](https://glama.ai/mcp/servers/Vladimir-Human/humanizer-ru/badges/score.svg)](https://glama.ai/mcp/servers/Vladimir-Human/humanizer-ru) 🏠 🪟 🍎 🐧 - Detect and normalize traces of machine generation in Russian text, without authorship verdicts.
- [humanforai/humanforai-mcp](https://github.com/humanforai/humanforai-mcp) [![humanforai/humanforai-mcp MCP server](https://glama.ai/mcp/servers/humanforai/humanforai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/humanforai/humanforai-mcp) 🎖️ 📇 ☁️ - Hire human operators for tasks needing physical presence, perception or judgment: real-world verification, product testing, AI output review and errands.
- [gofrantic/frantic-mcp](https://github.com/gofrantic/frantic-mcp) [![gofrantic/frantic-mcp MCP server](https://glama.ai/mcp/servers/gofrantic/frantic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gofrantic/frantic-mcp) 📇 ☁️ - Public bounty board where AI agents claim funded bounties, deliver work and get paid in USDC on Base on acceptance, with a public receipt ledger.

- [lanekingsbery/open-task-relay-public](https://github.com/lanekingsbery/open-task-relay-public) [![Open Task Relay MCP server](https://glama.ai/mcp/servers/lanekingsbery/open-task-relay-public/badges/score.svg)](https://glama.ai/mcp/servers/lanekingsbery/open-task-relay-public) 📇 ☁️ - Open Task Relay: bounded public-good tasks that AI agents can discover, complete, submit and independently verify.
- [t3ratech/market-pulse-mcp](https://github.com/t3ratech/market-pulse-mcp) [![t3ratech/market-pulse-mcp MCP server](https://glama.ai/mcp/servers/t3ratech/market-pulse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/t3ratech/market-pulse-mcp) 🎖️ 📇 ☁️ - Evidence-graded index of where AI agents can earn: agent-work lanes graded A/B/C/F from recorded payouts, should-I-bid advice, a hash-chained evidence ledger and live agent job listings. Read-only, free without a key.
- [TheRealDalaiLama/glyphdna-mcp](https://github.com/TheRealDalaiLama/glyphdna-mcp) [![TheRealDalaiLama/glyphdna-mcp MCP server](https://glama.ai/mcp/servers/TheRealDalaiLama/glyphdna-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TheRealDalaiLama/glyphdna-mcp) 🐍 🏠 - Agent identity with self-held Ed25519 keys, verifiable multi-party meeting rooms with co-signed transcript receipts, and script provenance chains.
- [tribeunal/mcp-server](https://github.com/tribeunal/mcp-server) [![tribeunal/mcp-server MCP server](https://glama.ai/mcp/servers/tribeunal/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/tribeunal/mcp-server) 📇 ☁️ 🏠 - Community jury platform where humans and AI agents open cases, weigh evidence and vote together, with arbitration mode, verdict waiting and signed webhooks.
- [sttruji/mundane-mcp](https://github.com/sttruji/mundane-mcp) [![sttruji/mundane-mcp MCP server](https://glama.ai/mcp/servers/sttruji/mundane-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sttruji/mundane-mcp) 🎖️ 🐍 ☁️ - Hire ID-verified people for errands, on-site photos, queue-sitting and in-person bookings, with escrow-backed offers, chat and proof-of-completion review.

### ♿ <a name="accessibility"></a>Accessibility

- [kinti/a11y-toolkit](https://github.com/kinti/a11y-toolkit) [![kinti/a11y-toolkit MCP server](https://glama.ai/mcp/servers/kinti/a11y-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/kinti/a11y-toolkit) 🐍 🏠 - WCAG 2.2 accessibility tools: color contrast checks including text over images, EU accessibility declaration generation and an aria-live announcement monitor.
- [vince-gonzalez/opticquiz-mcp](https://github.com/vince-gonzalez/opticquiz-mcp) [![vince-gonzalez/opticquiz-mcp MCP server](https://glama.ai/mcp/servers/vince-gonzalez/opticquiz-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vince-gonzalez/opticquiz-mcp) 📇 🏠 🍎 🪟 🐧 - Color-vision accessibility: check palettes and images for colorblind safety, generate safe palettes, simulate color blindness and create Ishihara-style plates.

### 🎨 <a name="art-and-culture"></a>Art & Culture

Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.
- [AceDataCloud/MCPFlux](https://github.com/AceDataCloud/FluxMCP) [![AceDataCloud/MCPFlux MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPFlux/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPFlux) 🐍 ☁️ - Flux image generation and editing from Black Forest Labs via the Ace Data Cloud API.
- [musajala/musajala-mcp](https://github.com/musajala/musajala-mcp) [![musajala/musajala-mcp MCP server](https://glama.ai/mcp/servers/musajala/musajala-mcp/badges/score.svg)](https://glama.ai/mcp/servers/musajala/musajala-mcp) 📇 ☁️ - Collaborative Arabic poetry arena and Poetic Equity protocol connecting AI agents with human poets.

- [AceDataCloud/MCPNanoBanana](https://github.com/AceDataCloud/MCPNanoBanana) [![AceDataCloud/MCPNanoBanana MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPNanoBanana/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPNanoBanana) 🐍 ☁️ - Nano Banana image generation and editing, including virtual try-on and product placement in realistic scenes.
- [AceDataCloud/MCPSeedream](https://github.com/AceDataCloud/SeedreamMCP) [![AceDataCloud/MCPSeedream MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPSeedream/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPSeedream) 🐍 ☁️ - ByteDance Seedream image generation and editing via the Ace Data Cloud API.
- [AIDataNordic/alexandria-mcp](https://github.com/AIDataNordic/alexandria-mcp) [![AIDataNordic/alexandria-mcp MCP server](https://glama.ai/mcp/servers/AIDataNordic/alexandria-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AIDataNordic/alexandria-mcp) 🐍 ☁️ - Semantic search over classical philosophy and humanities works.
- [8enSmith/mcp-open-library](https://github.com/8enSmith/mcp-open-library) 📇 ☁️ - Search for book information via the Open Library API.
- [fgbytes/sansfiction-mcp](https://github.com/fgbytes/sansfiction-mcp) [![fgbytes/sansfiction-mcp MCP server](https://glama.ai/mcp/servers/fgbytes/sansfiction-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fgbytes/sansfiction-mcp) 📇 ☁️ - Search the SansFiction book catalog by title, author, series or ISBN and manage a personal reading library: status, progress, ratings, reviews and collections.
- [abhiemj/manim-mcp-server](https://github.com/abhiemj/manim-mcp-server) 🐍 🏠 🪟 🐧 - Generate animations locally using Manim.
- [austenstone/myinstants-mcp](https://github.com/austenstone/myinstants-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Soundboard with meme sounds from myinstants.com: search, play and browse categories.
- [ahujasid/blender-mcp](https://github.com/ahujasid/blender-mcp) 🐍 - Connect AI assistants to Blender.
- [albertnahas/icogenie-mcp](https://github.com/albertnahas/icogenie-mcp) [![icogenie-mcp MCP server](https://glama.ai/mcp/servers/@albertnahas/icogenie-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@albertnahas/icogenie-mcp) 📇 ☁️ - Generate SVG icons from text descriptions with customizable styles.
- [alexzavialov/travel-art-mcp](https://github.com/alexzavialov/travel-art-mcp) [![travel-art-mcp MCP server](https://glama.ai/mcp/servers/alexzavialov/travel-art-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexzavialov/travel-art-mcp) 📇 ☁️ - Art-tourism data: biennales (Venice, Whitney), art fairs (Art Basel, Frieze), major museum visitor guides and art trip recommendations.
- [aliafsahnoudeh/shahnameh-mcp-server](https://github.com/aliafsahnoudeh/shahnameh-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Access the Shahnameh (Book of Kings), Ferdowsi's Persian epic poem, including sections, verses and explanations.
- [arikusi/nakkas](https://github.com/arikusi/nakkas) [![nakkas MCP server](https://glama.ai/mcp/servers/arikusi/nakkas/badges/score.svg)](https://glama.ai/mcp/servers/arikusi/nakkas) 📇 🏠 🍎 🪟 🐧 - SVG art engine controlled through JSON config: CSS keyframe and SMIL animations, parametric curves, filters, gradients and PNG preview.
- [ArturLys/ao3-mcp](https://github.com/ArturLys/ao3-mcp) [![ArturLys/ao3-mcp MCP server](https://glama.ai/mcp/servers/ArturLys/ao3-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ArturLys/ao3-mcp) 🐍 🏠 - Search Archive of Our Own (AO3) and delegate full-fic reading to Gemini, so recommendations draw on the actual text rather than the blurb.
- [asmith26/jupytercad-mcp](https://github.com/asmith26/jupytercad-mcp) 🐍 🏠 🍎 🪟 🐧 - Control JupyterCAD using natural language.
- [attalla1/photopea-mcp-server](https://github.com/attalla1/photopea-mcp-server) [![attalla1/photopea-mcp-server MCP server](https://glama.ai/mcp/servers/attalla1/photopea-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/attalla1/photopea-mcp-server) 📇 🏠 🍎 🪟 🐧 - Image editing through Photopea: documents, layers, text, shapes, filters, effects and export.
- [krupalghori44-dev/infyicon-mcp](https://github.com/krupalghori44-dev/infyicon-mcp) [![krupalghori44-dev/infyicon-mcp MCP server](https://glama.ai/mcp/servers/krupalghori44-dev/infyicon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/krupalghori44-dev/infyicon-mcp) 📇 ☁️ - Search hand-drawn Infyicon icons in four matching styles and fetch SVG markup or PNG URLs.
- [quokkapix/quokkapix-mcp](https://github.com/quokkapix/quokkapix-mcp) [![quokkapix/quokkapix-mcp MCP server](https://glama.ai/mcp/servers/quokkapix/quokkapix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/quokkapix/quokkapix-mcp) 📇 🏠 🍎 🪟 🐧 - Resize, compress, convert, remove backgrounds, strip metadata, watermark and export images locally through QuokkaPix, without uploading source images.
- [BluesPrince/thiri-mcp](https://github.com/BluesPrince/thiri-mcp) [![BluesPrince/thiri-mcp MCP server](https://glama.ai/mcp/servers/BluesPrince/thiri-mcp/badges/score.svg)](https://glama.ai/mcp/servers/BluesPrince/thiri-mcp) 📇 ☁️ 🏠 - Deterministic music theory: chord and Roman numeral analysis, voicing and reharmonization.
- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 🐍 - Add, analyze, search and generate video edits from your Video Jungle collection.
- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) 📇 🏠 ☁️ 🍎 🪟 - Bazi (Chinese astrology) charting and analysis.
- [cfpramod/open-museum-mcp](https://github.com/cfpramod/open-museum-mcp) [![cfpramod/open-museum-mcp MCP server](https://glama.ai/mcp/servers/cfpramod/open-museum-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cfpramod/open-museum-mcp) 📇 ☁️ 🍎 🪟 🐧 - License-verified search across The Met, Cleveland, AIC, Wikimedia Commons and Europeana, limited to CC0 and public-domain works, with citations.
- [forgemeshlabs/imagegen-mcp](https://github.com/forgemeshlabs/imagegen-mcp) [![forgemeshlabs/imagegen-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/imagegen-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/imagegen-mcp) 📇 ☁️ - Image generation, background removal and 4x upscaling, paid per image via x402 in USDC on Base.
- [Cifero74/mcp-apple-music](https://github.com/Cifero74/mcp-apple-music) [![mcp-apple-music MCP server](https://glama.ai/mcp/servers/@Cifero74/mcp-apple-music/badges/score.svg)](https://glama.ai/mcp/servers/@Cifero74/mcp-apple-music) 🐍 🏠 🍎 - Apple Music integration: search the catalog, browse your library, manage playlists and get personalized recommendations.
- [codex-curator/studiomcphub](https://github.com/codex-curator/studiomcphub) [![studio-mcp-hub MCP server](https://glama.ai/mcp/servers/@codex-curator/studio-mcp-hub/badges/score.svg)](https://glama.ai/mcp/servers/@codex-curator/studio-mcp-hub) 🐍 ☁️ - Creative AI tools: image generation, upscaling, background removal, product mockups, CMYK conversion, print-ready PDFs, SVG vectorization and watermarking.
- [ConstantineB6/comfy-pilot](https://github.com/ConstantineB6/comfy-pilot) 🐍 🏠 - View, edit and run ComfyUI node-based image generation workflows, with an embedded terminal.
- [CreativeClawCo/creative-claw-marketplace](https://github.com/CreativeClawCo/creative-claw-marketplace) [![creative-claw-marketplace MCP server](https://glama.ai/mcp/servers/CreativeClawCo/creative-claw-marketplace/badges/score.svg)](https://glama.ai/mcp/servers/CreativeClawCo/creative-claw-marketplace) ☁️ - Access media models such as Flux 2 Pro, Nano Banana Pro, GPT Image 2, Veo 3.1, Sora 2, Kling and ElevenLabs for image, video, speech, 3D and branded graphics.
- [cswkim/discogs-mcp-server](https://github.com/cswkim/discogs-mcp-server) 📇 ☁️ - Interact with the Discogs API.
- [clanker-records/crompton-network](https://github.com/clanker-records/crompton-network) [![clanker-records/crompton-network MCP server](https://glama.ai/mcp/servers/clanker-records/crompton-network/badges/score.svg)](https://glama.ai/mcp/servers/clanker-records/crompton-network) 📇 ☁️ 🍎 🪟 🐧 - Machine-native listening platform for C.W.A.'s album Straight Outta Crompton, letting AI agents listen to it.
- [DataCraftsmanAU/vineverse-mcp](https://github.com/DataCraftsmanAU/vineverse-mcp) [![DataCraftsmanAU/vineverse-mcp MCP server](https://glama.ai/mcp/servers/DataCraftsmanAU/vineverse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/DataCraftsmanAU/vineverse-mcp) 📇 ☁️ 🍎 🪟 🐧 - The Bible as a knowledge graph of verses, people, places, topics and Hebrew lexemes: scripture search, interlinear lookup, cross references and genealogy.
- [delmas41/gradusnotation](https://github.com/delmas41/gradusnotation) [![gradusnotation MCP server](https://glama.ai/mcp/servers/delmas41/gradusnotation/badges/score.svg)](https://glama.ai/mcp/servers/delmas41/gradusnotation) 📇 ☁️ 🍎 🪟 🐧 - Render music notation as SVG, MusicXML and MIDI from a JSON score, analyze MusicXML harmonically and search a music-theory knowledge base.
- [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - Create pixel art using the Aseprite API.
- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 ☁️ - Interact with the Quran.com corpus via its REST API.
- [drakonkat/wizzy-mcp-tmdb](https://github.com/drakonkat/wizzy-mcp-tmdb) 📇 ☁️ - Search and retrieve movie, TV show and person information from The Movie Database (TMDB) API.
- [effectustasi/autodesk-inventor-mcp](https://github.com/effectustasi/autodesk-inventor-mcp) [![effectustasi/autodesk-inventor-mcp MCP server](https://glama.ai/mcp/servers/effectustasi/autodesk-inventor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/effectustasi/autodesk-inventor-mcp) 🐍 🏠 🪟 - Connect AI assistants to a live Autodesk Inventor session over COM: inspect bodies and features, find sliver faces in imported models, dry-run Unwrap, and script the Inventor API.
- [fatenava/fatenava-mcp](https://github.com/fatenava/fatenava-mcp) [![fatenava-mcp MCP server](https://glama.ai/mcp/servers/fatenava/fatenava-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fatenava/fatenava-mcp) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Destiny charting: BaZi, Zi Wei Dou Shu and Western astrology natal charts, with true solar time correction and Chinese, English, Japanese and Korean input.
- [flamexnreal/davinci-resolve-ai-bridge-mcp](https://github.com/flamexnreal/davinci-resolve-ai-bridge-mcp) [![flamexnreal/davinci-resolve-ai-bridge-mcp MCP server](https://glama.ai/mcp/servers/flamexnreal/davinci-resolve-ai-bridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/flamexnreal/davinci-resolve-ai-bridge-mcp) 🐍 🏠 🍎 - Local bridge for DaVinci Resolve (Free and Studio): timeline inspection, zoom animation, color adjustments and duplicate-timeline review.

- [Gatyh/3dtexel-mcp](https://github.com/Gatyh/3dtexel-mcp) [![Gatyh/3dtexel-mcp MCP server](https://glama.ai/mcp/servers/Gatyh/3dtexel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Gatyh/3dtexel-mcp) 🎖️ 📇 ☁️ - Official 3D Texel server: search and download 7,000+ PBR materials, HDRIs, decals and 3D assets (1,600+ free CC0) and generate seamless PBR materials and HDRI skyboxes with credits.
- [gavxm/ani-mcp](https://github.com/gavxm/ani-mcp) [![ani-mcp MCP server](https://glama.ai/mcp/servers/gavxm/ani-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gavxm/ani-mcp) 📇 🏠 - AniList integration with taste-aware recommendations, watch analytics, social tools and list management.
- [gchen19/AnkusDrive](https://github.com/gchen19/AnkusDrive) [![gchen19/AnkusDrive MCP server](https://glama.ai/mcp/servers/gchen19/AnkusDrive/badges/score.svg)](https://glama.ai/mcp/servers/gchen19/AnkusDrive) 🐍 🏠 🍎 🪟 🐧 - Drive a local FreeCAD from an agent: parametric CAD, TechDraw drawings with GD&T, CalculiX FEM, and CFD, thermal, EM and multiphysics simulation.
- [GenWaveLLC/svgmaker-mcp](https://github.com/GenWaveLLC/svgmaker-mcp) 📇 ☁️ - Generate and edit SVGs via natural language, with real-time updates and secure file handling.
- [gokimedia/tarot-mcp-server](https://github.com/gokimedia/tarot-mcp-server) [![gokimedia/tarot-mcp-server MCP server](https://glama.ai/mcp/servers/gokimedia/tarot-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/gokimedia/tarot-mcp-server) 📇 🏠 🍎 🪟 🐧 - Tarot meanings for all 78 cards, upright and reversed interpretations, love and career readings, yes-or-no answers, random draws and three-card spreads.
- [gupta-kush/spotify-mcp](https://github.com/gupta-kush/spotify-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Spotify tools: smart shuffle, natural-language song search, vibe analysis, artist network mapping, taste evolution and playlist management.
- [hanshs474/kavel-mcp](https://github.com/hanshs474/kavel-mcp) [![hanshs474/kavel-mcp MCP server](https://glama.ai/mcp/servers/@hanshs474/kavel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@hanshs474/kavel-mcp) 📇 🏠 🍎 🪟 🐧 - Discover Kavel's AI photo and video generators (hairstyles, figurines, pet portraits, yearbook photos, dance videos, HD restoration) and get tuned prompts.
- [jau123/MeiGen-AI-Design-MCP](https://github.com/jau123/MeiGen-AI-Design-MCP) [![mei-gen-ai-design-mcp MCP server](https://glama.ai/mcp/servers/@jau123/mei-gen-ai-design-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@jau123/mei-gen-ai-design-mcp) 📇 ☁️ 🏠 - Image generation and editing with a curated prompt library, prompt enhancement and routing across local ComfyUI, MeiGen Cloud and OpenAI-compatible APIs.
- [j-east/pixel-surgeon-mcp](https://github.com/j-east/pixel-surgeon-mcp) [![j-east/pixel-surgeon-mcp MCP server](https://glama.ai/mcp/servers/j-east/pixel-surgeon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/j-east/pixel-surgeon-mcp) 📇 🏠 🍎 🪟 🐧 - Image and video generation, editing and region repair via Gemini 3.1 Flash Image, GPT Image 2, Grok Imagine and Veo 3, with style presets.
- [kenzolika/yandex-music-mcp](https://github.com/kenzolika/yandex-music-mcp) [![kenzolika/yandex-music-mcp MCP server](https://glama.ai/mcp/servers/kenzolika/yandex-music-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kenzolika/yandex-music-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Unofficial Yandex Music server: search, likes, listening history, My Wave, similar tracks, public playlists by link, playlist management and export of your library to TXT/CSV.
- [khglynn/spotify-bulk-actions-mcp](https://github.com/khglynn/spotify-bulk-actions-mcp) 🐍 ☁️ - Bulk Spotify operations: confidence-scored song matching, batch playlist creation from CSV or podcast lists, and exports of your most-saved artists and albums.
- [labelgrid/labelgrid-mcp](https://github.com/labelgrid/labelgrid-mcp) [![labelgrid/labelgrid-mcp MCP server](https://glama.ai/mcp/servers/@labelgrid/labelgrid-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@labelgrid/labelgrid-mcp) 🎖️ 📇 ☁️ - Manage your LabelGrid music distribution catalog, releases, analytics and royalties.
- [leonardoca1/aesthetics-wiki-mcp](https://github.com/leonardoca1/aesthetics-wiki-mcp) [![leonardoca1/aesthetics-wiki-mcp MCP server](https://glama.ai/mcp/servers/leonardoca1/aesthetics-wiki-mcp/badges/score.svg)](https://glama.ai/mcp/servers/leonardoca1/aesthetics-wiki-mcp) 🐍 🏠 🍎 🪟 🐧 - Search, read and discover visual aesthetics such as cottagecore, dark academia, Y2K and goblincore from the Aesthetics Wiki.
- [memebo-at/memeboat-mcp](https://github.com/memebo-at/memeboat-mcp) [![memebo-at/memeboat-mcp MCP server](https://glama.ai/mcp/servers/memebo-at/memeboat-mcp/badges/score.svg)](https://glama.ai/mcp/servers/memebo-at/memeboat-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Create memes from memebo.at templates: search the catalog, caption a template and get a shareable meme link.
- [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) 📇 ☁️ - Search and display artworks via the Metropolitan Museum of Art Collection API.
- [mikan-atomoki/text-to-model](https://github.com/mikan-atomoki/text-to-model) [![text-to-model MCP server](https://glama.ai/mcp/servers/mikan-atomoki/text-to-model/badges/score.svg)](https://glama.ai/mcp/servers/mikan-atomoki/text-to-model) 🐍 🏠 🪟 🍎 - Turn natural language into 3D models in Fusion 360, with CAD tools for sketches, extrudes, fillets and JIS standard parts.
- [molanojustin/smithsonian-mcp](https://github.com/molanojustin/smithsonian-mcp) 🐍 ☁️ - Access the Smithsonian Institution's Open Access collections.
- [noteboxd/mcp](https://github.com/noteboxd/mcp) [![mcp MCP server](https://glama.ai/mcp/servers/Noteboxd/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Noteboxd/mcp) 📇 ☁️ 🏠 - Query the Noteboxd fragrance encyclopedia for perfumes, notes, accords, brands, perfumers, reviews and charts.
- [joshseane/-nmlp-mcp](https://github.com/joshseane/-nmlp-mcp) [![-nmlp-mcp MCP server](https://glama.ai/mcp/servers/joshseane/-nmlp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/joshseane/-nmlp-mcp) 📇 ☁️ - First-edition book identification using points of issue, number-line decoding and publisher rules, plus New Mexico book-donation logistics.
- [ni-c/calibreweb-mcp](https://github.com/ni-c/calibreweb-mcp) [![ni-c/calibreweb-mcp MCP server](https://glama.ai/mcp/servers/ni-c/calibreweb-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/calibreweb-mcp) 📇 🏠 - Read-only access to a self-hosted Calibre-Web or Calibre-Web Automated ebook library via OPDS: search, shelves, covers and per-format download links.
- [OctoEverywhere/mcp](https://github.com/OctoEverywhere/mcp) #️⃣ ☁️ - 3D printer access: live printer state, webcam snapshots and printer control.
- [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) 📇 ☁️ - Natural-language control of NVIDIA Isaac Sim, Isaac Lab, OpenUSD and more, via a server and an extension.
- [Pantani/ableton-mind](https://github.com/Pantani/ableton-mind) [![Pantani/ableton-mind MCP server](https://glama.ai/mcp/servers/Pantani/ableton-mind/badges/score.svg)](https://glama.ai/mcp/servers/Pantani/ableton-mind) 📇 🏠 🍎 🪟 - Control Ableton Live through a local Remote Script bridge: inspect sets, create tracks, scenes and clips, load devices, apply music recipes and verify changes.
- [Pantani/tdmcp](https://github.com/Pantani/tdmcp) [![Pantani/tdmcp MCP server](https://glama.ai/mcp/servers/Pantani/tdmcp/badges/score.svg)](https://glama.ai/mcp/servers/Pantani/tdmcp) 📇 🏠 🍎 🪟 - Describe a visual to build a playable TouchDesigner network: audio-reactive, generative, particle, 3D and feedback systems with live knobs and MIDI/OSC/DMX.
- [PatrickPalmer/MayaMCP](https://github.com/PatrickPalmer/MayaMCP) 🐍 🏠 - Connect AI assistants to Autodesk Maya.
- [pzfreo/build123d-mcp](https://github.com/pzfreo/build123d-mcp) [![pzfreo/build123d-mcp MCP server](https://glama.ai/mcp/servers/pzfreo/build123d-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pzfreo/build123d-mcp) 🐍 🏠 🍎 🪟 🐧 - Create, inspect and iterate on 3D geometry with build123d parametric CAD: render PNG/SVG views, measure geometry and export STEP/STL.
- [Psalmustrack/lambdacad-mcp](https://github.com/Psalmustrack/lambdacad-mcp) [![Psalmustrack/lambdacad-mcp MCP server](https://glama.ai/mcp/servers/Psalmustrack/lambdacad-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Psalmustrack/lambdacad-mcp) 🐍 🏠 🐧 - Drive BricsCAD on Linux via an AutoLISP bridge: 2D drafting with dimensions and hatches, 3D solids with booleans, generated drawing views and PDF export.
- [doctorm333/promptpilot-mcp-server](https://github.com/doctorm333/promptpilot-mcp-server) [![doctorm333/promptpilot-mcp-server MCP server](https://glama.ai/mcp/servers/doctorm333/promptpilot-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/doctorm333/promptpilot-mcp-server) 📇 ☁️ - Generate images, video and audio with models such as Flux, GPT-Image-1, Imagen 4, Grok, Seedance and ElevenLabs, with prompt presets and batch generation.
- [r-huijts/oorlogsbronnen-mcp](https://github.com/r-huijts/oorlogsbronnen-mcp) 📇 ☁️ - Access historical WWII records, photographs and documents from the Netherlands (1940-1945) via the Oorlogsbronnen (War Sources) API.
- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - Search artworks and get details and collections via the Rijksmuseum API.
- [raveenb/fal-mcp-server](https://github.com/raveenb/fal-mcp-server) 🐍 ☁️ - Generate images, videos and music with Fal.ai models such as FLUX, Stable Diffusion and MusicGen.
- [rekordcloud/sonovault-mcp](https://github.com/rekordcloud/sonovault-mcp) [![rekordcloud/sonovault-mcp MCP server](https://glama.ai/mcp/servers/rekordcloud/sonovault-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rekordcloud/sonovault-mcp) 📇 ☁️ 🍎 🪟 🐧 - Music metadata search over tracks, artists, labels and releases: genres, release dates, ISRC/ISWC codes and IDs for Spotify, Apple Music, Discogs and more.
- [rosasynthesiz/flstudio-mcp](https://github.com/rosasynthesiz/flstudio-mcp) [![flstudio-mcp MCP server](https://glama.ai/mcp/servers/rosasynthesiz/flstudio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rosasynthesiz/flstudio-mcp) 🐍 🏠 🪟 - Control FL Studio: in-DAW mixing (gain staging, EQ, compression, reverb, reference matching), routing and composition.
- [runcomfy-com/runcomfy-mcp](https://github.com/runcomfy-com/runcomfy-mcp) [![runcomfy-com/runcomfy-mcp MCP server](https://glama.ai/mcp/servers/runcomfy-com/runcomfy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/runcomfy-com/runcomfy-mcp) 🎖️ 🐍 ☁️ - Manage RunComfy ComfyUI serverless deployments, hosted model inference and LoRA training jobs.
- [samuelgursky/davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp) 🐍 - DaVinci Resolve integration for video editing, color grading, media management and project control.
- [sharafutdinovdi/revit-model-mcp](https://github.com/sharafutdinovdi/revit-model-mcp) [![sharafutdinovdi/revit-model-mcp MCP server](https://glama.ai/mcp/servers/sharafutdinovdi/revit-model-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sharafutdinovdi/revit-model-mcp) 🐍 #️⃣ 🏠 🪟 - Read a live Autodesk Revit model (elements, parameters, views, warnings, PNG exports); model changes are opt-in, with dry runs and post-commit verification.
- [shunshi-ai/bazi-reader-mcp](https://github.com/shunshi-ai/bazi-reader-mcp) [![shunshi-ai/bazi-reader-mcp MCP server](https://glama.ai/mcp/servers/shunshi-ai/bazi-reader-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shunshi-ai/bazi-reader-mcp) 📇 🏠 🍎 🪟 🐧 - Bazi (Four Pillars) charting with true solar time correction and output in Chinese, English, Japanese and Korean.
- [smeet666/mcp-lrclib](https://github.com/smeet666/mcp-lrclib) [![smeet666/mcp-lrclib MCP server](https://glama.ai/mcp/servers/smeet666/mcp-lrclib/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-lrclib) 📇 ☁️ 🍎 🪟 🐧 - Search tracks on LRCLIB and read their lyrics, including time-synced LRC lines, with compact search results.
- [smeet666/mcp-imslp](https://github.com/smeet666/mcp-imslp) [![smeet666/mcp-imslp MCP server](https://glama.ai/mcp/servers/smeet666/mcp-imslp/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-imslp) 📇 ☁️ - Read IMSLP, the Petrucci Music Library: search works and composers, view catalogue numbers, key and instrumentation, and browse editions with copyright status.
- [slshults/shakespeare-monologues-mcp](https://github.com/slshults/shakespeare-monologues-mcp) [![shakespeare-monologues-mcp MCP server](https://glama.ai/mcp/servers/slshults/shakespeare-monologues-mcp/badges/score.svg)](https://glama.ai/mcp/servers/slshults/shakespeare-monologues-mcp) 📇 ☁️ - Search Shakespeare monologues by character, play or first line, and fetch full text, modern-English paraphrases and scene or play summaries.
- [smeet666/mcp-books](https://github.com/smeet666/mcp-books) [![smeet666/mcp-books MCP server](https://glama.ai/mcp/servers/smeet666/mcp-books/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-books) 📇 ☁️ - Search the Internet Archive, the Library of Congress and the Bibliothèque nationale de France at once, across catalogues and inside scanned text.
- [speedwarnsf/scenef-mcp](https://github.com/speedwarnsf/scenef-mcp) [![speedwarnsf/scenef-mcp MCP server](https://glama.ai/mcp/servers/speedwarnsf/scenef-mcp/badges/score.svg)](https://glama.ai/mcp/servers/speedwarnsf/scenef-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only showtimes for California and Hawaii theaters, from repertory houses and 35mm/70mm screenings to chains, verified against each theater's calendar.
- [tasopen/mcp-alphabanana](https://github.com/tasopen/mcp-alphabanana) [![mcp-alphabanana MCP server](https://glama.ai/mcp/servers/@tasopen/mcp-alphabanana/badges/score.svg)](https://glama.ai/mcp/servers/@tasopen/mcp-alphabanana) 📇 🏠 🍎 🪟 🐧 - Generate image assets with Google Gemini (Nano Banana 2 and Pro): transparent PNG/WebP, exact resizing and cropping, reference images and Search grounding.
- [TOBYCAI/image-mcp](https://github.com/TOBYCAI/image-mcp) [![TOBYCAI/image-mcp MCP server](https://glama.ai/mcp/servers/TOBYCAI/image-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TOBYCAI/image-mcp) 🐍 🏠 🍎 🪟 🐧 - Offline image processing: resize, crop, convert, compress, rotate, flip, thumbnails, watermarks, effects, placeholders and overlays.
- [TwelveTake-Studios/reaper-mcp](https://github.com/TwelveTake-Studios/reaper-mcp) 🐍 🏠 🍎 🪟 🐧 - Control the REAPER DAW for mixing, mastering, MIDI composition and music production.
- [UModeler/picoberry-mcp](https://github.com/UModeler/picoberry-mcp) [![UModeler/picoberry-mcp MCP server](https://glama.ai/mcp/servers/UModeler/picoberry-mcp/badges/score.svg)](https://glama.ai/mcp/servers/UModeler/picoberry-mcp) 🎖️ 📇 ☁️ - Generate 3D models and images from text or reference images, then remesh, retexture, auto-rig, animate and export GLB/FBX/OBJ via the PicoBerry API.
- [vicseeai/vicsee-mcp-server](https://github.com/vicseeai/vicsee-mcp-server) [![vicseeai/vicsee-mcp-server MCP server](https://glama.ai/mcp/servers/vicseeai/vicsee-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/vicseeai/vicsee-mcp-server) 📇 ☁️ - Generate, edit and upscale AI video and images (Seedance, Veo, Kling, FLUX, Nano Banana) via VicSee.
- [wretcher207/reaper-daemon](https://github.com/wretcher207/reaper-daemon) [![wretcher207/reaper-daemon MCP server](https://glama.ai/mcp/servers/wretcher207/reaper-daemon/badges/score.svg)](https://glama.ai/mcp/servers/wretcher207/reaper-daemon) 🐍 🏠 🍎 🪟 🐧 - Drive the REAPER DAW over a local file bridge: read plugins and parameters, set FX values, write automation and measure mix changes, all inside undo blocks.
- [XavierFabregat/spotify-mcp](https://github.com/XavierFabregat/spotify-mcp) [![XavierFabregat/spotify-mcp MCP server](https://glama.ai/mcp/servers/XavierFabregat/spotify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/XavierFabregat/spotify-mcp) 📇 🏠 🍎 🪟 🐧 - Conversational Spotify control: play by description and manage the queue, devices, playlists and library, with a guided setup wizard.
- [yonlandwu/chinese-almanac-mcp](https://github.com/yonlandwu/chinese-almanac-mcp) [![chinese-almanac-mcp MCP server](https://glama.ai/mcp/servers/yonlandwu/chinese-almanac-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yonlandwu/chinese-almanac-mcp) 📇 🏠 🍎 🪟 🐧 - Chinese almanac (Tung Shing): daily readings, hour-pillar luck ratings, NASA JPL-based solar terms, auspicious dates, zodiac horoscopes and lucky hours.
- [yuluo688/gen-image-mcp](https://github.com/yuluo688/gen-image-mcp) [![yuluo688/gen-image-mcp MCP server](https://glama.ai/mcp/servers/yuluo688/gen-image-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yuluo688/gen-image-mcp) 📇 🏠 🍎 🪟 🐧 - Generate and edit images via your own OpenAI-compatible or Gemini image APIs and save them into the project directory, with optional model fallback.
- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - Anime and manga information from the AniList API.
- [smeet666/mcp-bideetmusique](https://github.com/smeet666/mcp-bideetmusique) [![smeet666/mcp-bideetmusique MCP server](https://glama.ai/mcp/servers/smeet666/mcp-bideetmusique/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-bideetmusique) 📇 ☁️ 🍎 🪟 🐧 - Search Bide & Musique's hand-catalogued collection of forgotten French songs by performer, title, writer, lyrics, label or year, and read full records.

### 📐 <a name="architecture-and-design"></a>Architecture & Design
- [AETumiApp/aetumi-mcp](https://github.com/AETumiApp/aetumi-mcp) [![AETumiApp/aetumi-mcp MCP server](https://glama.ai/mcp/servers/AETumiApp/aetumi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AETumiApp/aetumi-mcp) 📇 ☁️ - AETumi MCP — gateway for AI coding assistants (Claude Code, Cursor, Codex) to production-ready Three.js/WebGL 3D web components, templates and interactive scenes.

Design and visualize software architecture, system diagrams, and technical documentation. Enables AI models to generate professional diagrams and architectural documentation.

- [aidc2026ai-melon/aidc-ai-mcp](https://github.com/aidc2026ai-melon/aidc-ai-mcp) [![aidc2026ai-melon/aidc-ai-mcp MCP server](https://glama.ai/mcp/servers/aidc2026ai-melon/aidc-ai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aidc2026ai-melon/aidc-ai-mcp) 🎖️ 📇 ☁️ - Deterministic AI data-center design for Korea (NVIDIA Rubin era, 22.9 kV intake): rack count, PUE, total MVA, cooling split, CDU planning, cost and timeline.
- [ant-dev-lab/nightmarquee-mcp](https://github.com/ant-dev-lab/nightmarquee-mcp) [![ant-dev-lab/nightmarquee-mcp MCP server](https://glama.ai/mcp/servers/ant-dev-lab/nightmarquee-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ant-dev-lab/nightmarquee-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Art-directed website prompts as slash commands for hero sections, landing pages, SaaS, portfolios, e-commerce and 3D/WebGL scenes, each with a live demo.
- [awdr74100/figwright](https://github.com/awdr74100/figwright) [![awdr74100/figwright MCP server](https://glama.ai/mcp/servers/awdr74100/figwright/badges/score.svg)](https://glama.ai/mcp/servers/awdr74100/figwright) 📇 🏠 🍎 🪟 🐧 - Bidirectional Figma bridge: turn selections into framework-aware code reusing your components and tokens, or create frames, text, styles, variables and screens.
- [bobaba99/motionlint](https://github.com/bobaba99/motionlint) [![bobaba99/motionlint MCP server](https://glama.ai/mcp/servers/bobaba99/motionlint/badges/score.svg)](https://glama.ai/mcp/servers/bobaba99/motionlint) 📇 🏠 🍎 🪟 🐧 - Lint web animations with deterministic checks on the live page (duration, easing, stagger, exits, reduced motion, hover) plus optional vision-LLM UX review.
- [builditwithgk/repo-cartographer](https://github.com/builditwithgk/repo-cartographer) [![builditwithgk/repo-cartographer MCP server](https://glama.ai/mcp/servers/builditwithgk/repo-cartographer/badges/score.svg)](https://glama.ai/mcp/servers/builditwithgk/repo-cartographer) 📇 🏠 🍎 🪟 🐧 - Turn a repo into Mermaid or Graphviz architecture diagrams from its file tree, import graph and entry points; also enforces architecture rules in CI.
- [BV-Venky/excalidraw-architect-mcp](https://github.com/BV-Venky/excalidraw-architect-mcp) [![excalidraw-architect-mcp MCP server](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate Excalidraw architecture diagrams with auto-layout, technology-aware component styling (databases, queues, caches) and stateful editing.
- [cisco-open/network-sketcher](https://github.com/cisco-open/network-sketcher) [![cisco-open/network-sketcher MCP server](https://glama.ai/mcp/servers/cisco-open/network-sketcher/badges/score.svg)](https://glama.ai/mcp/servers/cisco-open/network-sketcher) 🐍 🏠 🍎 🪟 🐧 - Local-first network design: create Cisco-style network master files, L1/L2/L3 topology diagrams, HTML viewers, device tables and AI context files.
- [Daksh-create349/Contradiction-MCP](https://github.com/Daksh-create349/Contradiction-MCP) [![Contradiction-MCP MCP server](https://glama.ai/mcp/servers/Daksh-create349/Contradiction-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Daksh-create349/Contradiction-MCP) 📇 🏠 ☁️ 🍎 🪟 🐧 - Detect contradictions and architectural drift in Kubernetes manifests, READMEs, OpenAPI specs and Word docs, with deterministic scoring and resolution advice.
- [ejwhite7/brandkit-mcp](https://github.com/ejwhite7/brandkit-mcp) [![ejwhite7/brandkit-mcp MCP server](https://glama.ai/mcp/servers/ejwhite7/brandkit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ejwhite7/brandkit-mcp) 📇 🏠 🍎 🪟 🐧 - Expose a company's design system (colors, typography, logos, components, guidelines, CSS tokens) to AI tools, parsed from CSS, Markdown, PDF, SVG and fonts.
- [erajasekar/ai-diagram-maker-mcp](https://github.com/erajasekar/ai-diagram-maker-mcp) [![erajasekar/ai-diagram-maker-mcp MCP server](https://glama.ai/mcp/servers/erajasekar/ai-diagram-maker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/erajasekar/ai-diagram-maker-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - AI Diagram Maker: generate flowcharts, sequence diagrams, ERDs, architecture, UML and mind maps from text, code, ASCII, images or Mermaid, rendered inline.
- [flowzap-xyz/flowzap-mcp](https://github.com/flowzap-xyz/flowzap-mcp) [![flowzap-xyz/flowzap-mcp MCP server](https://glama.ai/mcp/servers/flowzap-xyz/flowzap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/flowzap-xyz/flowzap-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Create workflow, sequence and architecture diagrams with the FlowZap Code DSL, with validation, playground links, syntax docs, export, diffing and patching.
- [GittyBurstein/mermaid-mcp-server](https://github.com/GittyBurstein/mermaid-mcp-server) 🐍 ☁️ - Turn local projects or GitHub repositories into Mermaid diagrams rendered via Kroki.
- [HalidSaglam/saglitzdesign-mcp](https://github.com/HalidSaglam/saglitzdesign-mcp) [![HalidSaglam/saglitzdesign-mcp MCP server](https://glama.ai/mcp/servers/HalidSaglam/saglitzdesign-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HalidSaglam/saglitzdesign-mcp) 📇 🏠 🍎 🪟 🐧 - Offline UI/UX design and marketing guidance for web, iOS, Android and macOS, plus generators for design tokens, color systems, type scales and WCAG checks.
- [imgly/codesign](https://github.com/imgly/codesign) [![imgly/codesign MCP server](https://glama.ai/mcp/servers/imgly/codesign/badges/score.svg)](https://glama.ai/mcp/servers/imgly/codesign) 📇 🏠 🍎 🐧 - Local design engine: create, edit and export branded social posts, flyers, decks and business cards, with print-ready PDFs and InDesign, PSD and PDF import.
- [jgsystemsconsulting/jgs-magic-sysmlv1-mcp](https://github.com/jgsystemsconsulting/jgs-magic-sysmlv1-mcp) [![jgsystemsconsulting/jgs-magic-sysmlv1-mcp MCP server](https://glama.ai/mcp/servers/jgsystemsconsulting/jgs-magic-sysmlv1-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jgsystemsconsulting/jgs-magic-sysmlv1-mcp) 🐍 🏠 🍎 🪟 🐧 - Bridge to live SysML v1 models in CATIA Magic: query, audit, trace and edit blocks, requirements, allocations and diagrams over a local, air-gapped connection.
- [karyaboyraz/mockit-mcp](https://github.com/karyaboyraz/mockit-mcp) [![karyaboyraz/mockit-mcp MCP server](https://glama.ai/mcp/servers/karyaboyraz/mockit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/karyaboyraz/mockit-mcp) 📇 🏠 🍎 🪟 🐧 - Generate iOS UI mockups as PNG and HTML from a text prompt, using Claude and a headless Playwright renderer.
- [KasayoDotCom/identityforge-mcp](https://github.com/KasayoDotCom/identityforge-mcp) [![KasayoDotCom/identityforge-mcp MCP server](https://glama.ai/mcp/servers/KasayoDotCom/identityforge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/KasayoDotCom/identityforge-mcp) 📇 🏠 🍎 🪟 🐧 - Design kits and brand workflows: browse and apply design systems, create shareable brand projects, and research names, domains and EUIPO trademarks.
- [Kentucky-ai/opentakeoff](https://github.com/Kentucky-ai/opentakeoff) [![Kentucky-ai/opentakeoff MCP server](https://glama.ai/mcp/servers/Kentucky-ai/opentakeoff/badges/score.svg)](https://glama.ai/mcp/servers/Kentucky-ai/opentakeoff) 📇 🏠 🍎 🪟 🐧 - Construction plan takeoff: load plan PDFs, read title blocks, set drawing scale, trace rooms and export quantities like square footage and linear feet.
- [Narasimhaponnada/mermaid-mcp](https://github.com/Narasimhaponnada/mermaid-mcp) 📇 ☁️ 🍎 🪟 🐧 - Mermaid diagram generation (flowcharts, sequence, class, ER, architecture and state diagrams) with templates, layout engines and SVG/PNG/PDF export.
- [ng-galien/maket](https://github.com/ng-galien/maket) [![ng-galien/maket MCP server](https://glama.ai/mcp/servers/ng-galien/maket/badges/score.svg)](https://glama.ai/mcp/servers/ng-galien/maket) 📇 🏠 🍎 🪟 🐧 - Local-first design workspace: compose wireframes and branded multi-page HTML/CSS docs with live preview, brand and asset libraries, validation and PDF export.
- [odd-Innocent/den_archi_mcp](https://github.com/odd-Innocent/den_archi_mcp) [![odd-Innocent/den_archi_mcp MCP server](https://glama.ai/mcp/servers/odd-Innocent/den_archi_mcp/badges/score.svg)](https://glama.ai/mcp/servers/odd-Innocent/den_archi_mcp) 🎖️ 🐍 ☁️ - Korean architecture, engineering and construction knowledge: KDS, KCS and KS standards, statutes and expertise in one graph, with answers citing clauses.
- [posecode-dev/posecode](https://github.com/posecode-dev/posecode) [![posecode-dev/posecode MCP server](https://glama.ai/mcp/servers/posecode-dev/posecode/badges/score.svg)](https://glama.ai/mcp/servers/posecode-dev/posecode) 📇 🏠 🍎 🪟 🐧 - Text language for human movement that LLMs can write, rendered as an anatomically constrained 3D human figure in the browser.
- [rdanieli/tentra-mcp](https://github.com/rdanieli/tentra-mcp) [![rdanieli/tentra-mcp MCP server](https://glama.ai/mcp/servers/rdanieli/tentra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rdanieli/tentra-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Describe systems in natural language to get interactive architecture diagrams, export to frameworks like Spring Boot, FastAPI and Terraform, and detect drift.
- [RedHold/diagrams-mcp-app-core](https://github.com/RedHold/diagrams-mcp-app-core) [![RedHold/diagrams-mcp-app-core MCP server](https://glama.ai/mcp/servers/RedHold/diagrams-mcp-app-core/badges/score.svg)](https://glama.ai/mcp/servers/RedHold/diagrams-mcp-app-core) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Generate and edit draw.io cloud architecture diagrams from prompts, Terraform or Kubernetes manifests, fix Well-Architected warnings and export to SVG.
- [RNVizion/rnv-color-mcp](https://github.com/RNVizion/rnv-color-mcp) [![RNVizion/rnv-color-mcp MCP server](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp/badges/score.svg)](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp) 🐍 ☁️ - Mix colors (including Kubelka-Munk paint physics), convert formats, generate harmonies and save named palettes, resolving hex, CSS and brand color names.
- [Roberton003/mcp-server-decisions](https://github.com/Roberton003/mcp-server-decisions) [![Roberton003/mcp-server-decisions MCP server](https://glama.ai/mcp/servers/Roberton003/mcp-server-decisions/badges/score.svg)](https://glama.ai/mcp/servers/Roberton003/mcp-server-decisions) 🐍 🏠 🍎 🪟 🐧 - Architectural decision tracking with testable predictions and outcome gates, stored in append-only JSONL.
- [Tommkruix/archprint](https://github.com/Tommkruix/archprint) [![Tommkruix/archprint MCP server](https://glama.ai/mcp/servers/Tommkruix/archprint/badges/score.svg)](https://glama.ai/mcp/servers/Tommkruix/archprint) 📇 🏠 🍎 🐧 - Report the architecture rules a TypeScript repo already follows, inferred from its import graph, with the evidence for each, and check whether a change breaks them.
- [tomyangod/architecture_viewer](https://github.com/tomyangod/architecture_viewer) [![tomyangod/architecture_viewer MCP server](https://glama.ai/mcp/servers/tomyangod/architecture_viewer/badges/score.svg)](https://glama.ai/mcp/servers/tomyangod/architecture_viewer) 📇 🏠 🍎 🪟 🐧 - Local architecture gate and CLI that diffs AI edits against git HEAD to detect new cross-layer dependencies and structural changes.
- [uxloom-dev/uxloom](https://github.com/uxloom-dev/uxloom) [![uxloom-dev/uxloom MCP server](https://glama.ai/mcp/servers/uxloom-dev/uxloom/badges/score.svg)](https://glama.ai/mcp/servers/uxloom-dev/uxloom) 📇 🏠 🍎 🪟 🐧 - UI/UX validation: model user journeys as state machines, find missing states, contrast and touch-target issues, and verify code against the design contract.
- [yenchieh/diagramzu-mcp](https://github.com/yenchieh/diagramzu-mcp) 📇 ☁️ - Create Mermaid diagrams in a shared workspace, with version history, comments, embedding, presentation decks and diagram linting.

### <a name="bio"></a>Biology, Medicine and Bioinformatics
- [ajibadedapo/flowproof-mcp](https://github.com/ajibadedapo/flowproof-mcp) [![ajibadedapo/flowproof-mcp MCP server](https://glama.ai/mcp/servers/ajibadedapo/flowproof-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ajibadedapo/flowproof-mcp) 🐍 🏠 ☁️ - Run reproducible Nextflow bioinformatics pipelines with verifiable Workflow Run RO-Crate provenance: container digests, tool versions and checksums.
- [ammawla/encode-toolkit](https://github.com/ammawla/encode-toolkit) [![encode-toolkit MCP server](https://glama.ai/mcp/servers/ammawla/encode-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/ammawla/encode-toolkit) 🐧 - Search, download, track and analyze functional genomics experiments from the ENCODE Project.
- [cafferychen777/ChatSpatial](https://github.com/cafferychen777/ChatSpatial) 🐍 🏠 - Spatial transcriptomics analysis: cell annotation, deconvolution, spatial statistics and visualization.
- [Crindo2/gph-mcp-server](https://github.com/Crindo2/gph-mcp-server) [![gph-mcp-server MCP server](https://glama.ai/mcp/servers/Crindo2/gph-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Crindo2/gph-mcp-server) 📇 ☁️ - Match US medical practices with healthcare service vendors for billing, credentialing, EHR, compliance and legal.
- [davidmosiah/google-health-mcp](https://github.com/davidmosiah/google-health-mcp) [![Google Health MCP server](https://glama.ai/mcp/servers/davidmosiah/google-health-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/google-health-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first access to the Google Health API for Fitbit and Pixel Watch activity, sleep, heart, nutrition and reconciled health data.
- [davidmosiah/wellness-cgm-mcp](https://github.com/davidmosiah/wellness-cgm-mcp) [![Wellness CGM MCP server](https://glama.ai/mcp/servers/davidmosiah/wellness-cgm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/wellness-cgm-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first continuous glucose monitor data from the Dexcom Developer API and FreeStyle Libre via LibreLink Up.
- [davidmosiah/wellness-nourish](https://github.com/davidmosiah/wellness-nourish) [![Wellness Nourish MCP server](https://glama.ai/mcp/servers/davidmosiah/wellness-nourish/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/wellness-nourish) 📇 🏠 🍎 🪟 🐧 - Nutrition and hydration tracking: food search, barcode lookup, meal estimation, intake logs and daily summaries.
- [dnaerys/onekgpd-mcp](https://github.com/dnaerys/onekgpd-mcp) ☕ ☁️ 🍎 🪟 🐧 - Real-time access to the 1000 Genomes Project dataset.
- [ericblair1903/nutrients-mcp](https://github.com/ericblair1903/nutrients-mcp) [![ericblair1903/nutrients-mcp MCP server](https://glama.ai/mcp/servers/ericblair1903/nutrients-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ericblair1903/nutrients-mcp) 📇 ☁️ 🍎 🪟 🐧 - Nutrition analysis from a food photo or text description: calories, macros, vitamins, minerals, allergens and dietary flags.
- [forever-healthy/evipedia-mcp](https://github.com/forever-healthy/evipedia-mcp) [![forever-healthy/evipedia-mcp MCP server](https://glama.ai/mcp/servers/forever-healthy/evipedia-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forever-healthy/evipedia-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search Evipedia's evidence-based reviews of health and longevity interventions, fetch conclusions and metadata with PMIDs, and suggest new interventions.
- [fulcradynamics/fulcra-context-mcp](https://github.com/fulcradynamics/fulcra-context-mcp) [![fulcra-context-mcp MCP server](https://glama.ai/mcp/servers/fulcradynamics/fulcra-context-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fulcradynamics/fulcra-context-mcp) 🐍 ☁️ - Access personal health and biometric data (sleep stages, heart rate, HRV, glucose, workouts), calendar and location via the Fulcra Life API.
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Access biomedical research data from PubMed, ClinicalTrials.gov and MyVariant.info.
- [healthchainai/HealthChain](https://github.com/healthchainai/HealthChain) [![healthchainai/HealthChain MCP server](https://glama.ai/mcp/servers/healthchainai/HealthChain/badges/score.svg)](https://glama.ai/mcp/servers/healthchainai/HealthChain) 🐍 🏠 - Typed FHIR tools: build, read, validate and code FHIR resources from a patient bundle, with terminology lookup and machine-readable validation reports.
- [helena-bioinformatics/noodle-mcp](https://github.com/helena-bioinformatics/noodle-mcp) [![helena-bioinformatics/noodle-mcp MCP server](https://glama.ai/mcp/servers/helena-bioinformatics/noodle-mcp/badges/score.svg)](https://glama.ai/mcp/servers/helena-bioinformatics/noodle-mcp) 🐍 ☁️ - Read-only biomedical literature search over a PubMed-derived corpus by natural language or PMID/DOI/PMCID, with citation and semantic graph traversal.
- [hlydecker/ucsc-genome-mcp](https://github.com/hlydecker/ucsc-genome-mcp) 🐍 ☁️ - Interact with the UCSC Genome Browser API to find genomes, chromosomes and more.
- [JamesANZ/medical-mcp](https://github.com/JamesANZ/medical-mcp) 📇 🏠 - Query medical information, drug databases, drug interactions and clinical guidelines.
- [JaviMaligno/vitamind-mcp](https://github.com/JaviMaligno/vitamind-mcp) [![JaviMaligno/vitamind-mcp MCP server](https://glama.ai/mcp/servers/JaviMaligno/vitamind-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JaviMaligno/vitamind-mcp) 📇 ☁️ - Estimate solar vitamin D synthesis: whether it happens now, minutes needed by Fitzpatrick skin type and viable months by latitude, using Open-Meteo UV data.
- [kushaim/practice-fusion-mcp](https://github.com/kushaim/practice-fusion-mcp) [![kushaim/practice-fusion-mcp MCP server](https://glama.ai/mcp/servers/kushaim/practice-fusion-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kushaim/practice-fusion-mcp) 📇 🏠 - Read-only FHIR access to the Practice Fusion EHR: search patients and review appointments, conditions, medications and lab results.
- [mgnirck/lecka-mcp](https://github.com/mgnirck/lecka-mcp) 📇 ☁️ - Race nutrition planning for endurance athletes: carb, sodium and fluid targets plus Lecka product recommendations by race type, conditions and weight.
- [MyMedi-AI/mymedi-ai-mcp-server](https://github.com/MyMedi-AI/mymedi-ai-mcp-server) [![MyMedi-AI/mymedi-ai-mcp-server MCP server](https://glama.ai/mcp/servers/OFODevelopment/mymedi-ai-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/OFODevelopment/mymedi-ai-mcp-server) 📇 ☁️ - Healthcare billing: ICD-10, CPT and HCPCS code lookup, prior authorization prediction, claims validation, denial-risk scoring and HIPAA compliance auditing.
- [SEOSiri-Official/biorobotics](https://github.com/SEOSiri-Official/biorobotics) [![SEOSiri-Official/biorobotics MCP server](https://glama.ai/mcp/servers/SEOSiri-Official/biorobotics/badges/score.svg)](https://glama.ai/mcp/servers/SEOSiri-Official/biorobotics) 🐍 🏠 🍎 🪟 🐧 - Bio-robotics engine that converts biological data from the UniProt API into Cartesian G-code coordinates.
- [salwks/mcp-techTrend](https://github.com/salwks/mcp-techTrend) [![salwks/mcp-techTrend MCP server](https://glama.ai/mcp/servers/salwks/mcp-techTrend/badges/score.svg)](https://glama.ai/mcp/servers/salwks/mcp-techTrend) 🐍 🏠 - Academic, code and medical-regulatory trend monitoring across arXiv, PubMed, GitHub, Hugging Face and openFDA, with newspaper-style briefings.
- [NyxToolsDev/dicom-hl7-mcp-server](https://github.com/NyxToolsDev/dicom-hl7-mcp-server) [![NyxToolsDev/dicom-hl7-mcp-server MCP server](https://glama.ai/mcp/servers/NyxToolsDev/dicom-hl7-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/NyxToolsDev/dicom-hl7-mcp-server) 🐍 🏠 - Bridge DICOM, HL7v2 and FHIR: cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding and integration patterns.
- [longevity-genie/biothings-mcp](https://github.com/longevity-genie/biothings-mcp) 🐍 🏠 ☁️ - Query the BioThings API for genes, genetic variants, drugs and taxonomic information.
- [longevity-genie/gget-mcp](https://github.com/longevity-genie/gget-mcp) 🐍 🏠 ☁️ - Bioinformatics toolkit for genomics queries and analysis, wrapping the gget library.
- [longevity-genie/opengenes-mcp](https://github.com/longevity-genie/opengenes-mcp) 🎖️ 🐍 🏠 ☁️ - Query the OpenGenes database for aging and longevity research.
- [longevity-genie/synergy-age-mcp](https://github.com/longevity-genie/synergy-age-mcp) 🎖️ 🐍 🏠 ☁️ - Query the SynergyAge database of synergistic and antagonistic genetic interactions in longevity.
- [musharna/plant-genomics-mcp](https://github.com/musharna/plant-genomics-mcp) [![musharna/plant-genomics-mcp MCP server](https://glama.ai/mcp/servers/musharna/plant-genomics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/musharna/plant-genomics-mcp) 🐍 🏠 🍎 🪟 🐧 - Plant genomics locus lookup across Ensembl Plants, Phytozome, UniProtKB, KEGG, STRING-DB, NCBI BLAST and more, with batch and cross-source queries.
- [neptun2000/heor-agent-mcp](https://github.com/neptun2000/heor-agent-mcp) [![heor-agent-mcp MCP server](https://glama.ai/mcp/servers/neptun2000/heor-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/neptun2000/heor-agent-mcp) 📇 ☁️ - Health economics and outcomes research: literature search across PubMed, NICE, CADTH, ICER and more, cost-effectiveness modeling and HTA dossier preparation.
- [OHNLP/omop_mcp](https://github.com/OHNLP/omop_mcp) 🐍 🏠 ☁️ - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.
- [PantelisGeorgiadis/dicomweb-mcp-server](https://github.com/PantelisGeorgiadis/dicomweb-mcp-server) [![PantelisGeorgiadis/dicomweb-mcp-server MCP server](https://glama.ai/mcp/servers/PantelisGeorgiadis/dicomweb-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/PantelisGeorgiadis/dicomweb-mcp-server) 📇 ☁️ 🏠 - Access a DICOMweb archive: search studies, series and instances, inspect metadata, read structured reports, extract PDF text and render frames.
- [tatsuju/opdstar-nhi-mcp](https://github.com/tatsuju/opdstar-nhi-mcp) [![opdstar-nhi-mcp MCP server](https://glama.ai/mcp/servers/tatsuju/opdstar-nhi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tatsuju/opdstar-nhi-mcp) 📇 ☁️ - Taiwan National Health Insurance (NHI) data: rejection codes, ICD-10 to procedure mappings, audit indicators and semantic search over NHI documentation.
- [pkotecha-eng/aria-mcp-server](https://github.com/pkotecha-eng/aria-mcp-server) [![aria-mcp-server MCP server](https://glama.ai/mcp/servers/pkotecha-eng/aria-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/pkotecha-eng/aria-mcp-server) 🐍 - Clinical research tools for trial coordinators and life sciences teams: real-time access to PubMed and ClinicalTrials.gov.
- [pubspro/pubmed-search](https://github.com/pubspro/pubmed-search) [![pubspro/pubmed-search MCP server](https://glama.ai/mcp/servers/pubspro/pubmed-search/badges/score.svg)](https://glama.ai/mcp/servers/pubspro/pubmed-search) 📇 ☁️ - Search PubMed and summarize biomedical literature.
- [Rajskij/oura-mcp](https://github.com/Rajskij/oura-mcp) [![Rajskij/oura-mcp MCP server](https://glama.ai/mcp/servers/Rajskij/oura-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Rajskij/oura-mcp) 📇 ☁️ 🏠 - Read-only, self-hosted access to Oura Ring sleep, readiness, activity, stress and heart rate data.
- [rewire-bio/genomics-mcp](https://github.com/rewire-bio/genomics-mcp) [![Genomics MCP server](https://glama.ai/mcp/servers/rewire-bio/genomics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rewire-bio/genomics-mcp) 🐍 🏠 🍎 🐧 - Discover EGA, ENA, ENCODE, GEO and NCBI datasets; retrieve bounded reads, variants, sequence and signal from indexed genomic files; and query versioned reference evidence.
- [SidneyBissoli/medical-terminologies-mcp](https://github.com/SidneyBissoli/medical-terminologies-mcp) [![SidneyBissoli/medical-terminologies-mcp MCP server](https://glama.ai/mcp/servers/SidneyBissoli/medical-terminologies-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SidneyBissoli/medical-terminologies-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Look up medical terminologies: ICD-11, LOINC, RxNorm, MeSH, ATC, Brazil's CID-10 (DataSUS) and optionally SNOMED CT.
- [sikcapri/superglookoquery](https://github.com/sikcapri/superglookoquery) [![sikcapri/superglookoquery MCP server](https://glama.ai/mcp/servers/sikcapri/superglookoquery/badges/score.svg)](https://glama.ai/mcp/servers/sikcapri/superglookoquery) 📇 🏠 ☁️ 🍎 🪟 - Clinical audit of Glooko diabetes data from any pump or CGM: time in range, GMI, trends and bolus/basal analysis, adapting to the data your devices report.
- [smaniches/alphafold-sovereign-mcp](https://github.com/smaniches/alphafold-sovereign-mcp) [![smaniches/alphafold-sovereign-mcp MCP server](https://glama.ai/mcp/servers/smaniches/alphafold-sovereign-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smaniches/alphafold-sovereign-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - AlphaFold DB and other public biomedical sources in a local SQLite knowledge graph for structure confidence, variants, diseases, drug targets and orthology.
- [smaniches/uniprot-mcp](https://github.com/smaniches/uniprot-mcp) [![smaniches/uniprot-mcp MCP server](https://glama.ai/mcp/servers/smaniches/uniprot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smaniches/uniprot-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Query the UniProt knowledgebase (entries, features, variants, PTMs, GO terms, cross-references) with per-query SHA-256 provenance and offline replay.
- [the-momentum/apple-health-mcp-server](https://github.com/the-momentum/apple-health-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Access and analyze exported Apple Health data.
- [the-momentum/fhir-mcp-server](https://github.com/the-momentum/fhir-mcp-server) 🐍 🏠 ☁️ - Connect to FHIR servers, for example to query patient history in natural language.
- [thehealthai/clarity-mcp](https://github.com/thehealthai/clarity-mcp) [![thehealthai/clarity-mcp MCP server](https://glama.ai/mcp/servers/thehealthai/clarity-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thehealthai/clarity-mcp) 📇 ☁️ - Condition-aware safety checks for ingredients, products and supplements, with cited evidence verdicts, claim fact-checking and FDA recall lookup.
- [thehealthai/fda-risk-radar-mcp](https://github.com/thehealthai/fda-risk-radar-mcp) [![thehealthai/fda-risk-radar-mcp MCP server](https://glama.ai/mcp/servers/thehealthai/fda-risk-radar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thehealthai/fda-risk-radar-mcp) 📇 ☁️ - FDA and NHTSA regulatory risk data: device compliance risk, 510(k) evidence, predicate chains, postmarket signals, reimbursement pathways and vehicle safety.
- [thelongevityvault/decoder-3am-mcp](https://github.com/thelongevityvault/decoder-3am-mcp) [![thelongevityvault/decoder-3am-mcp MCP server](https://glama.ai/mcp/servers/thelongevityvault/decoder-3am-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thelongevityvault/decoder-3am-mcp) 📇 ☁️ - Classify the likely biological cause of 3am wakeups from symptom descriptions using The Longevity Vault's five-cause framework.
- [wso2/fhir-mcp-server](https://github.com/wso2/fhir-mcp-server) 🐍 🏠 ☁️ - Search, retrieve, create, update and analyze clinical data via FHIR APIs, with SMART-on-FHIR authentication.
- [wjgoarxiv/pymol-mcp](https://github.com/wjgoarxiv/pymol-mcp) [![wjgoarxiv/pymol-mcp MCP server](https://glama.ai/mcp/servers/wjgoarxiv/pymol-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wjgoarxiv/pymol-mcp) 🐍 🏠 🍎 🪟 🐧 - Headless PyMOL for molecular visualization, GROMACS/LAMMPS trajectories and clathrate-hydrate cage analysis, including H-bond networks and order parameters.

### 📂 <a name="browser-automation"></a>Browser Automation

Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.

- [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - Search Bilibili content, with LangChain integration examples.
- [achiya-automation/safari-mcp](https://github.com/achiya-automation/safari-mcp) [![safari-mcp MCP server](https://glama.ai/mcp/servers/achiya-automation/safari-mcp/badges/score.svg)](https://glama.ai/mcp/servers/achiya-automation/safari-mcp) 📇 🏠 🍎 - Native Safari browser automation without a Chrome dependency.
- [acunningham-ship-it/veilbrowser](https://github.com/acunningham-ship-it/veilbrowser) [![acunningham-ship-it/veilbrowser MCP server](https://glama.ai/mcp/servers/acunningham-ship-it/veilbrowser/badges/score.svg)](https://glama.ai/mcp/servers/acunningham-ship-it/veilbrowser) 📇 🐍 🏠 - Stealth automation of unmodified Chrome over raw CDP, using accessibility-tree element refs; can attach to a running Chrome to reuse logged-in sessions.
- [aethynio/aethyn-browser-mcp](https://github.com/aethynio/aethyn-browser-mcp) [![aethynio/aethyn-browser-mcp MCP server](https://glama.ai/mcp/servers/aethynio/aethyn-browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aethynio/aethyn-browser-mcp) 📇 🏠 - Drive a local Playwright browser through residential proxies with a chosen exit country or city and a sticky identity per task.
- [agent-infra/mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) 📇 🏠 - Browser automation using Puppeteer, supporting local and remote browser connections.
- [Agent360dk/browser-mcp](https://github.com/Agent360dk/browser-mcp) [![Agent360dk/browser-mcp MCP server](https://glama.ai/mcp/servers/Agent360dk/browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Agent360dk/browser-mcp) 📇 🏠 - Control your real, logged-in Chrome browser via an extension, with multiple concurrent color-coded sessions.
- [Ahtasham00/tactab](https://github.com/Ahtasham00/tactab) [![Ahtasham00/tactab MCP server](https://glama.ai/mcp/servers/Ahtasham00/tactab/badges/score.svg)](https://glama.ai/mcp/servers/Ahtasham00/tactab) 📇 🏠 - Tactile browser control and multimodal visual vision MCP bridge for Google Chrome.
- [AishwaryShrivastav/vibe-testing](https://github.com/AishwaryShrivastav/vibe-testing) [![AishwaryShrivastav/vibe-testing MCP server](https://glama.ai/mcp/servers/AishwaryShrivastav/vibe-testing/badges/score.svg)](https://glama.ai/mcp/servers/AishwaryShrivastav/vibe-testing) 📇 🏠 🍎 🪟 🐧 - Code-aware browser testing that reads routes, forms and existing tests, runs Playwright scenarios, and keeps regression history and screenshot reports.
- [alex-on-ai/WebReaper](https://github.com/alex-on-ai/WebReaper) [![alex-on-ai/WebReaper MCP server](https://glama.ai/mcp/servers/alex-on-ai/WebReaper/badges/score.svg)](https://glama.ai/mcp/servers/alex-on-ai/WebReaper) #️⃣ 🏠 🍎 🪟 🐧 - Web scraper that returns clean Markdown, distributed as a single binary.
- [parastejpal987-cmyk/opticparse-public](https://github.com/parastejpal987-cmyk/opticparse-public) [![opticparse-public MCP server](https://glama.ai/mcp/servers/parastejpal987-cmyk/opticparse-public/badges/score.svg)](https://glama.ai/mcp/servers/parastejpal987-cmyk/opticparse-public) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Visual, multimodal web scraping without CSS selectors, plus phishing and crypto drainer detection.
- [ami-guru/x402-scraper-engine](https://github.com/ami-guru/x402-scraper-engine) [![ami-guru/x402-scraper-engine MCP server](https://glama.ai/mcp/servers/ami-guru/x402-scraper-engine/badges/score.svg)](https://glama.ai/mcp/servers/ami-guru/x402-scraper-engine) 📇 ☁️ - Web scraping, Llama 3 digests and Twitter intelligence, paid per call in USDC via x402 on Base.
- [andresolbach/nodriver-mcp-server](https://github.com/andresolbach/nodriver-mcp-server) [![andresolbach/nodriver-mcp-server MCP server](https://glama.ai/mcp/servers/andresolbach/nodriver-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/andresolbach/nodriver-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Undetected Chrome automation via nodriver for anti-bot protected sites: accessibility snapshots, input automation, network inspection and persistent sessions.
- [aparajithn/agent-scraper-mcp](https://github.com/aparajithn/agent-scraper-mcp) [![agent-scraper-mcp MCP server](https://glama.ai/mcp/servers/@aparajithn/agent-scraper-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@aparajithn/agent-scraper-mcp) 🐍 ☁️ - Web scraping: clean content extraction, CSS-selector scraping, Playwright screenshots, link and metadata extraction, and Google search.
- [apireno/DOMShell](https://github.com/apireno/DOMShell) [![domshell MCP server](https://glama.ai/mcp/servers/@apireno/domshell/badges/score.svg)](https://glama.ai/mcp/servers/@apireno/domshell) 📇 🏠 - Browse the web with filesystem commands (ls, cd, grep, click) by mapping Chrome's accessibility tree to a virtual filesystem via an extension.
- [auspy/supasidebar-mcp](https://github.com/auspy/supasidebar-mcp) [![auspy/supasidebar-mcp MCP server](https://glama.ai/mcp/servers/auspy/supasidebar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/auspy/supasidebar-mcp) 📇 🏠 🍎 - Access and organize open tabs, bookmarks and recent links across macOS browsers via the SupaSidebar app.
- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - Browser automation using Playwright.
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 - Lightweight browser automation with zero dependencies.
- [bch1212/agentfetch-mcp](https://github.com/bch1212/agentfetch-mcp) [![bch1212/agentfetch-mcp MCP server](https://glama.ai/mcp/servers/bch1212/agentfetch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bch1212/agentfetch-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Token-budgeted web fetching that routes between Trafilatura, Jina Reader, Firecrawl and pypdf by URL, with token estimates, caching and truncation.
- [bgaze/snapstack-server](https://github.com/bgaze/snapstack-server) [![bgaze/snapstack-server MCP server](https://glama.ai/mcp/servers/bgaze/snapstack-server/badges/score.svg)](https://glama.ai/mcp/servers/bgaze/snapstack-server) 📇 🏠 🍎 🪟 🐧 - One-click browser-tab screenshots, captured by a companion extension and served locally to the model on demand.
- [bighippoman/intercept-mcp](https://github.com/bighippoman/intercept-mcp) [![bighippoman/intercept-mcp MCP server](https://glama.ai/mcp/servers/bighippoman/intercept-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bighippoman/intercept-mcp) 📇 🏠 - Fetch web content as clean Markdown through a multi-tier fallback chain, handling tweets, YouTube, arXiv, PDFs and regular pages.
- [autokeren/ghostfox](https://github.com/autokeren/ghostfox) [![ghostfox MCP server](https://glama.ai/mcp/servers/@autokeren/ghostfox/badges/score.svg)](https://glama.ai/mcp/servers/@autokeren/ghostfox) 🦀 🏠 🍎 🪟 🐧 - Self-hosted stealth browser built on a Firefox fork with fingerprint spoofing, shadow-DOM-aware page reading, login state detection and evidence recording.
- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - Browser automation using Playwright, tailored for LLMs.
- [browserless/browserless-mcp](https://github.com/browserless/browserless-mcp) [![browserless/browserless-mcp MCP server](https://glama.ai/mcp/servers/browserless/browserless-mcp/badges/score.svg)](https://glama.ai/mcp/servers/browserless/browserless-mcp) 🎖️ ☁️ - Headless browser automation and web scraping via the Browserless smart scraper API.
- [browsermcp/mcp](https://github.com/browsermcp/mcp) 📇 🏠 - Automate your local Chrome browser.
- [brutalzinn/simple-mcp-selenium](https://github.com/brutalzinn/simple-mcp-selenium) 📇 🏠 - Control browsers with Selenium using natural language, for testing, automation and multi-user scenarios.
- [co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🐍 - Browser automation with browser-use, including a Dockerfile to run Chromium in Docker with a VNC server.
- [corbinvachal48/agentrender-mcp](https://github.com/corbinvachal48/agentrender-mcp) [![corbinvachal48/agentrender-mcp MCP server](https://glama.ai/mcp/servers/corbinvachal48/agentrender-mcp/badges/score.svg)](https://glama.ai/mcp/servers/corbinvachal48/agentrender-mcp) 🐍 ☁️ - Convert URLs into screenshots, PDFs or structured extracts.
- [corralimited/snapdiff-mcp](https://github.com/corralimited/snapdiff-mcp) [![snapdiff-mcp MCP server](https://glama.ai/mcp/servers/corralimited/snapdiff-mcp/badges/score.svg)](https://glama.ai/mcp/servers/corralimited/snapdiff-mcp) 📇 ☁️ 🏠 - Intent-aware visual verification: declare what a UI change should affect, then diff the page against a baseline and flag changes outside that scope.
- [Ceki-me/mcp-server](https://github.com/Ceki-me/mcp-server) [![Ceki-me/mcp-server MCP server](https://glama.ai/mcp/servers/@Ceki-me/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@Ceki-me/mcp-server) 📇 ☁️ - Rent residential Chrome browsers run by real people, with real fingerprints and residential IPs.
- [Cubenest/rrweb-stack](https://github.com/Cubenest/rrweb-stack) [![Cubenest/rrweb-stack MCP server](https://glama.ai/mcp/servers/Cubenest/rrweb-stack/badges/score.svg)](https://glama.ai/mcp/servers/Cubenest/rrweb-stack) 📇 🏠 - Record your authenticated browser session (rrweb DOM, console, network) to local SQLite with PII masking, so coding agents can query it or drive the browser.
- [Custodia-Admin/pagebolt-mcp](https://github.com/Custodia-Admin/pagebolt-mcp) [![Custodia-Admin/pagebolt-mcp MCP server](https://glama.ai/mcp/servers/Custodia-Admin/pagebolt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Custodia-Admin/pagebolt-mcp) 📇 ☁️ - Generate screenshots, PDFs, OG images and narrated video recordings.
- [dashi96/chromium-bridge](https://github.com/dashi96/chromium-bridge) [![dashi96/chromium-bridge MCP server](https://glama.ai/mcp/servers/@dashi96/chromium-bridge/badges/score.svg)](https://glama.ai/mcp/servers/@dashi96/chromium-bridge) 📇 🏠 🍎 🪟 🐧 - Control Chromium-based browsers such as Arc, Vivaldi and Brave via an extension: navigate, click, read pages, run JavaScript and record GIFs.
- [DevHusnainAi/zerodom](https://github.com/DevHusnainAi/zerodom) [![DevHusnainAi/zerodom MCP server](https://glama.ai/mcp/servers/DevHusnainAi/zerodom/badges/score.svg)](https://glama.ai/mcp/servers/DevHusnainAi/zerodom) 🐍 📇 🏠 - Deterministic attack-surface perception for AI security agents. Attaches over `chrome.debugger` to the Chrome you're already logged into (cookies, MFA and SSO already done) and turns the live page into a short numbered interaction graph an agent can act on (`[03] button 'Sign In'`), with CSS selectors kept server-side and out of the model's context. Cross-identity tools (`compare_identities`, `replay`) flag a byte-identical response across two logged-in users as a cross-tenant IDOR, and `scan` maps the attack surface from the CLI. No LLM in the parse; 71% fewer tokens than Playwright's ARIA snapshot mode.
- [dmytrome/groundhog](https://github.com/dmytrome/groundhog) [![dmytrome/groundhog MCP server](https://glama.ai/mcp/servers/dmytrome/groundhog/badges/score.svg)](https://glama.ai/mcp/servers/dmytrome/groundhog) 🐍 🏠 🍎 🪟 🐧 - Web search, reading and research through stealth-patched Chrome: strips hidden text, ranks passages across sources and returns SHA-256 provenance receipts.
- [eat-pray-ai/yutu](https://github.com/eat-pray-ai/yutu) 🏎️ 🏠 🍎 🐧 🪟 - Automate YouTube operations, also available as a CLI.
- [Eric-huang799/duplex](https://github.com/Eric-huang799/duplex) [![Eric-huang799/duplex MCP server](https://glama.ai/mcp/servers/Eric-huang799/duplex/badges/score.svg)](https://glama.ai/mcp/servers/Eric-huang799/duplex) 📇 🏠 🍎 🪟 🐧 - A browser shared by a human and an AI — same tabs, same live session; 24 MCP tools (snapshot, click, type, screenshot, tabs, annotations), built-in models or any MCP client, Esc takeover.
- [executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 📇 - Browser automation and web scraping using Playwright.
- [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) 📇 🏠 - Control the user's Firefox browser via a companion extension.
- [feedthrough/feedthrough](https://github.com/feedthrough/feedthrough) [![feedthrough/feedthrough MCP server](https://glama.ai/mcp/servers/feedthrough/feedthrough/badges/score.svg)](https://glama.ai/mcp/servers/feedthrough/feedthrough) 📇 🏠 🍎 🪟 🐧 - In-page debug bridge for web apps: read the DOM, console logs and network requests and interact with the page, in any browser or Cypress/Playwright run.
- [firecrawl/firecrawl-mcp-server](https://github.com/firecrawl/firecrawl-mcp-server) [![firecrawl/firecrawl-mcp-server MCP server](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server) 🎖️ 📇 ☁️ 🏠 - Firecrawl web scraping: search, scrape, crawl, map and extract structured data, with live browser interaction and website change monitoring.
- [fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - Interact with Apple Reminders on macOS.
- [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) 📇 🏠 - Firefox automation via WebDriver BiDi: snapshot-based interactions, network monitoring, console capture and screenshots for testing and scraping.
- [frsorrentino/chrome-bridge](https://github.com/frsorrentino/chrome-bridge) [![frsorrentino/chrome-bridge MCP server](https://glama.ai/mcp/servers/frsorrentino/chrome-bridge/badges/score.svg)](https://glama.ai/mcp/servers/frsorrentino/chrome-bridge) 📇 🏠 🍎 🪟 🐧 - Drive your logged-in Chrome via an extension: compact element refs, visual regression, accessibility, SEO and security audits, and network mocking.
- [mi60dev/visionaire-engine](https://github.com/mi60dev/visionaire-engine) [![mi60dev/visionaire-engine MCP server](https://glama.ai/mcp/servers/mi60dev/visionaire-engine/badges/score.svg)](https://glama.ai/mcp/servers/mi60dev/visionaire-engine) 📇 🏠 🍎 🪟 🐧 - Design debugging in Chrome: which CSS rule wins (with file and line), its blast radius, scoped fix selectors, live fix trials and WCAG contrast audits.
- [SanggonBoy/PyreCrawl](https://github.com/SanggonBoy/PyreCrawl) [![SanggonBoy/PyreCrawl MCP server](https://glama.ai/mcp/servers/SanggonBoy/PyreCrawl/badges/score.svg)](https://glama.ai/mcp/servers/SanggonBoy/PyreCrawl) 🐍 🏠 🍎 🪟 🐧 - Self-hosted web scraping: scrape, extract, crawl, map, search, academic papers, research and monitoring, with a tiered fallback including Cloudflare bypass.
- [segentic-lab/periscope-mcp](https://github.com/segentic-lab/periscope-mcp) [![segentic-lab/periscope-mcp MCP server](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp/badges/score.svg)](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp) 🐍 🏠 - Website testing with Playwright: assertions, auto form-fill, persistent logins, network mocking, and accessibility, SEO, GEO and Lighthouse audits.
- [sh6drack/zen-mcp](https://github.com/sh6drack/zen-mcp) [![sh6drack/zen-mcp MCP server](https://glama.ai/mcp/servers/sh6drack/zen-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sh6drack/zen-mcp) 📇 🏠 - Zen Browser automation via WebDriver BiDi: navigation, form filling, screenshots and JavaScript evaluation.
- [hahahahahahahahah6/browser-buddy](https://github.com/hahahahahahahahah6/browser-buddy) [![hahahahahahahahah6/browser-buddy MCP server](https://glama.ai/mcp/servers/hahahahahahahahah6/browser-buddy/badges/score.svg)](https://glama.ai/mcp/servers/hahahahahahahahah6/browser-buddy) 🐍 - MCP server + Chrome extension (MV3) that lets coding agents read pages through the user's real, logged-in Chrome; stdlib-only, local.
- [hanzili/comet-mcp](https://github.com/hanzili/comet-mcp) 📇 🏠 🍎 - Connect to the Perplexity Comet browser for agentic browsing, deep research and real-time task monitoring.
- [hshintelligence/agent-scrape](https://github.com/hshintelligence/agent-scrape) [![hshintelligence/agent-scrape MCP server](https://glama.ai/mcp/servers/hshintelligence/agent-scrape/badges/score.svg)](https://glama.ai/mcp/servers/hshintelligence/agent-scrape) 📇 ☁️ - Pay-per-call web scraping via x402 on Base, with structured extraction, screenshots, metadata, browser sessions and workflows.
- [hunglp97/tabpilot-mcp](https://github.com/hunglp97/tabpilot-mcp) [![hunglp97/tabpilot-mcp MCP server](https://glama.ai/mcp/servers/hunglp97/tabpilot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hunglp97/tabpilot-mcp) 🐍 🏠 🍎 🪟 🐧 - Drive your open, logged-in Chrome with token-budgeted page reading, complex SPA form and survey handling, and headless Ubuntu support.
- [LarryWalkerDEV/mcp-immostage](https://github.com/LarryWalkerDEV/mcp-immostage) 📇 ☁️ - Virtual staging for real estate: stage empty rooms, turn floor plans into 3D renders, classify room images, write property descriptions and suggest styles.
- [LeonTing1010/tap](https://github.com/LeonTing1010/tap) [![LeonTing1010/tap MCP server](https://glama.ai/mcp/servers/LeonTing1010/tap/badges/score.svg)](https://glama.ai/mcp/servers/LeonTing1010/tap) 📇 🏠 🍎 🪟 🐧 - Compile browser automation into deterministic plans that run in your logged-in Chrome without runtime LLM calls, detecting drift when sites change.
- [lespaceman/agent-web-interface](https://github.com/lespaceman/agent-web-interface) [![lespaceman/agent-web-interface MCP server](https://glama.ai/mcp/servers/lespaceman/agent-web-interface/badges/score.svg)](https://glama.ai/mcp/servers/lespaceman/agent-web-interface) 📇 🏠 🍎 🪟 🐧 - Token-efficient browser automation: semantic page snapshots and stable element IDs instead of raw DOM or screenshots, driving Chrome over CDP.
- [markmircea/Selenix-MCP-Server](https://github.com/markmircea/Selenix-MCP-Server) [![markmircea/Selenix-MCP-Server MCP server](https://glama.ai/mcp/servers/markmircea/Selenix-MCP-Server/badges/score.svg)](https://glama.ai/mcp/servers/markmircea/Selenix-MCP-Server) 📇 🏠 🍎 🪟 🐧 - Create, run, debug and manage Selenix browser automation tests through natural language.
- [ilien-dev/svipall](https://github.com/ilien-dev/svipall) [![ilien-dev/svipall MCP server](https://glama.ai/mcp/servers/ilien-dev/svipall/badges/score.svg)](https://glama.ai/mcp/servers/ilien-dev/svipall) 🦀 🏠 🍎 🪟 🐧 - Local-first web reading escalating from HTTP to a real browser when blocked: clean Markdown, site crawls, search, row extraction and local CAPTCHA handling.
- [imprvhub/mcp-browser-agent](https://github.com/imprvhub/mcp-browser-agent) 📇 🏠 - Autonomous browser automation.
- [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis.
- [samson-art/transcriptor-mcp](https://github.com/samson-art/transcriptor-mcp) [![transcriptor-mcp MCP server](https://glama.ai/mcp/servers/samson-art/transcriptor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/samson-art/transcriptor-mcp) 📇 ☁️ - Get transcripts and metadata for summarization and content analysis.
- [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - Minimal MCP server and client implementation using Azure OpenAI and Playwright.
- [junipr-labs/mcp-server](https://github.com/junipr-labs/mcp-server) [![mcp-server MCP server](https://glama.ai/mcp/servers/junipr-labs/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/junipr-labs/mcp-server) 📇 ☁️ - Web intelligence API: screenshots, PDF generation, page metadata and specialized extractors for news, social media, search results, prices and more.
- [lightpanda-io/browser](https://github.com/lightpanda-io/browser) 🏠 🍎 🐧 - Headless browser for AI and web automation with a built-in MCP server.
- [LvcidPsyche/auto-browser](https://github.com/LvcidPsyche/auto-browser) [![LvcidPsyche/auto-browser MCP server](https://glama.ai/mcp/servers/LvcidPsyche/auto-browser/badges/score.svg)](https://glama.ai/mcp/servers/LvcidPsyche/auto-browser) 🐍 🏠 🐧 🍎 🪟 - Browser agent with human takeover via noVNC, reusable auth profiles, approval and audit controls, and isolated Docker sessions.
- [Lyosis/claudeForSafari](https://github.com/Lyosis/claudeForSafari) [![Lyosis/claudeForSafari MCP server](https://glama.ai/mcp/servers/Lyosis/claudeForSafari/badges/score.svg)](https://glama.ai/mcp/servers/Lyosis/claudeForSafari) 📇 🏠 🍎 - Control Safari via a web extension: navigate, read pages, click elements, fill forms and manage tabs, without Playwright or WebDriver.
- [lyrenth/lyrenth-mcp](https://github.com/lyrenth/lyrenth-mcp) [![lyrenth/lyrenth-mcp MCP server](https://glama.ai/mcp/servers/lyrenth/lyrenth-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lyrenth/lyrenth-mcp) 📇 🏠 - Read any URL as a clean AIDocument (Markdown plus structure) through Lyrenth's cached index.
- [maccydee/cute-web-scraper](https://github.com/maccydee/cute-web-scraper) [![maccydee/cute-web-scraper MCP server](https://glama.ai/mcp/servers/maccydee/cute-web-scraper/badges/score.svg)](https://glama.ai/mcp/servers/maccydee/cute-web-scraper) 🐍 🏠 🍎 🪟 🐧 - Web scraping with escalating fetch tiers on detected blocks, returning clean Markdown or saving large scrapes to SQLite for read-only SQL queries.
- [MathiasPaulenko/wavexis-mcp](https://github.com/MathiasPaulenko/wavexis-mcp) [![MathiasPaulenko/wavexis-mcp MCP server](https://glama.ai/mcp/servers/MathiasPaulenko/wavexis-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MathiasPaulenko/wavexis-mcp) 🐍 🏠 🍎 🪟 🐧 - Browser automation for your existing Chrome or Firefox via CDP and BiDi, with stealth mode, Lighthouse audits, YAML action batching and raw protocol access.
- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Playwright browser automation: interact with web pages through structured accessibility snapshots.
- [Mingye-Lu/AgenticCrawler](https://github.com/Mingye-Lu/AgenticCrawler) [![Mingye-Lu/AgenticCrawler MCP server](https://glama.ai/mcp/servers/Mingye-Lu/AgenticCrawler/badges/score.svg)](https://glama.ai/mcp/servers/Mingye-Lu/AgenticCrawler) 🦀 🏠 🍎 🪟 🐧 - Autonomous, goal-driven LLM web crawler with stealth browsing, distributed as a single binary.
- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - Interact with your local browsers.
- [nnemirovsky/iwdp-mcp](https://github.com/nnemirovsky/iwdp-mcp) [![iwdp-mcp MCP server](https://glama.ai/mcp/servers/nnemirovsky/iwdp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nnemirovsky/iwdp-mcp) 🏎️ 🏠 🍎 🐧 - iOS Safari debugging via ios-webkit-debug-proxy with WebKit Inspector Protocol support: DOM, CSS, network, storage, debugger and more.
- [olostep/olostep-mcp-server](https://github.com/olostep/olostep-mcp-server) 📇 ☁️ - Web scraping, crawling and search API: extract content as Markdown or JSON, batch-process URLs and get answers with citations.
- [ofershap/real-browser-mcp](https://github.com/ofershap/real-browser-mcp) [![real-browser-mcp MCP server](https://glama.ai/mcp/servers/ofershap/real-browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/real-browser-mcp) 📇 🏠 - Control the user's real Chrome browser via an extension, reusing existing sessions, logins and cookies.
- [Pantheon-Security/chrome-mcp-secure](https://github.com/Pantheon-Security/chrome-mcp-secure) 📇 🏠 🍎 🪟 🐧 - Security-hardened Chrome automation and logins with post-quantum encryption, a credential vault, memory scrubbing and audit logging.
- [PhungXuanAnh/selenium-mcp-server](https://github.com/PhungXuanAnh/selenium-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Web automation through Selenium WebDriver.
- [paipaipai666/nexus-browser-mcp](https://github.com/paipaipai666/nexus-browser-mcp) [![paipaipai666/nexus-browser-mcp MCP server](https://glama.ai/mcp/servers/paipaipai666/nexus-browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/paipaipai666/nexus-browser-mcp) 🐍 🏠 🪟 🍎 🐧 - Accessibility-tree browser automation with deterministic snapshots, human approval gates, redacted audit logs and console, network and Web Vitals monitoring.
- [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - Web search using Google search results.
- [protostatis/unbrowser](https://github.com/protostatis/unbrowser) [![protostatis/unbrowser MCP server](https://glama.ai/mcp/servers/protostatis/unbrowser/badges/score.svg)](https://glama.ai/mcp/servers/protostatis/unbrowser) 🦀 🏠 🍎 🪟 🐧 - Lightweight native browser that runs JavaScript, follows links, fills forms, manages cookies and returns low-token BlockMaps, without Chrome.
- [prufa-dev/prufa-mcp](https://github.com/prufa-dev/prufa-mcp) [![prufa-dev/prufa-mcp MCP server](https://glama.ai/mcp/servers/prufa-dev/prufa-mcp/badges/score.svg)](https://glama.ai/mcp/servers/prufa-dev/prufa-mcp) 🐍 ☁️ - Real-browser QA audits of a URL: broken signup, login and checkout flows, console errors, missing analytics, security headers, tap targets and accessibility.
- [KuvopLLC/purroxy2](https://github.com/KuvopLLC/purroxy2) [![purroxy MCP server](https://glama.ai/mcp/servers/KuvopLLC/purroxy2/badges/score.svg)](https://glama.ai/mcp/servers/KuvopLLC/purroxy2) 📇 🏠 🍎 🪟 🐧 - Record actions on any website and replay them in headless Playwright, with encrypted credentials and AI-based selector healing.
- [RapierCraft/alterlab-mcp-server](https://github.com/RapierCraft/alterlab-mcp-server) [![RapierCraft/alterlab-mcp-server MCP server](https://glama.ai/mcp/servers/RapierCraft/alterlab-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/RapierCraft/alterlab-mcp-server) 📇 ☁️ - Web scraping, structured data extraction and screenshots with JavaScript rendering, residential proxy rotation and automatic retries.
- [realwigu/mcp-doctor](https://github.com/realwigu/mcp-doctor) [![realwigu/mcp-doctor MCP server](https://glama.ai/mcp/servers/realwigu/mcp-doctor/badges/score.svg)](https://glama.ai/mcp/servers/realwigu/mcp-doctor) 📇 🏠 🍎 🪟 🐧 - Diagnostics for MCP servers: discover client configs, test connections, audit security issues and benchmark latency.
- [reeinharddd/snapmcp](https://github.com/reeinharddd/snapmcp) [![reeinharddd/snapmcp MCP server](https://glama.ai/mcp/servers/reeinharddd/snapmcp/badges/score.svg)](https://glama.ai/mcp/servers/reeinharddd/snapmcp) 📇 🏠 🍎 🪟 🐧 - Render terminal output, syntax-highlighted code, web pages, Markdown, HTML and git diffs as PNG, JPEG, PDF or GIF locally via Playwright.
- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - Integration with Apple Shortcuts.
- [Retio-ai/pagemap](https://github.com/Retio-ai/Retio-pagemap) 🐍 🏠 - Compress web page HTML into compact structured maps that preserve actionable elements, so agents can read and interact with pages using fewer tokens.
- [Savvy-Tech-Sphere/usable-browser-agent-free](https://github.com/Savvy-Tech-Sphere/usable-browser-agent-free) [![Savvy-Tech-Sphere/usable-browser-agent-free MCP server](https://glama.ai/mcp/servers/Savvy-Tech-Sphere/usable-browser-agent-free/badges/score.svg)](https://glama.ai/mcp/servers/Savvy-Tech-Sphere/usable-browser-agent-free) 📇 🏠 🍎 - MCP server plus Firefox add-on that lets your agent work in your real, logged-in Firefox: accessibility snapshots with stable element refs, logins filled by alias from a local vault, hardened mode by default. Free for personal use.
- [ScrapeUnblocker/scrapeunblocker-mcp](https://github.com/ScrapeUnblocker/scrapeunblocker-mcp) [![ScrapeUnblocker/scrapeunblocker-mcp MCP server](https://glama.ai/mcp/servers/ScrapeUnblocker/scrapeunblocker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ScrapeUnblocker/scrapeunblocker-mcp) 📇 🏠 🍎 🪟 🐧 - Fetch web page HTML, AI-parsed JSON or Google results through the ScrapeUnblocker anti-bot API.
- [screenshotscout/screenshotscout-mcp](https://github.com/screenshotscout/screenshotscout-mcp) [![screenshotscout/screenshotscout-mcp MCP server](https://glama.ai/mcp/servers/screenshotscout/screenshotscout-mcp/badges/score.svg)](https://glama.ai/mcp/servers/screenshotscout/screenshotscout-mcp) 📇 ☁️ - Capture web pages as images or PDFs with element targeting, device and viewport controls, location selection, page interactions and blocking options.
- [seleniumbase/SeleniumBase](https://github.com/seleniumbase/SeleniumBase) [![seleniumbase/SeleniumBase MCP server](https://glama.ai/mcp/servers/seleniumbase/SeleniumBase/badges/score.svg)](https://glama.ai/mcp/servers/seleniumbase/SeleniumBase) 🐍 🏠 🍎 🪟 🐧 - Browser automation, testing and bot-detection bypass using SeleniumBase CDP Mode with Chromium, including click-based CAPTCHA solving.
- [seleniumboot/selenium-mcp](https://github.com/seleniumboot/selenium-mcp) [![seleniumboot/selenium-mcp MCP server](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp) 🐍 🏠 🍎 🪟 🐧 - Selenium WebDriver automation with assertions and self-healing locators, plus code generation for Java, Python and C# test frameworks and CI pipelines.
- [Silbercue/public-browser](https://github.com/Silbercue/public-browser) [![Silbercue/public-browser MCP server](https://glama.ai/mcp/servers/Silbercue/public-browser/badges/score.svg)](https://glama.ai/mcp/servers/Silbercue/public-browser) 📇 🐍 🏠 🍎 🪟 🐧 - Chrome automation over raw CDP with multiple tabs, cached accessibility-tree refs, server-side multi-step flow execution and a Python scripting API.
- [site-shot/site-shot-mcp](https://github.com/site-shot/site-shot-mcp) [![site-shot/site-shot-mcp MCP server](https://glama.ai/mcp/servers/site-shot/site-shot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/site-shot/site-shot-mcp) 📇 ☁️ - Website screenshots via Chromium with full-page capture, country-specific proxies and automatic ad and cookie-banner removal.
- [SnapBlock/hai-browser](https://github.com/SnapBlock/hai-browser) [![SnapBlock/hai-browser MCP server](https://glama.ai/mcp/servers/SnapBlock/hai-browser/badges/score.svg)](https://glama.ai/mcp/servers/SnapBlock/hai-browser) 📇 🏠 🍎 🐧 - Let coding agents drive VS Code's Integrated Browser alongside you: snapshots, mouse and keyboard, forms, tabs, screenshots, console and network logs, a visible agent cursor, and click-to-source for React (Vite, Next.js).
- [snapshot-site/snapshot-site-mcp](https://github.com/snapshot-site/snapshot-site-mcp) [![snapshot-site/snapshot-site-mcp MCP server](https://glama.ai/mcp/servers/snapshot-site/snapshot-site-mcp/badges/score.svg)](https://glama.ai/mcp/servers/snapshot-site/snapshot-site-mcp) 📇 ☁️ - Capture any URL as PNG, JPEG, WebP, PDF or HTML, diff page versions to catch visual regressions, and get AI page summaries.
- [SolveGate/solvegate-mcp](https://github.com/SolveGate/solvegate-mcp) [![SolveGate/solvegate-mcp MCP server](https://glama.ai/mcp/servers/SolveGate/solvegate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SolveGate/solvegate-mcp) 🎖️ 📇 ☁️ - Detect and solve Cloudflare Turnstile challenges: inspect whether a page uses Turnstile or another CAPTCHA and get a solved token when needed.
- [swimmwatch/cloakbrowser-mcp](https://github.com/swimmwatch/cloakbrowser-mcp) [![swimmwatch/cloakbrowser-mcp MCP server](https://glama.ai/mcp/servers/swimmwatch/cloakbrowser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/swimmwatch/cloakbrowser-mcp) 📇 🏠 🍎 🪟 🐧 - Playwright MCP-compatible browser automation using CloakBrowser Chromium.
- [sylin-org/ghostlight](https://github.com/sylin-org/ghostlight) [![sylin-org/ghostlight MCP server](https://glama.ai/mcp/servers/sylin-org/ghostlight/badges/score.svg)](https://glama.ai/mcp/servers/sylin-org/ghostlight) 🦀 🏠 🪟 🐧 - Visible local browser automation in your signed-in Chromium profile, with recovery and optional policy and audit controls.
- [trueoriginlabs/vibatchium](https://github.com/trueoriginlabs/vibatchium) [![trueoriginlabs/vibatchium MCP server](https://glama.ai/mcp/servers/trueoriginlabs/vibatchium/badges/score.svg)](https://glama.ai/mcp/servers/trueoriginlabs/vibatchium) 🐍 🏠 🐧 - Self-hosted stealth Chrome automation via Patchright: parallel persistent profiles, encrypted credential vault with 2FA, and prompt-injection scanning.
- [User0856/snaprender-mcp](https://github.com/User0856/snaprender-integrations/tree/main/mcp-server) [![snaprender-mcp MCP server](https://glama.ai/mcp/servers/@User0856/snaprender-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@User0856/snaprender-mcp) 📇 ☁️ - Capture websites as PNG, JPEG, WebP or PDF with device emulation, dark mode, ad blocking and cookie banner removal.
- [copperline-labs/rendex-mcp](https://github.com/copperline-labs/rendex-mcp) [![rendex-mcp MCP server](https://glama.ai/mcp/servers/copperline-labs/rendex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/copperline-labs/rendex-mcp) 📇 ☁️ - Render any URL or raw HTML as PNG, JPEG, WebP or PDF, with batch processing, geo-targeting and async webhooks.
- [vincentvella/devloop](https://github.com/vincentvella/devloop) [![vincentvella/devloop MCP server](https://glama.ai/mcp/servers/vincentvella/devloop/badges/score.svg)](https://glama.ai/mcp/servers/vincentvella/devloop) 📇 🏠 🍎 🪟 🐧 - Drive a browser or Expo/React Native app alongside your dev server on one correlated timeline, lining up frontend errors with backend stack traces.
- [webdriverio/mcp](https://github.com/webdriverio/mcp) [![mcp MCP server](https://glama.ai/mcp/servers/webdriverio/mcp/badges/score.svg)](https://glama.ai/mcp/servers/webdriverio/mcp) 📇 🏠 - Browser and mobile app automation with WebdriverIO: control browsers and automate native Android and iOS apps via WebDriver and Appium.
- [xspadex/bilibili-mcp](https://github.com/xspadex/bilibili-mcp.git) 📇 🏠 - Fetch trending videos from Bilibili.
- [yinnho/aginxbrowser](https://github.com/yinnho/aginxbrowser) [![yinnho/aginxbrowser MCP server](https://glama.ai/mcp/servers/yinnho/aginxbrowser/badges/score.svg)](https://glama.ai/mcp/servers/yinnho/aginxbrowser) 🦀 🏠 🍎 🪟 🐧 - Chromium-free agent browser with built-in V8: tiered fetching, multi-engine search, screenshots, persistent login sessions and CDP access.
- [ymw0407/auth-fetch-mcp](https://github.com/ymw0407/auth-fetch-mcp) [![ymw0407/auth-fetch-mcp MCP server](https://glama.ai/mcp/servers/ymw0407/auth-fetch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ymw0407/auth-fetch-mcp) 📇 🏠 🍎 🪟 🐧 - Fetch content from login-protected pages such as Notion, Google Docs, Jira and Confluence via a real browser login with persistent session caching.
- [PrinceGabriel-lgtm/freshcontext-mcp](https://github.com/PrinceGabriel-lgtm/freshcontext-mcp) [![freshcontext-mcp MCP server](https://glama.ai/mcp/servers/@PrinceGabriel-lgtm/freshcontext-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@PrinceGabriel-lgtm/freshcontext-mcp) ☁️ 🏠 - Real-time data from GitHub, Hacker News, Scholar, arXiv, YC, jobs, finance and package trends, with every result timestamped for freshness.
- [zumerlab/snapsurf](https://github.com/zumerlab/snapsurf) [![zumerlab/snapsurf MCP server](https://glama.ai/mcp/servers/zumerlab/snapsurf/badges/score.svg)](https://glama.ai/mcp/servers/zumerlab/snapsurf) 📇 🏠 🍎 🪟 🐧 - Browser navigation and verification: compact semantic page digests, ranked text search, and typed diffs after each action with assertions.
- [zzzjy765/ottersnap-mcp](https://github.com/zzzjy765/ottersnap-mcp) [![zzzjy765/ottersnap-mcp MCP server](https://glama.ai/mcp/servers/zzzjy765/ottersnap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zzzjy765/ottersnap-mcp) 📇 ☁️ - Glint Render web rendering and evidence API: screenshots, PDFs, OG images, monitoring, extraction and tamper-evident evidence capture.
- [CapMonsterCloud/capmonster-mcp-captcha-solver](https://github.com/CapMonsterCloud/capmonster-mcp-captcha-solver) [![CapMonsterCloud/capmonster-mcp-captcha-solver MCP server](https://glama.ai/mcp/servers/CapMonsterCloud/capmonster-mcp-captcha-solver/badges/score.svg)](https://glama.ai/mcp/servers/CapMonsterCloud/capmonster-mcp-captcha-solver) 🐍 📇 ☁️ - Identify CAPTCHA types and parameters, create solving tasks and retrieve results via the CapMonster Cloud API, with access to its docs.

### ☁️ <a name="cloud-platforms"></a>Cloud Platforms

Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.

- [dockndevai/mcp-keycloak](https://github.com/dockndevai/mcp-keycloak) [![dockndevai/mcp-keycloak MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-keycloak/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-keycloak) 📇 🏠 🍎 🪟 🐧 - Keycloak multi-realm admin (users, clients, roles, groups) — safe-by-default access modes, realm allowlists, protected realms, delete gating, dry-run, and audit logging. `npx -y @dockndevai/mcp-keycloak`
- [dockndevai/mcp-kubernetes](https://github.com/dockndevai/mcp-kubernetes) [![dockndevai/mcp-kubernetes MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-kubernetes/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-kubernetes) 📇 🏠 🍎 🪟 🐧 - Multi-cluster Kubernetes monitoring and operations with safe access modes, namespace allowlists, gated delete/apply/exec, dry-run and audit logging.
- [AIops-tools/K8s-AIops](https://github.com/AIops-tools/K8s-AIops) [![AIops-tools/K8s-AIops MCP server](https://glama.ai/mcp/servers/AIops-tools/K8s-AIops/badges/score.svg)](https://glama.ai/mcp/servers/AIops-tools/K8s-AIops) 🐍 🏠 - Governed Kubernetes operations for k3s, EKS, GKE and AKS: workloads, jobs, config, storage, networking and rollouts, with audit logging, dry-run and rollback.
- [dockndevai/mcp-oci](https://github.com/dockndevai/mcp-oci) [![dockndevai/mcp-oci MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-oci/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-oci) 📇 🏠 🍎 🪟 🐧 - Read-only Oracle Cloud (OCI) resource discovery, dependency mapping and reproducible Terraform generation, with secret redaction.
- [dockndevai/mcp-azure](https://github.com/dockndevai/mcp-azure) [![dockndevai/mcp-azure MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-azure/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-azure) 📇 🏠 🍎 🪟 🐧 - Azure Resource Manager inventory, tags and VM lifecycle management, with resource-group allowlists, delete gating and typed confirmation.
- [dockndevai/mcp-openshift](https://github.com/dockndevai/mcp-openshift) [![dockndevai/mcp-openshift MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-openshift/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-openshift) 📇 🏠 🍎 🪟 🐧 - OpenShift and Kubernetes operations on pods, deployments, routes and builds, with access modes, namespace allowlists, dry-run and Secret redaction.
- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) 🎖️ 📇 🏠 🍎 🐧 - Deploy AI-generated code to decentralized storage networks such as Greenfield, IPFS and Arweave via 4EVERLAND Hosting.
- [adiosdotdev/mcp](https://github.com/adiosdotdev/mcp) [![adiosdotdev/mcp MCP server](https://glama.ai/mcp/servers/adiosdotdev/mcp/badges/score.svg)](https://glama.ai/mcp/servers/adiosdotdev/mcp) 📇 ☁️ - Manage Adios workspaces, previews, builds, logs, services and production deployments.
- [AIops-tools/Nutanix-AIops](https://github.com/AIops-tools/Nutanix-AIops) [![AIops-tools/Nutanix-AIops MCP server](https://glama.ai/mcp/servers/AIops-tools/Nutanix-AIops/badges/score.svg)](https://glama.ai/mcp/servers/AIops-tools/Nutanix-AIops) 🐍 🏠 - Governed Nutanix Prism Central operations: clusters, VMs, storage, networking, snapshots/DR, alerts and LCM, with audit logging, dry-run and rollback.
- [AkaciaNL/basicdeploy-mcp](https://github.com/AkaciaNL/basicdeploy-mcp) [![AkaciaNL/basicdeploy-mcp MCP server](https://glama.ai/mcp/servers/AkaciaNL/basicdeploy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AkaciaNL/basicdeploy-mcp) 📇 ☁️ 🍎 🪟 🐧 - Manage BasicDeploy containers, each with PostgreSQL, S3-compatible storage and a public URL: deploy apps, run commands, read logs and toggle always-on.
- [Focus-GTS/eds-mcp-server](https://github.com/Focus-GTS/eds-mcp-server) [![Focus-GTS/eds-mcp-server MCP server](https://glama.ai/mcp/servers/Focus-GTS/eds-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Focus-GTS/eds-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Manage Adobe Edge Delivery Services (AEM EDS): preview, publish, bulk operations, content, Core Web Vitals, 404 tracking, A/B experiments and redirects.
- [aashari/mcp-server-aws-sso](https://github.com/aashari/mcp-server-aws-sso) 📇 ☁️ 🏠 - AWS SSO integration: log in, list accounts and roles, and run AWS CLI commands with temporary credentials.
- [agentmetal/mcp](https://github.com/agentmetal/mcp) [![agentmetal/mcp MCP server](https://glama.ai/mcp/servers/agentmetal/mcp/badges/score.svg)](https://glama.ai/mcp/servers/agentmetal/mcp) 🎖️ 📇 ☁️ - Provision, SSH into, run commands on and manage Linux VPSes, paying with USDC over x402 or by card.
- [anythink-cloud/anythink-cli](https://github.com/anythink-cloud/anythink-cli) [![anythink-cloud/anythink-cli MCP server](https://glama.ai/mcp/servers/anythink-cloud/anythink-cli/badges/score.svg)](https://glama.ai/mcp/servers/anythink-cloud/anythink-cli) #️⃣ ☁️ 🍎 🪟 🐧 - Build and run a backend on the Anythink platform: relational data with row-level security, search, RBAC, workflows, growth and retention tools, and payments.
- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - Upload to and manipulate IPFS storage.
- [aparajithn/agent-deploy-dashboard-mcp](https://github.com/aparajithn/agent-deploy-dashboard-mcp) [![agent-deploy-dashbaord MCP server](https://glama.ai/mcp/servers/@aparajithn/agent-deploy-dashbaord/badges/score.svg)](https://glama.ai/mcp/servers/@aparajithn/agent-deploy-dashbaord) 🐍 ☁️ - Unified deployment dashboard for Vercel, Render, Railway and Fly.io: deploy status, logs, environment variables, rollbacks and health checks.
- [arnstarn/mcp-server-spotinst](https://github.com/arnstarn/mcp-server-spotinst) [![arnstarn/mcp-server-spotinst MCP server](https://glama.ai/mcp/servers/arnstarn/mcp-server-spotinst/badges/score.svg)](https://glama.ai/mcp/servers/arnstarn/mcp-server-spotinst) 🐍 ☁️ - Manage Spot.io (Spotinst) Ocean clusters, VNGs, Elastigroups, costs, right-sizing and logs across AWS and Azure accounts.
- [antonio-mello-ai/mcp-pfsense](https://github.com/antonio-mello-ai/mcp-pfsense) [![mcp-pfsense MCP server](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-pfsense/badges/score.svg)](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-pfsense) 🐍 🏠 - Manage pfSense firewalls: rules, DHCP leases, DNS overrides, gateway monitoring, ARP table and services, with two-step confirmation for destructive actions.
- [antonio-mello-ai/mcp-proxmox](https://github.com/antonio-mello-ai/mcp-proxmox) [![mcp-proxmox MCP server](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-proxmox/badges/score.svg)](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-proxmox) 🐍 🏠 - Manage Proxmox VE clusters: VMs, containers, snapshots, templates, cloud-init, firewall and migrations, with two-step confirmation for destructive actions.
- [alexpota/cloudscope-mcp](https://github.com/alexpota/cloudscope-mcp) [![alexpota/cloudscope-mcp MCP server](https://glama.ai/mcp/servers/alexpota/cloudscope-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexpota/cloudscope-mcp) 📇 ☁️ - Azure cost management: spending analysis, forecasts, anomaly detection, budgets, optimization tips, idle resource detection and tag-based cost allocation.
- [Albaker-Group/cloudprice-mcp](https://github.com/Albaker-Group/cloudprice-mcp) [![Albaker-Group/cloudprice-mcp MCP server](https://glama.ai/mcp/servers/Albaker-Group/cloudprice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Albaker-Group/cloudprice-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Compare compute, storage, managed Postgres, egress and GPU prices across AWS, Azure, GCP and OCI, plus FinOps tools for break-even, TCO and migration analysis.
- [AliKarami/MikroMCP](https://github.com/AliKarami/MikroMCP) [![AliKarami/MikroMCP MCP server](https://glama.ai/mcp/servers/AliKarami/MikroMCP/badges/score.svg)](https://glama.ai/mcp/servers/AliKarami/MikroMCP) 📇 🏠 🍎 🪟 🐧 - Manage MikroTik RouterOS devices: interfaces, firewall, DHCP, DNS, routes, WireGuard, WiFi, BGP/OSPF and VLANs, with dry-run previews, RBAC and rollback.
- [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - Operate Alibaba Cloud resources, including ECS, Cloud Monitor, OOS and other widely used cloud products.
- [awslabs/mcp](https://github.com/awslabs/mcp) 🎖️ ☁️ - Suite of servers for integrating with AWS services and resources.
- [backblaze-labs/b2-mcp](https://github.com/backblaze-labs/b2-mcp) [![backblaze-labs/b2-mcp MCP server](https://glama.ai/mcp/servers/backblaze-labs/b2-mcp/badges/score.svg)](https://glama.ai/mcp/servers/backblaze-labs/b2-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Manage Backblaze B2 buckets, files, keys, Object Lock and S3-compatible storage.
- [BlazingCDN/BlazingCDN-MCP](https://github.com/BlazingCDN/BlazingCDN-MCP) [![BlazingCDN/BlazingCDN-MCP MCP server](https://glama.ai/mcp/servers/BlazingCDN/BlazingCDN-MCP/badges/score.svg)](https://glama.ai/mcp/servers/BlazingCDN/BlazingCDN-MCP) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Manage BlazingCDN zones, cache purge and warm-up, traffic metrics, custom domains, cloud storage and Video CDN; read-only by default.
- [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - VMware ESXi and vCenter virtual machine management via a REST API.
- [chaandannn/finopsmcp](https://github.com/chaandannn/finopsmcp) [![chaandannn/finopsmcp MCP server](https://glama.ai/mcp/servers/chaandannn/finopsmcp/badges/score.svg)](https://glama.ai/mcp/servers/chaandannn/finopsmcp) 🐍 🏠 🍎 🪟 🐧 - Local-first, read-only FinOps assistant: analyze AWS, Azure, GCP, Kubernetes, SaaS and AI bills, find waste and get fixes as pull requests.
- [cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2 and D1.
- [davidlandais/ovh-api-mcp](https://github.com/davidlandais/ovh-api-mcp) [![ovh-api-mcp MCP server](https://glama.ai/mcp/servers/davidlandais/ovh-api-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidlandais/ovh-api-mcp) 🦀 ☁️ - Access the entire OVH API through search and execute tools that run sandboxed JavaScript (Code Mode).
- [cyclops-ui/mcp-cyclops](https://github.com/cyclops-ui/mcp-cyclops) 🎖️ 🏎️ ☁️ - Manage Kubernetes resources through the Cyclops abstraction.
- [Drop-to-run/drop2run-cli](https://github.com/Drop-to-run/drop2run-cli) [![Drop-to-run/drop2run-cli MCP server](https://glama.ai/mcp/servers/Drop-to-run/drop2run-cli/badges/score.svg)](https://glama.ai/mcp/servers/Drop-to-run/drop2run-cli) 📇 ☁️ - Publish pages written in chat or a local folder to a live HTTPS URL, with static hosting on Cloudflare's edge.
- [elevy99927/devops-mcp-webui](https://github.com/elevy99927/devops-mcp-webui) 🐍 ☁️/🏠 - Kubernetes operations via kubectl and helm through natural language, integrated with Open WebUI.
- [erikhoward/adls-mcp-server](https://github.com/erikhoward/adls-mcp-server) 🐍 ☁️/🏠 - Azure Data Lake Storage: manage containers and file metadata, and read, write, upload and download files.
- [espressif/esp-rainmaker-mcp](https://github.com/espressif/esp-rainmaker-mcp) 🎖️ 🐍 🏠 ☁️ 📟 - Manage and control ESP RainMaker devices.
- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) 📇 ☁️/🏠 - Kubernetes cluster operations for pods, deployments and services.
- [friendlygeorge/docker-mcp-server](https://github.com/friendlygeorge/docker-mcp-server) [![friendlygeorge/docker-mcp-server MCP server](https://glama.ai/mcp/servers/friendlygeorge/docker-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/friendlygeorge/docker-mcp-server) 📇 🏠 - Docker container management: health checks, auto-restart, Compose lifecycle and log streaming.
- [frndchagas/coolify-mcp](https://github.com/frndchagas/coolify-mcp) [![frndchagas/coolify-mcp MCP server](https://glama.ai/mcp/servers/frndchagas/coolify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/frndchagas/coolify-mcp) 📇 🏠 - Manage self-hosted Coolify PaaS: deployments with verified builds, app diagnostics, database backups, offline docs search and confirmed destructive actions.
- [ganakailabs/cloudeval-cli](https://github.com/ganakailabs/cloudeval-cli) [![ganakailabs/cloudeval-cli MCP server](https://glama.ai/mcp/servers/ganakailabs/cloudeval-cli/badges/score.svg)](https://glama.ai/mcp/servers/ganakailabs/cloudeval-cli) 📇 ☁️ - Access Cloudeval project context and reports for cloud evaluations of Azure and AWS CloudFormation, with a read-only toolset.
- [garlicKim21/ratatosk-mcp](https://github.com/garlicKim21/ratatosk-mcp) [![garlicKim21/ratatosk-mcp MCP server](https://glama.ai/mcp/servers/garlicKim21/ratatosk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/garlicKim21/ratatosk-mcp) 🏎️ 🏠 🍎 🪟 🐧 - CNCF release intelligence: security fixes, breaking changes and deprecations from graduated and incubating project release notes, with local version checks.
- [GeiserX/spinnaker-mcp](https://github.com/GeiserX/spinnaker-mcp) [![GeiserX/spinnaker-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp) 🏎️ ☁️ - Manage Spinnaker applications, pipelines, executions and cloud infrastructure via the Gate API.
- [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) 📇 ☁️/🏠 - Query, analyze and monitor Azure resources at scale using Azure Resource Graph.
- [hashicorp/terraform-mcp-server](https://github.com/hashicorp/terraform-mcp-server) 🎖️ 🏎️ ☁️ - Terraform ecosystem integration: provider discovery, module analysis and Terraform Registry API access for infrastructure-as-code workflows.
- [helbertparanhos/cloudflare-mcp-pro](https://github.com/helbertparanhos/cloudflare-mcp-pro) [![cloudflare-mcp-pro MCP server](https://glama.ai/mcp/servers/helbertparanhos/cloudflare-mcp-pro/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/cloudflare-mcp-pro) 📇 🏠 🍎 🪟 🐧 - Manage Cloudflare DNS, zones, Workers, KV, R2, D1, Pages, WAF, SSL, Email Routing and more via the REST API, with human approval for every change.
- [helbertparanhos/easypanel-mcp-server](https://github.com/helbertparanhos/easypanel-mcp-server) [![easypanel-mcp-server MCP server](https://glama.ai/mcp/servers/helbertparanhos/easypanel-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/easypanel-mcp-server) 📇 🏠 🍎 🪟 🐧 - Control Easypanel deployments, services, environment variables, logs, domains, databases and monitoring, with confirmation for destructive actions.
- [hostodo/hostodo-mcp](https://github.com/hostodo/hostodo-mcp) [![hostodo/hostodo-mcp MCP server](https://glama.ai/mcp/servers/hostodo/hostodo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hostodo/hostodo-mcp) 📇 ☁️ - Hostodo VPS management: VM details, power control, renaming, OS reinstalls, guest-agent commands and artifact uploads, with scoped tokens and audit logs.
- [huangdun/tempmd-mcp](https://github.com/huangdun/tempmd-mcp) [![huangdun/tempmd-mcp MCP server](https://glama.ai/mcp/servers/huangdun/tempmd-mcp/badges/score.svg)](https://glama.ai/mcp/servers/huangdun/tempmd-mcp) 📇 ☁️ - Publish HTML, Markdown, CSV or Mermaid artifacts to temp.md under a stable public link that updates in place, with activity-based expiry.
- [Ilmar7786/marzban-sdk](https://github.com/Ilmar7786/marzban-sdk/tree/main/packages/mcp) [![Ilmar7786/marzban-sdk MCP server](https://glama.ai/mcp/servers/Ilmar7786/marzban-sdk/badges/score.svg)](https://glama.ai/mcp/servers/Ilmar7786/marzban-sdk) 📇 ☁️/🏠 - Manage the Marzban proxy/VPN panel: users, subscriptions, nodes, hosts, config and system stats, with confirmation for destructive calls.
- [Infrawise/mcp-server](https://github.com/Infrawise/mcp-server) [![Infrawise/mcp-server MCP server](https://glama.ai/mcp/servers/Infrawise/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Infrawise/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Azure FinOps cost optimization: idle resources, rightsizing and Reserved Instance recommendations.
- [ionos-cloud/ionoscloud-mcp](https://github.com/ionos-cloud/ionoscloud-mcp) [![ionos-cloud/ionoscloud-mcp MCP server](https://glama.ai/mcp/servers/ionos-cloud/ionoscloud-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ionos-cloud/ionoscloud-mcp) 🏎️ ☁️ - Inspect and manage IONOS Cloud infrastructure.
- [jasonwilbur/cloud-cost-mcp](https://github.com/jasonwilbur/cloud-cost-mcp) 📇 ☁️ 🍎 🪟 🐧 - Compare real-time cloud instance prices across AWS, Azure, GCP and OCI, with workload calculators and migration savings estimates.
- [jasonwilbur/oci-pricing-mcp](https://github.com/jasonwilbur/oci-pricing-mcp) 📇 ☁️ - Oracle Cloud Infrastructure price data with cost calculators and cross-provider comparisons.
- [john-broadway/proximo](https://github.com/john-broadway/proximo) [![john-broadway/proximo MCP server](https://glama.ai/mcp/servers/john-broadway/proximo/badges/score.svg)](https://glama.ai/mcp/servers/john-broadway/proximo) 🐍 🏠 - Manage Proxmox VE, Backup Server, Mail Gateway and Datacenter Manager with dry-run plans, snapshots and a tamper-evident audit log; read-only by default.
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) ☁️ - Access Netskope Private Access components within an NPA environment, with setup details and usage examples.
- [kaka-milan-22/kops](https://github.com/kaka-milan-22/kops) [![kaka-milan-22/kops MCP server](https://glama.ai/mcp/servers/kaka-milan-22/kops/badges/score.svg)](https://glama.ai/mcp/servers/kaka-milan-22/kops) 🐍 🏠 - Read-only kubectl with structured JSON output, hardcoded safe verbs, withheld Secret and ConfigMap values, and one-shot cluster triage and inventory.
- [krovacloud/krova-node](https://github.com/krovacloud/krova-node) [![krovacloud/krova-node MCP server](https://glama.ai/mcp/servers/krovacloud/krova-node/badges/score.svg)](https://glama.ai/mcp/servers/krovacloud/krova-node) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Provision and manage Krova Cloud Cubes (Firecracker microVMs with root access), plus custom domains, TCP port mappings and snapshots.
- [shiped-app/shiped-mcp](https://github.com/shiped-app/shiped-mcp) [![shiped-app/shiped-mcp MCP server](https://glama.ai/mcp/servers/shiped-app/shiped-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shiped-app/shiped-mcp) ☁️ - Deploy AI-generated HTML, CSS and JavaScript to a public HTTPS URL.
- [L337-org/docker-mcp](https://github.com/L337-org/docker-mcp) [![L337-org/docker-mcp MCP server](https://glama.ai/mcp/servers/L337-org/docker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/L337-org/docker-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Manage local or remote Docker daemons: containers, images, Compose, Swarm, Buildx, Scout and OCI registries, with read-only hosts for safe monitoring.
- [Labs64/NetLicensing-MCP](https://github.com/Labs64/NetLicensing-MCP) [![Labs64/NetLicensing-MCP](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP) 🎖️ 🐍 ☁️ - Manage the software licensing lifecycle in Labs64 NetLicensing through natural language.
- [joachimBrindeau/domain-mcp](https://github.com/joachimBrindeau/domain-mcp) [![joachimBrindeau/domain-mcp MCP server](https://glama.ai/mcp/servers/joachimBrindeau/domain-mcp/badges/score.svg)](https://glama.ai/mcp/servers/joachimBrindeau/domain-mcp) 📇 ☁️ 🍎 🪟 🐧 - Manage Dynadot domains, DNS, WHOIS, nameservers, transfers and aftermarket listings.
- [liveblocks/liveblocks-mcp-server](https://github.com/liveblocks/liveblocks-mcp-server) 🎖️ 📇 ☁️ - Create, modify and delete Liveblocks rooms, threads, comments, notifications and more, with read access to Storage and Yjs.
- [lizard-build/lizard-mcp](https://github.com/lizard-build/lizard-mcp) [![lizard-build/lizard-mcp MCP server](https://glama.ai/mcp/servers/lizard-build/lizard-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lizard-build/lizard-mcp) 🎖️ 📇 ☁️ - Deploy services on Lizard with managed Postgres, Redis and S3, logs and metrics, secrets, scaling and custom domains.
- [localstack/localstack-mcp-server](https://github.com/localstack/localstack-mcp-server) 🎖️ 📇 🏠 - Manage LocalStack local AWS environments: lifecycle operations, infrastructure deployments, log analysis, fault injection and state management.
- [luno-cms/mcp](https://github.com/luno-cms/mcp) [![luno-cms/mcp MCP server](https://glama.ai/mcp/servers/luno-cms/mcp/badges/score.svg)](https://glama.ai/mcp/servers/luno-cms/mcp) 🎖️ 📇 ☁️ - LUNO hosted backend platform: CMS, forms, auth and storage. Unrelated to the Luno cryptocurrency exchange.
- [M-Yamashita01/cloudflare-mcp-go](https://github.com/M-Yamashita01/cloudflare-mcp-go) [![M-Yamashita01/cloudflare-mcp-go MCP server](https://glama.ai/mcp/servers/M-Yamashita01/cloudflare-mcp-go/badges/score.svg)](https://glama.ai/mcp/servers/M-Yamashita01/cloudflare-mcp-go) 🏎️ ☁️ - Cloudflare API v4 server: 28 tools across zones, DNS, WAF/firewall, rate limits, HTTP request logs, Security Center insights, and threat intelligence (IP/domain/ASN/WHOIS/passive DNS). Currently read-only. Install with `go run github.com/M-Yamashita01/cloudflare-mcp-go@latest`.
- [manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) 🏎️ 🏠 - Kubernetes and OpenShift management: CRUD operations on any resource plus specialized cluster tools.
- [mikusnuz/dynadot-mcp](https://github.com/mikusnuz/dynadot-mcp) [![mikusnuz/dynadot-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/dynadot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/dynadot-mcp) 📇 ☁️ - Dynadot domain registrar API: domain search, registration, DNS, contacts, transfers and marketplace.
- [mctlhq/mctl-mcp](https://github.com/mctlhq/mctl-mcp) [![mctl-mcp MCP server](https://glama.ai/mcp/servers/mctlhq/mctl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mctlhq/mctl-mcp) ☁️ - Kubernetes management and automated GitOps.
- [Mogacode-ma/infomaniak-mcp-agent](https://github.com/Mogacode-ma/infomaniak-mcp-agent) [![Mogacode-ma/infomaniak-mcp-agent MCP server](https://glama.ai/mcp/servers/Mogacode-ma/infomaniak-mcp-agent/badges/score.svg)](https://glama.ai/mcp/servers/Mogacode-ma/infomaniak-mcp-agent) 📇 ☁️ - Unofficial Infomaniak integration: web hosting, mail, kDrive, domains, DNS, FTP/SSH users and more, with two-phase commits and undo for destructive actions.
- [mrostamii/rancher-mcp-server](https://github.com/mrostamii/rancher-mcp-server) [![rancher-mcp-server MCP server](https://glama.ai/mcp/servers/mrostamii/rancher-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/mrostamii/rancher-mcp-server) 🏎️ ☁️/🏠 - Rancher ecosystem tools: multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks) and Fleet GitOps.
- [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) 📇 🏠 - Access the full NebulaBlock API.
- [ni-c/hetzner-dns-mcp](https://github.com/ni-c/hetzner-dns-mcp) [![ni-c/hetzner-dns-mcp MCP server](https://glama.ai/mcp/servers/ni-c/hetzner-dns-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/hetzner-dns-mcp) 📇 ☁️ 🍎 🪟 🐧 - Manage Hetzner DNS zones and records via the Hetzner Cloud API: RRSet CRUD, zonefile import/export, TTL and protection changes, and nameservers.
- [nitin27may/ms-graph-mcp](https://github.com/nitin27may/ms-graph-mcp) [![nitin27may/ms-graph-mcp MCP server](https://glama.ai/mcp/servers/nitin27may/ms-graph-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nitin27may/ms-graph-mcp) 🐍 ☁️ - Microsoft Graph access to Outlook mail and calendar, Teams, OneDrive, SharePoint, OneNote, Planner and Entra ID.
- [Novence-ai/mcp](https://github.com/Novence-ai/mcp) [![Novence-ai/mcp MCP server](https://glama.ai/mcp/servers/Novence-ai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Novence-ai/mcp) 📇 ☁️ - Create, check, deploy and host static sites.
- [ni-c/wg-easy-mcp](https://github.com/ni-c/wg-easy-mcp) [![ni-c/wg-easy-mcp MCP server](https://glama.ai/mcp/servers/ni-c/wg-easy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/wg-easy-mcp) 📇 🏠 🍎 🪟 🐧 - Administer a self-hosted wg-easy (WireGuard Easy) instance: manage VPN clients, fetch configs and QR codes, create one-time links and check server status.
- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) 🦀 🏠 - Manage Terraform environments: read configurations, analyze plans, apply configurations and manage state.
- [oborseth/Porkbun-MCP](https://github.com/oborseth/Porkbun-MCP) [![oborseth/Porkbun-MCP MCP server](https://glama.ai/mcp/servers/oborseth/Porkbun-MCP/badges/score.svg)](https://glama.ai/mcp/servers/oborseth/Porkbun-MCP) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official Porkbun server: domain availability and pricing, registration and renewals, DNS records, nameservers, DNSSEC, URL forwarding, DNS restore points, static hosting deploys and Cloudflare-connected domains. Also hosted at https://mcp.porkbun.com/mcp with Porkbun sign-in.
- [openpouch/openpouch](https://github.com/openpouch/openpouch) [![openpouch/openpouch MCP server](https://glama.ai/mcp/servers/openpouch/openpouch/badges/score.svg)](https://glama.ai/mcp/servers/openpouch/openpouch) 🎖️ 📇 ☁️ - App hosting for agents: deploy to a live URL, verify, view logs, inspect, roll back and delete, with human approval for production.
- [openstack-kr/python-openstackmcp-server](https://github.com/openstack-kr/python-openstackmcp-server) 🐍 ☁️ - OpenStack cloud infrastructure management based on openstacksdk.
- [ofershap/mcp-server-cloudflare](https://github.com/ofershap/mcp-server-cloudflare) [![mcp-server-cloudflare MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-cloudflare/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-cloudflare) 📇 ☁️ - Manage Cloudflare Workers, KV, R2, Pages, DNS and cache.
- [ofershap/mcp-server-s3](https://github.com/ofershap/mcp-server-s3) [![mcp-server-s3 MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-s3/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-s3) 📇 ☁️ - AWS S3 operations: list buckets, browse objects, upload and download files, and generate presigned URLs.
- [pibblokto/cert-manager-mcp-server](https://github.com/pibblokto/cert-manager-mcp-server) 🐍 🍎/🐧 ☁️ - Manage and troubleshoot cert-manager.
- [plopino/plopino-mcp](https://github.com/plopino/plopino-mcp) [![plopino/plopino-mcp MCP server](https://glama.ai/mcp/servers/plopino/plopino-mcp/badges/score.svg)](https://glama.ai/mcp/servers/plopino/plopino-mcp) 📇 ☁️ 🍎 🪟 🐧 - Publish HTML written in chat or local files and folders to a public URL, preserving folder structure.
- [Poiuyhje/eqvps-mcp](https://github.com/Poiuyhje/eqvps-mcp) [![Poiuyhje/eqvps-mcp MCP server](https://glama.ai/mcp/servers/Poiuyhje/eqvps-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Poiuyhje/eqvps-mcp) 📇 ☁️ - Rent and operate VPSes paid in USDC or USDT: register, provision and control power, hostname, root password, reinstalls, metrics and cancellation.
- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) 🏎️ ☁️/🏠 - Interact with Portainer instances: container management, deployment operations and infrastructure monitoring.
- [nikhilnt1234/TokenBurnRate](https://github.com/nikhilnt1234/TokenBurnRate) [![nikhilnt1234/TokenBurnRate MCP server](https://glama.ai/mcp/servers/nikhilnt1234/TokenBurnRate/badges/score.svg)](https://glama.ai/mcp/servers/nikhilnt1234/TokenBurnRate) 📇 🏠 - Track LLM token costs across Claude, GPT and Gemini, with optimization hints and savings estimates.
- [CodesWhat/portkey-admin-mcp](https://github.com/CodesWhat/portkey-admin-mcp) [![portkey-admin-mcp MCP server](https://glama.ai/mcp/servers/CodesWhat/portkey-admin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/CodesWhat/portkey-admin-mcp) 📇 ☁️ - Portkey Admin API control plane: prompts, configs, keys, analytics, guardrails, integrations and deployments.
- [publee-dev/mcp](https://github.com/publee-dev/mcp) [![publee-dev/mcp MCP server](https://glama.ai/mcp/servers/publee-dev/mcp/badges/score.svg)](https://glama.ai/mcp/servers/publee-dev/mcp) 🎖️ 📇 ☁️ - Publish AI-generated HTML or static files to a shareable URL, with optional permanent hosting, in-place updates and password or members-only access.
- [pythonanywhere/pythonanywhere-mcp-server](https://github.com/pythonanywhere/pythonanywhere-mcp-server) 🐍 🏠 - Integration with the PythonAnywhere cloud platform.
- [RajeevSirohi/mcp-server-terraform](https://github.com/RajeevSirohi/mcp-server-terraform) [![RajeevSirohi/mcp-server-terraform MCP server](https://glama.ai/mcp/servers/RajeevSirohi/mcp-server-terraform/badges/score.svg)](https://glama.ai/mcp/servers/RajeevSirohi/mcp-server-terraform) 📇 🏠 🍎 🪟 🐧 - Terraform operations with two-step confirmation for plan/apply/destroy, plan risk and cost analysis, drift detection, import/taint/refresh and audit logging.
- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - Access Qiniu Cloud products such as Cloud Storage and media processing services.
- [redis/mcp-redis-cloud](https://github.com/redis/mcp-redis-cloud) 📇 ☁️ - Manage Redis Cloud resources in natural language: create databases, monitor subscriptions and configure cloud deployments.
- [reza-gholizade/k8s-mcp-server](https://github.com/reza-gholizade/k8s-mcp-server) 🏎️ ☁️/🏠 - Interact with Kubernetes clusters: API resource discovery, resource management, pod logs, metrics and events.
- [rohitg00/kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server) 🐍 ☁️/🏠 - Interact with Kubernetes clusters through natural language.
- [rosenvladimirov/odoo-claude-mcp](https://github.com/rosenvladimirov/odoo-claude-mcp) [![rosenvladimirov/odoo-claude-mcp MCP server](https://glama.ai/mcp/servers/rosenvladimirov/odoo-claude-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rosenvladimirov/odoo-claude-mcp) 🐍 🏠 🐧 🍎 🪟 - Self-hosted server suite for Odoo ERP 15-19, plus GitHub, Portainer, OCA and Teams, with a browser terminal, Qdrant/Ollama memory and Bulgarian localization.
- [roybogs/portveil-mcp](https://github.com/roybogs/portveil-mcp) [![roybogs/portveil-mcp MCP server](https://glama.ai/mcp/servers/roybogs/portveil-mcp/badges/score.svg)](https://glama.ai/mcp/servers/roybogs/portveil-mcp) 📇 ☁️ 🍎 🪟 🐧 - Control a Portveil WireGuard VPN account: list devices with their live speed, and move, rotate, reconnect or disconnect agent machines between exit countries. Moves only count once the exit server confirms the device.
- [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) 🐍 🏠 🍎 🪟 🐧 - Access Tilt resources, logs and management operations for Kubernetes development environments.
- [sevalla-hosting/mcp](https://github.com/sevalla-hosting/mcp) [![sevalla-hosting/mcp MCP server](https://glama.ai/mcp/servers/sevalla-hosting/mcp/badges/score.svg)](https://glama.ai/mcp/servers/sevalla-hosting/mcp) 📇 ☁️ - Manage Sevalla cloud infrastructure.
- [shdomi8599/vibie-mcp](https://github.com/shdomi8599/vibie-mcp) [![shdomi8599/vibie-mcp MCP server](https://glama.ai/mcp/servers/shdomi8599/vibie-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shdomi8599/vibie-mcp) 📇 ☁️ 🍎 🪟 🐧 - Deploy static HTML folders to permanent Vibie URLs, with folder markers for easy redeploys.
- [shipstatic/mcp](https://github.com/shipstatic/mcp) [![shipstatic MCP server](https://glama.ai/mcp/servers/shipstatic/shipstatic/badges/score.svg)](https://glama.ai/mcp/servers/shipstatic/shipstatic) 📇 ☁️ - Deploy and manage static sites: upload files, get a URL and connect custom domains.
- [Sidd27/infrawise](https://github.com/Sidd27/infrawise) [![Sidd27/infrawise MCP server](https://glama.ai/mcp/servers/Sidd27/infrawise/badges/score.svg)](https://glama.ai/mcp/servers/Sidd27/infrawise) 📇 ☁️ 🏠 - Cloud infrastructure analysis: detect IaC drift, missing indexes, security gaps and performance anti-patterns across AWS services and databases.
- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️/🏠 - Manage any Kubernetes resource, including native resources and CRDs, through natural language.
- [trackerfitness729-jpg/sitelauncher-mcp-server](https://github.com/trackerfitness729-jpg/sitelauncher-mcp-server) [![sitelauncher-mcp-server MCP server](https://glama.ai/mcp/servers/@trackerfitness729-jpg/sitelauncher-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@trackerfitness729-jpg/sitelauncher-mcp-server) 📇 ☁️ - Deploy live HTTPS websites on subdomains or custom .xyz domains, paid in USDC on Base, with templates for crypto tokens and AI agent profiles.
- [Spaceship MCP](https://github.com/bartwaardenburg/spaceship-mcp) 📇 ☁️ - Manage domains, DNS records, contacts and marketplace listings via the Spaceship API.
- [spre-sre/lumino-mcp-server](https://github.com/spre-sre/lumino-mcp-server) 🐍 ☁️ - SRE observability for Kubernetes and OpenShift: Tekton pipeline debugging, log analysis, root cause analysis and predictive monitoring.
- [StacklokLabs/mkp](https://github.com/StacklokLabs/mkp) 🏎️ ☁️ - Interact with Kubernetes clusters: list and apply Kubernetes resources.
- [StacklokLabs/ocireg-mcp](https://github.com/StacklokLabs/ocireg-mcp) 🏎️ ☁️ - Interact with OCI registries: retrieve container image information, list tags and more.
- [stevejford/shiply-mcp](https://github.com/stevejford/shiply-mcp) [![stevejford/shiply-mcp MCP server](https://glama.ai/mcp/servers/stevejford/shiply-mcp/badges/score.svg)](https://glama.ai/mcp/servers/stevejford/shiply-mcp) 📇 ☁️ - Publish a static site or edge function to the web in one call, then manage updates, custom domains, SSL, env vars, databases and email.
- [stevysmith/stacktree-mcp](https://github.com/stevysmith/stacktree-mcp) [![stevysmith/stacktree-mcp MCP server](https://glama.ai/mcp/servers/stevysmith/stacktree-mcp/badges/score.svg)](https://glama.ai/mcp/servers/stevysmith/stacktree-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Publish agent-made HTML to private, unguessable URLs with passcode or email-domain gating, expiry, burn-after-read and in-place updates.
- [strowk/mcp-k8s-go](https://github.com/strowk/mcp-k8s-go) 🏎️ ☁️/🏠 - Kubernetes cluster operations.
- [TencentCloudBase/CloudBase-AI-ToolKit](https://github.com/TencentCloudBase/CloudBase-AI-ToolKit) 📇 ☁️ 🏠 🍎 🪟 🐧 - Backend services for WeChat Mini Programs and full-stack apps: serverless cloud functions, databases and one-click deployment.
- [thunderboltsid/mcp-nutanix](https://github.com/thunderboltsid/mcp-nutanix) 🏎️ 🏠/☁️ - Interface with Nutanix Prism Central resources.
- [trilogy-group/aws-pricing-mcp](https://github.com/trilogy-group/aws-pricing-mcp) 🏎️ ☁️/🏠 - Get up-to-date EC2 prices in one call from a pre-parsed AWS price catalogue.
- [txn2/kubefwd](https://github.com/txn2/kubefwd) 🏎️ 🏠 - Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring and pod log streaming.
- [vishalsg42/munim](https://github.com/vishalsg42/munim) [![vishalsg42/munim MCP server](https://glama.ai/mcp/servers/vishalsg42/munim/badges/score.svg)](https://glama.ai/mcp/servers/vishalsg42/munim) 🐍 🏠 🍎 - Multi-client MCP proxy: read across every client's accounts, write only to the named one, via providers' own MCP tools (Cloudflare, Vercel, Notion and more).
- [VmLia/books-mcp-server](https://github.com/VmLia/books-mcp-server) 📇 ☁️ - Query book information.
- [weibaohui/k8m](https://github.com/weibaohui/k8m) 🏎️ ☁️/🏠 - Multi-cluster Kubernetes management and operations with a management UI and logging, covering common DevOps tasks for standard and CRD resources.
- [weibaohui/kom](https://github.com/weibaohui/kom) 🏎️ ☁️/🏠 - Multi-cluster Kubernetes management and operations, embeddable as an SDK, covering common DevOps tasks for standard and CRD resources.
- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 - Kubernetes management plus cluster and application health analysis.
- [akkireddy-challa/k8s-mcp-server](https://github.com/akkireddy-challa/k8s-mcp-server) [![akkireddy-challa/k8s-mcp-server MCP server](https://glama.ai/mcp/servers/akkireddy-challa/k8s-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/akkireddy-challa/k8s-mcp-server) 🐍 ☁️ 🏠 - Kubernetes cluster operations: inspect pods, deployments, services and logs.
- [Woobox/hatchable-mcp](https://github.com/Woobox/hatchable-mcp) [![Woobox/hatchable-mcp MCP server](https://glama.ai/mcp/servers/Woobox/hatchable-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Woobox/hatchable-mcp) 🎖️ ☁️ - Build and host full-stack web apps and sites on Hatchable, with per-project database, auth, storage, domains and cron.
- [x7even/cloudcostsmcp](https://github.com/x7even/cloudcostsmcp) [![x7even/cloudcostsmcp MCP server](https://glama.ai/mcp/servers/x7even/cloudcostsmcp/badges/score.svg)](https://glama.ai/mcp/servers/x7even/cloudcostsmcp) 🏎️ ☁️ 🍎 🪟 🐧 - Live AWS, GCP and Azure prices for FinOps: public list prices and enterprise negotiated rates (Reserved Instances, Savings Plans, CUDs, EDPs).
- [xmpuspus/cloudwright](https://github.com/xmpuspus/cloudwright) [![xmpuspus/cloudwright MCP server](https://glama.ai/mcp/servers/xmpuspus/cloudwright/badges/score.svg)](https://glama.ai/mcp/servers/xmpuspus/cloudwright) 🐍 ☁️ - Cloud architecture design for AWS, GCP, Azure and Databricks: cost estimates, compliance checks, Terraform/CloudFormation export and blast-radius analysis.
- [xns-cloud/relayer-mcp](https://github.com/xns-cloud/relayer-mcp) [![xns-cloud/relayer-mcp MCP server](https://glama.ai/mcp/servers/xns-cloud/relayer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/xns-cloud/relayer-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Install and manage a self-hosted XNS Relayer, S3-compatible object storage on a decentralized provider network: setup, health, configuration and backups.
- [zw008/VMware-AIops](https://github.com/zw008/VMware-AIops) [![zw008/vmware-aiops MCP server](https://glama.ai/mcp/servers/zw008/vmware-aiops/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-aiops) 🐍 ☁️ - VMware vSphere/vCenter management: VM lifecycle, deployment, guest operations, snapshots and clusters, with confirmation gates, dry-run mode and audit logging.
- [zw008/VMware-AVI](https://github.com/zw008/VMware-AVI) [![zw008/vmware-avi MCP server](https://glama.ai/mcp/servers/zw008/vmware-avi/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-avi) 🐍 ☁️ - VMware Avi Load Balancer (NSX ALB) management with AKO Kubernetes integration: virtual services, pools, analytics metrics and AKO lifecycle.
- [zw008/VMware-Monitor](https://github.com/zw008/VMware-Monitor) [![zw008/vmware-monitor MCP server](https://glama.ai/mcp/servers/zw008/vmware-monitor/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-monitor) 🐍 ☁️ - Read-only VMware vSphere/vCenter monitoring: inventory, alarms, events, host health, VM info and snapshot listing.
- [zw008/VMware-NSX](https://github.com/zw008/VMware-NSX) [![zw008/vmware-nsx MCP server](https://glama.ai/mcp/servers/zw008/vmware-nsx/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-nsx) 🐍 ☁️ - VMware NSX network management: segments, Tier-0/Tier-1 gateways, NAT rules, static/BGP routing and IPAM pools, with dry-run previews and delete confirmation.
- [zw008/VMware-NSX-Security](https://github.com/zw008/VMware-NSX-Security) [![zw008/vmware-nsx-security MCP server](https://glama.ai/mcp/servers/zw008/vmware-nsx-security/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-nsx-security) 🐍 ☁️ - VMware NSX security: Distributed Firewall policies and rules, security groups, Traceflow troubleshooting and IDS/IPS profiles, with checks before deletion.
- [zw008/VMware-Storage](https://github.com/zw008/VMware-Storage) [![zw008/vmware-storage MCP server](https://glama.ai/mcp/servers/zw008/vmware-storage/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-storage) 🐍 ☁️ - VMware vSphere storage management: NFS/VMFS datastores, iSCSI software adapters and dynamic targets, and vSAN cluster operations, with dry-run previews.
- [zw008/VMware-VKS](https://github.com/zw008/VMware-VKS) [![zw008/vmware-vks MCP server](https://glama.ai/mcp/servers/zw008/vmware-vks/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-vks) 🐍 ☁️ - VMware Tanzu / vSphere Kubernetes Service: Supervisor cluster, namespace and Tanzu Kubernetes Cluster lifecycle, with dry-run mode and kubeconfig export.
- [zyli5313/dochost-mcp](https://github.com/zyli5313/dochost-mcp) [![dochost-mcp MCP server](https://glama.ai/mcp/servers/zyli5313/dochost-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zyli5313/dochost-mcp) 📇 ☁️ - Publish Markdown or HTML to a public shareable link, served script-free from a separate cookieless origin.

### 👨‍💻 <a name="code-execution"></a>Code Execution

Code execution servers. Allow LLMs to execute code in a secure environment, e.g. for coding agents.

- [alfonsograziano/node-code-sandbox-mcp](https://github.com/alfonsograziano/node-code-sandbox-mcp) 📇 🏠 - Run JavaScript snippets in isolated Docker sandboxes with on-the-fly npm dependency installation and clean teardown.
- [alvii147/piston-mcp](https://github.com/alvii147/piston-mcp) 🐍 ☁️ 🐧 🍎 🪟 - Execute code through the Piston remote code execution engine.
- [asif-nvc/e2b-sandbox-mcp](https://github.com/asif-nvc/e2b-sandbox-mcp) [![asif-nvc/e2b-sandbox-mcp MCP server](https://glama.ai/mcp/servers/asif-nvc/e2b-sandbox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/asif-nvc/e2b-sandbox-mcp) 📇 ☁️ 🍎 🪟 🐧 - E2B cloud sandboxes: create isolated Linux VMs, clone repos, run commands, manage files and perform git operations without touching the local machine.
- [ckanthony/openapi-mcp](https://github.com/ckanthony/openapi-mcp) 🏎️ ☁️ - Access any API through its existing OpenAPI documentation.
- [dagger/container-use](https://github.com/dagger/container-use) 🏎️ 🏠 🐧 🍎 🪟 - Containerized environments for coding agents: each agent works in its own fresh container and git branch, with execution history and terminal access.
- [fstandhartinger/sandbox-as-a-service-mcp](https://github.com/fstandhartinger/sandbox-as-a-service-mcp) 🎖️ 📇 ☁️ - Dedicated Linux VM sandboxes for untrusted, model-generated code: run commands, move files, expose a preview URL and destroy the VM.
- [gwbischof/outsource-mcp](https://github.com/gwbischof/outsource-mcp) 🐍 ☁️ - Delegate tasks to other AI providers' models, e.g. ask OpenAI to generate an image.
- [hileamlakB/PRIMS](https://github.com/hileamlakB/PRIMS) 🐍 🏠 - Python runtime interpreter that executes submitted code in an isolated environment.
- [ksterx/srunx](https://github.com/ksterx/srunx) [![ksterx/srunx MCP server](https://glama.ai/mcp/servers/ksterx/srunx/badges/score.svg)](https://glama.ai/mcp/servers/ksterx/srunx) 🐍 🏠 🐧 🍎 - Submit SLURM jobs, run YAML workflows, monitor GPU resources, manage SSH profiles and sync files with local or SSH-remote HPC clusters.
- [mavdol/capsule/mcp-server](https://github.com/mavdol/capsule/tree/main/integrations/mcp-server) [![capsule-mcp-server MCP server](https://glama.ai/mcp/servers/mavdol/capsule-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/mavdol/capsule-mcp-server) 🦀 🏠 🍎 🪟 🐧 - Run untrusted Python/JavaScript code in WebAssembly sandboxes.
- [musharna/jobd](https://github.com/musharna/jobd) [![musharna/jobd MCP server](https://glama.ai/mcp/servers/musharna/jobd/badges/score.svg)](https://glama.ai/mcp/servers/musharna/jobd) 🐍 🏠 🍎 🪟 🐧 - Self-hostable GPU-aware job broker: dispatch long-running or GPU jobs that outlive the session, route them by VRAM tier and monitor them across sessions.
- [HanSur94/matlab-mcp-server-python](https://github.com/HanSur94/matlab-mcp-server-python) [![HanSur94/matlab-mcp-server-python MCP server](https://glama.ai/mcp/servers/HanSur94/matlab-mcp-server-python/badges/score.svg)](https://glama.ai/mcp/servers/HanSur94/matlab-mcp-server-python) 🐍 🏠 🍎 🪟 🐧 - MATLAB integration: execute code, run async jobs with progress reporting, get interactive Plotly plots and expose custom .m functions as tools.
- [ouvreboite/openapi-to-mcp](https://github.com/ouvreboite/openapi-to-mcp) #️⃣ ☁️ - Access any API via its OpenAPI specification, with full JSON Schema support for parameters and request bodies.
- [r33drichards/mcp-js](https://github.com/r33drichards/mcp-js) 🦀 🏠 🐧 🍎 - JavaScript sandbox that uses V8 isolation to run AI-generated code locally, with heap snapshotting for persistent sessions.
- [Reachpad/reachpad-mcp](https://github.com/Reachpad/reachpad-mcp) [![Reachpad/reachpad-mcp MCP server](https://glama.ai/mcp/servers/Reachpad/reachpad-mcp/badges/score.svg)](https://glama.ai/mcp/servers/qjk8wultuz) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Persistent cloud dev environments for coding agents: create, run commands, checkpoint and fork, with files, services and terminal state kept between calls.
- [rikarazome/prolog-reasoner](https://github.com/rikarazome/prolog-reasoner) [![rikarazome/prolog-reasoner MCP server](https://glama.ai/mcp/servers/rikarazome/prolog-reasoner/badges/score.svg)](https://glama.ai/mcp/servers/rikarazome/prolog-reasoner) 🐍 🏠 🍎 🪟 🐧 - SWI-Prolog execution for LLMs with CLP(FD), negation as failure and recursion.
- [SebastianGilPinzon/colab-mcp](https://github.com/SebastianGilPinzon/colab-mcp) [![SebastianGilPinzon/colab-mcp MCP server](https://glama.ai/mcp/servers/SebastianGilPinzon/colab-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SebastianGilPinzon/colab-mcp) 🐍 🏠 🍎 🪟 🐧 - Control Google Colab notebooks and assign GPUs (T4/L4/A100). Fork of Google's colab-mcp with all tools visible at startup and Windows support.
- [Sowiedu/Edict](https://github.com/Sowiedu/Edict) [![Sowiedu/Edict MCP server](https://glama.ai/mcp/servers/sowiedu/edict/badges/score.svg)](https://glama.ai/mcp/servers/sowiedu/edict) 📇 🏠 - Agent-oriented programming language: agents emit a JSON AST that the compiler validates, type- and effect-checks, verifies with Z3/SMT and compiles to WASM.
- [telleroutlook/agentkit-js/mcp-server](https://github.com/telleroutlook/agentkit-js/tree/main/packages/mcp-server) [![telleroutlook/agentkit-js MCP server](https://glama.ai/mcp/servers/telleroutlook/agentkit-js/badges/score.svg)](https://glama.ai/mcp/servers/telleroutlook/agentkit-js) 📇 ☁️ 🏠 🐧 🍎 🪟 - Code-mode MCP server: collapses user-defined tools into code execution plus docs search, sandboxed in node:vm, WASM or remote microVMs.
- [The-40-Thieves/codecalc](https://github.com/The-40-Thieves/codecalc) [![The-40-Thieves/codecalc MCP server](https://glama.ai/mcp/servers/The-40-Thieves/codecalc/badges/score.svg)](https://glama.ai/mcp/servers/The-40-Thieves/codecalc) 🐍 🏠 🍎 🪟 🐧 - Code and logic calculator with an offline core: run code, exact symbolic math, SMT/logic and complexity analysis, with optional gVisor/AppContainer sandboxing.
- [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - Run LLM-generated code in a YepCode sandbox and create custom MCP tools in JavaScript or Python with npm and PyPI packages.
### 🤖 <a name="coding-agents"></a>Coding Agents

- [ly8427/mcp-review-board](https://github.com/ly8427/mcp-review-board) [![ly8427/mcp-review-board MCP server](https://glama.ai/mcp/servers/ly8427/mcp-review-board/badges/score.svg)](https://glama.ai/mcp/servers/ly8427/mcp-review-board) 🐍 🏠 🍎 🪟 🐧 - Localhost review board where different coding agents (Claude Code, Codex, OpenCode, Trae, ZCode) review each other's work: objections must state flip conditions, revisions clear all verdicts, resolution requires the whole active quorum, and every vote is append-only audited. Ships its own audited self-review history as evidence. Install: `pipx install mcp-review-board`.
Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.

- [abnegate/magents](https://github.com/abnegate/magents) [![abnegate/magents MCP server](https://glama.ai/mcp/servers/abnegate/magents/badges/score.svg)](https://glama.ai/mcp/servers/abnegate/magents) 🦀 🏠 🍎 🐧 - Shared session bus for coding agents such as Claude Code, Codex and Grok: list, read, hand off, message and spawn live agent sessions via MCP or CLI.
- [5dive-ai/5dive-mcp](https://github.com/5dive-ai/5dive-mcp) [![5dive-mcp MCP server](https://glama.ai/mcp/servers/5dive-ai/5dive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/5dive-ai/5dive-mcp) 📇 🏠 🍎 🪟 🐧 - Manage a 5dive agent fleet: file tasks, message and inspect agents, and read the fleet digest.
- [agent-blueprint/mcp-server](https://github.com/agent-blueprint/mcp-server) [![agent-blueprint/mcp-server MCP server](https://glama.ai/mcp/servers/agent-blueprint/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/agent-blueprint/mcp-server) 📇 ☁️ - Explore and download AI agent blueprints: list them, get summaries and download full Agent Skills directories for coding agents to implement.
- [dimitrihilverda/claude-session-relay](https://github.com/dimitrihilverda/claude-session-relay) [![dimitrihilverda/claude-session-relay MCP server](https://glama.ai/mcp/servers/dimitrihilverda/claude-session-relay/badges/score.svg)](https://glama.ai/mcp/servers/dimitrihilverda/claude-session-relay) ☁️ 🍎 🪟 🐧 - Self-hosted relay where coding-agent sessions on different machines share a team board, message each other and check for git conflicts, with isolated teams, private sessions and an OAuth MCP endpoint for Claude in the cloud.
- [dugubuyan/agent-nexus](https://github.com/dugubuyan/agent-nexus) [![AgentNexus MCP server](https://glama.ai/mcp/servers/dugubuyan/agent-nexus/badges/score.svg)](https://glama.ai/mcp/servers/dugubuyan/agent-nexus) 🐍 🏠 ☁️ - Document exchange for coding agents across services: versioned Markdown store, pub-sub notifications with structured diffs and lifecycle stage tracking.
- [agentic-mcp-tools/owlex](https://github.com/agentic-mcp-tools/owlex) 🐍 🏠 🍎 🪟 🐧 - AI council: query CLI agents (Claude Code, Codex, Gemini and OpenCode) in parallel with deliberation rounds.
- [sshahzaiib/agy-bridge](https://github.com/sshahzaiib/agy-bridge) [![sshahzaiib/agy-bridge MCP server](https://glama.ai/mcp/servers/sshahzaiib/agy-bridge/badges/score.svg)](https://glama.ai/mcp/servers/sshahzaiib/agy-bridge) 📇 🏠 🍎 🪟 🐧 - Delegate tasks to the Antigravity CLI (Gemini): file analysis, repo archaeology, web lookups and second-opinion code reviews, with quota-aware model failover.
- [alpadalar/netops-mcp](https://github.com/alpadalar/netops-mcp) 🐍 🏠 - DevOps and networking tools: network monitoring, system diagnostics, automation workflows and infrastructure management.
- [aresyn/codex-control-plane-mcp](https://github.com/aresyn/codex-control-plane-mcp) [![aresyn/codex-control-plane-mcp MCP server](https://glama.ai/mcp/servers/aresyn/codex-control-plane-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aresyn/codex-control-plane-mcp) 🐍 🏠 🪟 - Control plane for long-running Codex Desktop tasks: submit asynchronously, poll state, approve Plan Mode, recover retries and search SQLite-backed history.
- [automateyournetwork/pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP) - Structured, model-driven interaction with network devices via Cisco pyATS.
- [avansaber/tailtest-cline](https://github.com/avansaber/tailtest-cline) [![avansaber/tailtest-cline MCP server](https://glama.ai/mcp/servers/avansaber/tailtest-cline/badges/score.svg)](https://glama.ai/mcp/servers/avansaber/tailtest-cline) 🐍 🏠 🍎 🪟 🐧 - Adversarial test generation in Cline: detects the stack, writes and runs tests, and classifies failures as real bugs, environment problems or test bugs.
- [AV-Labs-Co/cos-codex-bridge](https://github.com/AV-Labs-Co/cos-codex-bridge) [![AV-Labs-Co/cos-codex-bridge MCP server](https://glama.ai/mcp/servers/AV-Labs-Co/cos-codex-bridge/badges/score.svg)](https://glama.ai/mcp/servers/AV-Labs-Co/cos-codex-bridge) 📇 🏠 🍎 - Local MCP that lets a Chief of Staff client find, create and register Codex projects; submit exact prompts; track durable receipts; continue existing tasks; and organize scoped work inside allowlisted directories.
- [aybelatchane/mcp-server-terminal](https://github.com/aybelatchane/mcp-server-terminal) 🦀 🏠 🍎 🪟 🐧 - Interact with TUI/CLI applications through a structured terminal state tree with element detection, like Playwright for terminals.
- [aymericzip/intlayer](https://github.com/aymericzip/intlayer) 📇 ☁️ 🏠 - IDE assistance for the Intlayer i18n/CMS tool: CLI access and documentation.
- [lawrencehui/Citio](https://github.com/lawrencehui/Citio) [![lawrencehui/Citio MCP server](https://glama.ai/mcp/servers/lawrencehui/Citio/badges/score.svg)](https://glama.ai/mcp/servers/lawrencehui/Citio) 📇 ☁️ - Self-hosted Slack bot: mention it and Claude Code or Codex investigates CloudWatch logs, runs tests and opens PRs, with credentials held by an MCP server.
- [claimidx/claimidx](https://github.com/claimidx/claimidx) [![claimidx/claimidx MCP server](https://glama.ai/mcp/servers/claimidx/claimidx/badges/score.svg)](https://glama.ai/mcp/servers/claimidx/claimidx) 🐍 🏠 🍎 🪟 🐧 - Shared, signed index of failures other coding agents already solved: check it before retrying and ingest fixes so the next agent does not repeat the work.
- [spyrae/claude-concilium](https://github.com/spyrae/claude-concilium) 📇 🏠 🍎 🪟 🐧 - Multi-agent consultation for Claude Code: MCP servers wrapping Codex, Gemini and Qwen CLIs for parallel code review and problem-solving with fallback chains.
- [blakerouse/ssh-mcp](https://github.com/blakerouse/ssh-mcp) 🏎️ 🏠 🍎 🪟 🐧 - SSH control for Linux and Windows servers, with long-running commands and execution on multiple hosts at once.
- [bshea-1/Routed](https://github.com/bshea-1/Routed) [![bshea-1/Routed MCP server](https://glama.ai/mcp/servers/bshea-1/Routed/badges/score.svg)](https://glama.ai/mcp/servers/bshea-1/Routed) 📇 🏠 🍎 🪟 🐧 - Local router for Agent Skills across coding agents and MCP clients, with hybrid matching on the local CPU that spends no tokens.
- [sipyourdrink-ltd/bernstein](https://github.com/sipyourdrink-ltd/bernstein) [![sipyourdrink-ltd/bernstein MCP server](https://glama.ai/mcp/servers/chernistry/bernstein/badges/score.svg)](https://glama.ai/mcp/servers/chernistry/bernstein) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Deterministic orchestrator for CLI coding agents such as Claude Code, Codex and Aider, with per-agent git worktrees, an audit trail and cost-aware routing.
- [andreilungeanu/cursor-delegate-mcp](https://github.com/andreilungeanu/cursor-delegate-mcp) [![cursor-delegate-mcp MCP server](https://glama.ai/mcp/servers/andreilungeanu/cursor-delegate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andreilungeanu/cursor-delegate-mcp) 📇 🏠 🍎 🪟 🐧 - Delegate multi-file implementation to Cursor's CLI agent over ACP and get typed results: final message, changed files, session ID and plan.
- [danieldoderlein/llm-bus](https://github.com/danieldoderlein/llm-bus) [![danieldoderlein/llm-bus MCP server](https://glama.ai/mcp/servers/danieldoderlein/llm-bus/badges/score.svg)](https://glama.ai/mcp/servers/danieldoderlein/llm-bus) 📇 ☁️ 🏠 - Coordination bus for multiple coding agents: atomic claims, advisory file leases, a shared event ledger, presence, handoffs and a task graph. Self-hostable.
- [polymatx/dibs](https://github.com/polymatx/dibs) [![polymatx/dibs MCP server](https://glama.ai/mcp/servers/polymatx/dibs/badges/score.svg)](https://glama.ai/mcp/servers/polymatx/dibs) 🏎️ 🏠 🍎 🪟 🐧 - Coordinate parallel coding agents: TTL file claims across git worktrees, hooks blocking colliding edits, presence, handoff notes and searchable lessons.
- [doggybee/mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode) 📇 ☁️ - Search, retrieve and solve LeetCode problems, with metadata filtering and access to user profiles, submissions and contest data.
- [eirikb/any-cli-mcp-server](https://github.com/eirikb/any-cli-mcp-server) 📇 🏠 - Turn any CLI tool with --help output into an MCP server, with caching.
- [ejentum/ejentum-mcp](https://github.com/ejentum/ejentum-mcp) [![ejentum/ejentum-mcp MCP server](https://glama.ai/mcp/servers/ejentum/ejentum-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ejentum/ejentum-mcp) 📇 🏠 - Reasoning, code, anti-deception and memory tools for AI agents.
- [ezyang/codemcp](https://github.com/ezyang/codemcp) 🐍 🏠 - Coding agent with basic read, write and command line tools.
- [elhamid/llm-council](https://github.com/elhamid/llm-council) 🐍 🏠 - Multi-LLM deliberation with anonymized peer review: parallel responses, anonymous ranking and synthesis, based on Andrej Karpathy's LLM Council concept.
- [freema/openclaw-mcp](https://github.com/freema/openclaw-mcp) [![openclaw-mcp MCP server](https://glama.ai/mcp/servers/@freema/openclaw-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@freema/openclaw-mcp) 📇 ☁️ 🏠 - Delegate tasks to OpenClaw AI assistant agents with sync and async tools.
- [Get-Concord-AI/concord-mcp](https://github.com/Get-Concord-AI/concord-mcp) [![Get-Concord-AI/concord-mcp MCP server](https://glama.ai/mcp/servers/Get-Concord-AI/concord-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Get-Concord-AI/concord-mcp) 📇 🏠 🍎 🪟 🐧 - Communication and shared work state across coding agent harnesses: live messages, scope claims before editing, preserved decisions and evidence handoffs.
- [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) - Access iTerm: run commands and ask questions about what is shown in the terminal.
- [foldwork-dev/mcp-injector](https://github.com/foldwork-dev/mcp-injector) [![foldwork-dev/mcp-injector MCP server](https://glama.ai/mcp/servers/foldwork-dev/mcp-injector/badges/score.svg)](https://glama.ai/mcp/servers/foldwork-dev/mcp-injector) 🏎️ 🏠 🍎 🪟 🐧 - Local daemon that pre-indexes a codebase into a SQLite catalog and serves AST-compressed snapshots on every query to reduce token usage.
- [TT-Wang/forge](https://github.com/TT-Wang/forge) [![forge MCP server](https://glama.ai/mcp/servers/TT-Wang/forge/badges/score.svg)](https://glama.ai/mcp/servers/TT-Wang/forge) 📇 🏠 🍎 🪟 🐧 - Structured planning and validation for Claude Code: turns an objective into a validated DAG of modules built by worker agents in parallel git worktrees.
- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - Run arbitrary commands and scripts.
- [gabrielmaialva33/winx-code-agent](https://github.com/gabrielmaialva33/winx-code-agent) 🦀 🏠 - Rust reimplementation of WCGW for coding agents: shell execution and file management.
- [hampsterx/claude-mcp-bridge](https://github.com/hampsterx/claude-mcp-bridge) [![hampsterx/claude-mcp-bridge MCP server](https://glama.ai/mcp/servers/hampsterx/claude-mcp-bridge/badges/score.svg)](https://glama.ai/mcp/servers/hampsterx/claude-mcp-bridge) 📇 🏠 🍎 🪟 🐧 - Wraps the Claude Code CLI as MCP tools for queries, search, structured output and sessions, with budget caps and granular tool sandboxing.
- [hellob1889/Pandaone-AI-Agent](https://github.com/hellob1889/Pandaone-AI-Agent) [![Pandaone Guard MCP server](https://glama.ai/mcp/servers/hellob1889/pandaone-ai-agent/badges/score.svg)](https://glama.ai/mcp/servers/hellob1889/pandaone-ai-agent) 🐍 🏠 🍎 🪟 🐧 - Requires every AI agent code change to leave a problem, reason and approach audit record before commit, with a pre-commit hook and audit trail dashboard.
- [TheBlueHouse75/hermes-action-bridge](https://github.com/TheBlueHouse75/hermes-action-bridge) [![TheBlueHouse75/hermes-action-bridge MCP server](https://glama.ai/mcp/servers/TheBlueHouse75/hermes-action-bridge/badges/score.svg)](https://glama.ai/mcp/servers/TheBlueHouse75/hermes-action-bridge) 📇 🏠 🍎 🪟 🐧 - Delegate real-world actions to Hermes Agent: research, browser workflows, messaging, scheduling and skills, with risky actions requiring approval.
- [irskep/persistproc](https://github.com/irskep/persistproc) 🐍 🏠 - See and control long-running processes such as web servers: start, stop, restart and read logs.
- [jigyasudham/veto](https://github.com/jigyasudham/veto) [![jigyasudham/veto MCP server](https://glama.ai/mcp/servers/jigyasudham/veto/badges/score.svg)](https://glama.ai/mcp/servers/jigyasudham/veto) 📇 🏠 🍎 🪟 🐧 - Specialist agent council for AI coding CLIs with a self-learning router, cross-CLI memory and guards against dependency hallucinations and decision drift.
- [jinzcdev/leetcode-mcp-server](https://github.com/jinzcdev/leetcode-mcp-server) 📇 ☁️ - Access LeetCode problems, solutions, submissions and public data, with optional login for user features such as notes; supports the global and China sites.
- [juehang/vscode-mcp-server](https://github.com/juehang/vscode-mcp-server) 📇 🏠 - Work in a VS Code workspace: read the directory structure, see linter and language server problems, read code files and make edits.
- [Keesan12/martin-loop](https://github.com/Keesan12/martin-loop) [![Keesan12/martin-loop MCP server](https://glama.ai/mcp/servers/Keesan12/martin-loop/badges/score.svg)](https://glama.ai/mcp/servers/Keesan12/martin-loop) 📇 🏠 - Governed runtime for AI coding agents with budget caps, verifier gates, runaway-loop prevention, rollback evidence and inspectable run receipts.
- [Komdosh/komnet](https://github.com/Komdosh/komnet) [![Komdosh/komnet MCP server](https://glama.ai/mcp/servers/Komdosh/komnet/badges/score.svg)](https://glama.ai/mcp/servers/Komdosh/komnet) 📇 🏠 🍎 🐧 - Git-backed message bus for coding agents on different machines, with no server: questions, answers, decisions, claimable tasks and delegated repo reviews.
- [louis030195/terminator-mcp-agent](https://github.com/mediar-ai/terminator/tree/main/crates/terminator-mcp-agent) 🦀 📇 🏠 🍎 🪟 🐧 - Desktop GUI automation on Windows, macOS and Linux via accessibility APIs instead of screenshots, plus workflow recording, data extraction and DOM inspection.
- [Luckycat133/traecnclaw-mcp-skill](https://github.com/Luckycat133/traecnclaw-mcp-skill) [![Luckycat133/traecnclaw-mcp-skill MCP server](https://glama.ai/mcp/servers/Luckycat133/traecnclaw-mcp-skill/badges/score.svg)](https://glama.ai/mcp/servers/Luckycat133/traecnclaw-mcp-skill) 📇 🏠 🍎 - Local server and Agent Skill for TraeCN desktop automation on macOS.
- [maxim-saplin/mcp_safe_local_python_executor](https://github.com/maxim-saplin/mcp_safe_local_python_executor) - Safe Python interpreter based on Hugging Face smolagents' LocalPythonExecutor.
- [micl2e2/code-to-tree](https://github.com/micl2e2/code-to-tree) 🌊 🏠 📟 🐧 🪟 🍎 - Convert source code into an AST, regardless of language.
- [misiektoja/kill-process-mcp](https://github.com/misiektoja/kill-process-mcp) 🐍 🏠 🍎 🪟 🐧 - List and terminate OS processes via natural language queries.
- [myelixlabs/synapse-mcp](https://github.com/myelixlabs/synapse-mcp) [![myelixlabs/synapse-mcp MCP server](https://glama.ai/mcp/servers/myelixlabs/synapse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/myelixlabs/synapse-mcp) 📇 🏠 🍎 🪟 🐧 - Convert a codebase into a local AST knowledge graph that gives coding agents structural context for navigation and refactoring.
- [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - Command-line execution with customizable security policies.
- [nandhakumar-murugan/gemini-antigravity-bridge](https://github.com/nandhakumar-murugan/gemini-antigravity-bridge) [![gemini-antigravity-bridge MCP server](https://glama.ai/mcp/servers/nandhakumar-murugan/gemini-antigravity-bridge/badges/score.svg)](https://glama.ai/mcp/servers/nandhakumar-murugan/gemini-antigravity-bridge) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Bidirectional bridge between Gemini Spark and the Antigravity IDE: coding subagent dispatch, shared memory, local file operations and Spark app orchestration.
- [natiixnt/redcon](https://github.com/natiixnt/redcon) [![natiixnt/redcon MCP server](https://glama.ai/mcp/servers/natiixnt/redcon/badges/score.svg)](https://glama.ai/mcp/servers/natiixnt/redcon) 🐍 🏠 🍎 🪟 🐧 - Deterministic repository context packing for coding agents: selects, compresses, caches and budgets only the files a task needs, without an LLM in the loop.
- [nesquikm/mcp-rubber-duck](https://github.com/nesquikm/mcp-rubber-duck) 📇 🏠 ☁️ - Bridge to multiple OpenAI-compatible LLMs for rubber duck debugging: explain a problem to several AI ducks and get different perspectives.
- [nihalxkumar/arch-mcp](https://github.com/nihalxkumar/arch-mcp) 🐍 🏠 🐧 - Search the Arch Wiki and AUR, get package info, check for updates, install packages and analyze PKGBUILDs, from Arch or non-Arch systems.
- [ooples/mcp-console-automation](https://github.com/ooples/mcp-console-automation) 📇 🏠 🍎 🪟 🐧 - Console automation and monitoring, like Playwright for terminal apps: session management, SSH, testing, monitoring and background jobs.
- [oraios/serena](https://github.com/oraios/serena) 🐍 🏠 - Coding agent that uses language servers for symbolic code operations.
- [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - Approval-first local terminal control: policy-based command planning and approval, DeepSeek as an advisor, and signed execution receipts.
- [Q00/ouroboros](https://github.com/Q00/ouroboros) [![Q00/ouroboros MCP server](https://glama.ai/mcp/servers/Q00/ouroboros/badges/score.svg)](https://glama.ai/mcp/servers/Q00/ouroboros) 🐍 🏠 🍎 🪟 🐧 - Local agent OS for spec-first AI coding: a replayable, ledger-recorded interview, seed, execute, evaluate and evolve loop that MCP clients can drive.
- [pdavis68/RepoMapper](https://github.com/pdavis68/RepoMapper) 🐧 🪟 🍎 - Dynamic map of chat-related repository files with their function prototypes and related files, ranked by relevance, based on Aider's Repo Map.
- [plori-ai/plori](https://github.com/plori-ai/plori) [![plori-ai/plori MCP server](https://glama.ai/mcp/servers/plori-ai/plori/badges/score.svg)](https://glama.ai/mcp/servers/plori-ai/plori) 🎖️ 🏎️ ☁️ - Create and drive hosted plori agents with persistent disk, tools and memory: invoke agents, manage the human-in-the-loop queue and schedule deferred runs.
- [preflight-dev/preflight](https://github.com/preflight-dev/preflight) 📇 🏠 🍎 🪟 🐧 - Catch vague Claude Code prompts before they waste tokens: prompt scorecards, session history search, cross-service contract awareness and cost estimation.
- [PsChina/deepseek-as-subagent](https://github.com/PsChina/deepseek-as-subagent) [![PsChina/deepseek-as-subagent MCP server](https://glama.ai/mcp/servers/PsChina/deepseek-as-subagent/badges/score.svg)](https://glama.ai/mcp/servers/PsChina/deepseek-as-subagent) 🐍 🏠 🍎 🪟 🐧 - Run DeepSeek as a sub-agent in Claude Code or Codex CLI, with its own agent loop for reading, editing and running commands in a sandboxed workspace.
- [djerok/glm-mcp](https://github.com/djerok/glm-mcp) [![djerok/glm-mcp MCP server](https://glama.ai/mcp/servers/djerok/glm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/djerok/glm-mcp) 📇 🏠 🍎 🪟 🐧 - Run GLM (Zhipu/Z.ai) as a sub-agent in Claude Code or GitHub Copilot with its own read/write/edit/run loop, Opus-vs-GLM routing and diff/dry-run oversight.
- [religa/multi-mcp](https://github.com/religa/multi_mcp) 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis and debate with ChatGPT, Claude and Gemini, including consensus and OWASP Top 10 checks.
- [Rikinshah787/dotpals](https://github.com/Rikinshah787/dotpals) [![Rikinshah787/dotpals MCP server](https://glama.ai/mcp/servers/Rikinshah787/dotpals/badges/score.svg)](https://glama.ai/mcp/servers/Rikinshah787/dotpals) 📇 🏠 🍎 🪟 🐧 - Checks what local coding agents such as Claude Code, Codex and Cursor really did: files changed, commands run and test results read from test output, not the agent's word. Read-only.
- [rinadelph/Agent-MCP](https://github.com/rinadelph/Agent-MCP) 🐍 🏠 - Framework for building multi-agent systems that coordinate over MCP, with task management, shared context and RAG.
- [sena-labs/oz-mcp-server](https://github.com/sena-labs/OzBridge) [![sena-labs/OzBridge MCP server](https://glama.ai/mcp/servers/sena-labs/OzBridge/badges/score.svg)](https://glama.ai/mcp/servers/sena-labs/OzBridge) 📇 🏠 🍎 🪟 🐧 - Unofficial bridge from Warp's Oz coding agent to any IDE or MCP client, plus native @oz in VS Code Copilot Chat.
- [shashankss1205/codegraphcontext](https://github.com/Shashankss1205/CodeGraphContext) 🐍 🏠 🍎 🪟 🐧 - Index local code into a graph database to give AI assistants context, with graphical code visualizations for humans.
- [sim-xia/blind-auditor](https://github.com/Sim-xia/Blind-Auditor) 🐍 🏠 🍎 🪟 🐧 - Make AI self-correct its generated output through prompt injection, independent self-auditing and context isolation.
- [sim-xia/skill-cortex-server](https://github.com/Sim-xia/skill-cortex-server) 🐍 🏠 🍎 🪟 🐧 - Use Claude Code Skills from any IDE or CLI.
- [sonirico/mcp-shell](https://github.com/sonirico/mcp-shell) 🏎️ 🏠 🍎 🪟 🐧 - Run shell commands securely, auditably and on demand in isolated environments such as Docker.
- [stippi/code-assistant](https://github.com/stippi/code-assistant) 🦀 🏠 - Coding agent with basic tools for listing, reading, editing and writing files, running commands and web search, supporting multiple projects at once.
- [SunflowersLwtech/mcp_creator_growth](https://github.com/SunflowersLwtech/mcp_creator_growth) 🐍 🏠 🍎 🪟 🐧 - Learning sidecar for AI coding assistants: quizzes developers on AI-generated changes and gives agents persistent project-specific debugging memory via RAG.
- [tiianhk/MaxMSP-MCP-Server](https://github.com/tiianhk/MaxMSP-MCP-Server) 🐍 🏠 - Coding agent for Max (Max/MSP/Jitter), the visual programming language for music and multimedia.
- [eabz/tirith](https://github.com/eabz/tirith) [![eabz/tirith MCP server](https://glama.ai/mcp/servers/eabz/tirith/badges/score.svg)](https://glama.ai/mcp/servers/eabz/tirith) 🦀 🏠 🍎 🪟 🐧 - Coordinate parallel coding agents: TTL file claims, a task board with dependencies, versioned interface contracts, change notices and a decisions log.
- [tufantunc/ssh-mcp](https://github.com/tufantunc/ssh-mcp) 📇 🏠 🐧 🪟 - SSH control for Linux and Windows servers: execute remote shell commands with password or SSH key authentication.
- [Touchpoint-Labs/touchpoint](https://github.com/Touchpoint-Labs/touchpoint) [![Touchpoint MCP server](https://glama.ai/mcp/servers/Touchpoint-Labs/Touchpoint/badges/score.svg)](https://glama.ai/mcp/servers/Touchpoint-Labs/Touchpoint) 🐍 🏠 🍎 🪟 🐧 - See, find and interact with UI elements in any desktop application, like Playwright for the whole OS.
- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - Secure shell command execution.
- [umum-ai/claude-codex-bridge](https://github.com/umum-ai/claude-codex-bridge) [![umum-ai/claude-codex-bridge MCP server](https://glama.ai/mcp/servers/umum-ai/claude-codex-bridge/badges/score.svg)](https://glama.ai/mcp/servers/umum-ai/claude-codex-bridge) 📇 🏠 - Run Codex agents from Claude Code through MCP and Channels, with live progress notifications, mid-task steering and session continuation.
- [VertexStudio/developer](https://github.com/VertexStudio/developer) 🦀 🏠 🍎 🪟 🐧 - Developer tools for file editing, shell command execution and screen capture.
- [VibeKit-Bot/vibekit-mcp](https://github.com/VibeKit-Bot/vibekit-mcp) [![VibeKit-Bot/vibekit-mcp MCP server](https://glama.ai/mcp/servers/VibeKit-Bot/vibekit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VibeKit-Bot/vibekit-mcp) 📇 ☁️ - Build, deploy and manage hosted VibeKit apps, each with a live URL and its own persistent server-side agent to chat with.
- [VoDaiLocz/kilo-kit-mcp](https://github.com/VoDaiLocz/kilo-kit-mcp) [![VoDaiLocz/kilo-kit-mcp MCP server](https://glama.ai/mcp/servers/VoDaiLocz/kilo-kit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VoDaiLocz/kilo-kit-mcp) 📇 🏠 🍎 🪟 🐧 - Runtime and skill library for coding agents: C4 workflow gates, guarded command execution and reasoning engines like Tree of Thoughts and 5 Whys.
- [wende/cicada](https://github.com/wende/cicada) 🐍 🏠 🍎 🪟 🐧 - Code intelligence for Elixir: module search, function tracking and PR attribution via tree-sitter AST parsing.
- [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) 📇 🏠 🍎 🪟 🐧 - Manage and execute programs, and read, write, search and edit code and text files.
- [wulun811/LiuHe](https://github.com/wulun811/LiuHe) [![wulun811/LiuHe MCP server](https://glama.ai/mcp/servers/wulun811/LiuHe/badges/score.svg)](https://glama.ai/mcp/servers/wulun811/LiuHe) 🦀 📇 🏠 - Code tools for LLMs to read, understand and modify code, using a tree-sitter parser, SQLite index and transactional writes.
- [x51xxx/codex-mcp-tool](https://github.com/x51xxx/codex-mcp-tool) 📇 ☁️ - Connect an IDE or AI assistant to Codex CLI for code analysis and editing, with support for multiple models.
- [x51xxx/copilot-mcp-server](https://github.com/x51xxx/copilot-mcp-server) 📇 ☁️ - Connect an IDE or AI assistant to GitHub Copilot CLI for code analysis, review and batch processing.
- [eliottreich/taskbounty-mcp-server](https://github.com/eliottreich/taskbounty-mcp-server) [![eliottreich/taskbounty-mcp-server MCP server](https://glama.ai/mcp/servers/eliottreich/taskbounty-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/eliottreich/taskbounty-mcp-server) 📇 ☁️ - Post and fund TaskBounty bounties for GitHub bugs and test coverage, or solve them with PRs that include regression tests and are verified in a sandbox.
- [Yomiracle/trinity-lite](https://github.com/Yomiracle/trinity-lite) [![Yomiracle/trinity-lite MCP server](https://glama.ai/mcp/servers/Yomiracle/trinity-lite/badges/score.svg)](https://glama.ai/mcp/servers/Yomiracle/trinity-lite) 🐍 🏠 - Local task bus for CLI AI agents such as Codex and Claude Code: route work, persist state in SQLite and collaborate through a shared server.
- [REX-codebase/fable-mode](https://github.com/REX-codebase/fable-mode) [![REX-codebase/fable-mode MCP server](https://glama.ai/mcp/servers/REX-codebase/fable-mode/badges/score.svg)](https://glama.ai/mcp/servers/REX-codebase/fable-mode) 🐍 🏠 🍎 🪟 🐧 - Control plane for AI coding agents: time-locks writing, requires evidence for claims, runs adversarial review and keeps a sealed verification record.

### 🖥️ <a name="command-line"></a>Command Line
Run commands, capture output and otherwise interact with shells and command line tools.

- [20000419/fauxnix](https://github.com/20000419/fauxnix) [![20000419/fauxnix MCP server](https://glama.ai/mcp/servers/20000419/fauxnix/badges/score.svg)](https://glama.ai/mcp/servers/20000419/fauxnix) 📇 🏠 🪟 - Bash for AI agents on Windows via deterministic bash-to-PowerShell translation, without WSL or a VM, with GNU-style output and persistent cwd and env.
- [AICommander-dev/aicommander](https://github.com/AICommander-dev/aicommander) [![AICommander-dev/aicommander MCP server](https://glama.ai/mcp/servers/AICommander-dev/aicommander/badges/score.svg)](https://glama.ai/mcp/servers/AICommander-dev/aicommander) 📇 ☁️ 🍎 🪟 🐧 - Outbound-only remote shell, detached long-running jobs and temporary file transfer for AI agents, without exposing SSH, ports or a VPN.
- [bvisible/mcp-ssh-manager](https://github.com/bvisible/mcp-ssh-manager) [![bvisible/mcp-ssh-manager MCP server](https://glama.ai/mcp/servers/@bvisible/mcp-ssh-manager/badges/score.svg)](https://glama.ai/mcp/servers/@bvisible/mcp-ssh-manager) 📇 🏠 🍎 🪟 🐧 - Manage multiple SSH servers: commands, file transfer and rsync, database dumps and queries, backups, health monitoring, tunnels and per-server security modes.
- [cygnussystems/cygnus-ssh-mcp](https://github.com/cygnussystems/cygnus-ssh-mcp) [![cygnussystems/cygnus-ssh-mcp MCP server](https://glama.ai/mcp/servers/cygnussystems/cygnus-ssh-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cygnussystems/cygnus-ssh-mcp) 🐍 🏠 🍎 🪟 🐧 - SSH control of remote Linux, macOS and Windows servers: line-level file editing, background tasks, sudo, host aliases, and directory and archive operations.
- [danmartuszewski/hop](https://github.com/danmartuszewski/hop) 🏎️ - SSH connection manager with a TUI dashboard for discovering, searching and running commands on remote hosts.
- [dbhq-uk/heliograph](https://github.com/dbhq-uk/heliograph) [![dbhq-uk/heliograph MCP server](https://glama.ai/mcp/servers/dbhq-uk/heliograph/badges/score.svg)](https://glama.ai/mcp/servers/dbhq-uk/heliograph) 🏎️ 🏠 🍎 🪟 🐧 - Run commands on machines you cannot SSH into, such as air-gapped or bastion-only hosts, via git, file shares or S3, with timestamped run logs.
- [dwgx/SmartCLI](https://github.com/dwgx/SmartCLI) [![dwgx/SmartCLI MCP server](https://glama.ai/mcp/servers/dwgx/SmartCLI/badges/score.svg)](https://glama.ai/mcp/servers/dwgx/SmartCLI) 🐍 🏠 🍎 🪟 🐧 - Drive full-screen terminal programs such as vim, htop and lazygit by reading the screen as a live cell grid with cursor, selection and alt-screen state.
- [faizbawa/mcp-remote-ssh](https://github.com/faizbawa/mcp-remote-ssh) [![faizbawa/mcp-remote-ssh MCP server](https://glama.ai/mcp/servers/faizbawa/mcp-remote-ssh/badges/score.svg)](https://glama.ai/mcp/servers/faizbawa/mcp-remote-ssh) 🐍 🏠 🍎 🪟 🐧 - SSH access with persistent sessions, SFTP and port forwarding, with secrets injected via stdin and redacted from output before reaching the LLM.
- [gerard-kanters/mcp-linux-tools](https://github.com/gerard-kanters/mcp-linux-tools) [![gerard-kanters/mcp-linux-tools MCP server](https://glama.ai/mcp/servers/gerard-kanters/mcp-linux-tools/badges/score.svg)](https://glama.ai/mcp/servers/gerard-kanters/mcp-linux-tools) 🐍 🏠 🐧 - Administer a Linux server: read files and logs, manage systemd services and cron jobs, run read-only MySQL queries, WP-CLI, Git and sandboxed Python.
- [hypnosis/ssh-mcp-server](https://github.com/hypnosis/ssh-mcp-server) [![hypnosis/ssh-mcp-server MCP server](https://glama.ai/mcp/servers/hypnosis/ssh-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/hypnosis/ssh-mcp-server) 📇 🏠 🍎 🐧 - Remote server work via the local OpenSSH client: run commands, transfer files with checksums, search logs and audit hosts, with destructive commands blocked.
- [lacs-project/sysknife](https://github.com/lacs-project/sysknife) [![lacs-project/sysknife MCP server](https://glama.ai/mcp/servers/lacs-project/sysknife/badges/score.svg)](https://glama.ai/mcp/servers/lacs-project/sysknife) 🦀 🏠 🐧 - Linux system administration via typed actions instead of shell strings, with a signed audit log, one-time approval receipts and automatic rollback.
- [luisgf/infrabroker](https://github.com/luisgf/infrabroker) [![luisgf/infrabroker MCP server](https://glama.ai/mcp/servers/luisgf/infrabroker/badges/score.svg)](https://glama.ai/mcp/servers/luisgf/infrabroker) 🏎️ 🏠 ☁️ 🍎 🐧 - Self-hosted SSH and Kubernetes access broker: ephemeral per-operation credentials the model never sees, per-command firewall, human approvals and audit log.
- [nvms/tui-mcp](https://github.com/nvms/tui-mcp) [![tui-mcp MCP server](https://glama.ai/mcp/servers/nvms/tui-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nvms/tui-mcp) 📇 🏠 🍎 🪟 🐧 - Launch, screenshot and interact with any TUI app.
- [PsYcGoD/sage](https://github.com/PsYcGoD/sage) [![PsYcGoD/sage MCP server](https://glama.ai/mcp/servers/PsYcGoD/sage/badges/score.svg)](https://glama.ai/mcp/servers/PsYcGoD/sage) 📇 🏠 🍎 🪟 🐧 - Local command wrapper for AI coding agents: runs shell commands, stores history locally and returns compressed terminal output to reduce context noise.
- [raychao-oao/pty-mcp](https://github.com/raychao-oao/pty-mcp) [![pty-mcp MCP server](https://glama.ai/mcp/servers/raychao-oao/pty-mcp/badges/score.svg)](https://glama.ai/mcp/servers/raychao-oao/pty-mcp) 🏎️ 🏠 🍎 🐧 - Interactive PTY sessions for AI agents: local shells, persistent SSH sessions with attach/detach, and serial ports.
- [soren-achebe/backscroll](https://github.com/soren-achebe/backscroll) [![soren-achebe/backscroll MCP server](https://glama.ai/mcp/servers/soren-achebe/backscroll/badges/score.svg)](https://glama.ai/mcp/servers/soren-achebe/backscroll) 🏎️ 🏠 🍎 🐧 - Search, retrieve and diff the output of past terminal commands, recorded locally with exit codes, cwd and duration, with secret redaction by default.
- [ferodrigop/forge](https://github.com/ferodrigop/forge) [![forge MCP server](https://glama.ai/mcp/servers/ferodrigop/forge/badges/score.svg)](https://glama.ai/mcp/servers/ferodrigop/forge) 📇 🏠 - Terminal for AI coding agents: persistent PTY sessions, incremental reads, headless screen capture, multi-agent orchestration and a web dashboard.
- [WhenLabs-org/when](https://github.com/WhenLabs-org/when) [![WhenLabs-org/when MCP server](https://glama.ai/mcp/servers/WhenLabs-org/when/badges/score.svg)](https://glama.ai/mcp/servers/WhenLabs-org/when) 📇 🏠 🍎 🪟 🐧 - Developer toolkit: stack detection for AI context files, port conflicts, .env schema validation, docs drift, dependency license audits and task timing.
- [LukeLamb/claude-terminal-mcp](https://github.com/LukeLamb/claude-terminal-mcp) [![LukeLamb/claude-terminal-mcp MCP server](https://glama.ai/mcp/servers/LukeLamb/claude-terminal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LukeLamb/claude-terminal-mcp) 📇 🏠 🐧 🍎 - Terminal, filesystem and background-job tools for Linux and macOS.
- [HasanJahidul/terminal-history-mcp](https://github.com/HasanJahidul/terminal-history-mcp) [![HasanJahidul/terminal-history-mcp MCP server](https://glama.ai/mcp/servers/HasanJahidul/terminal-history-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasanJahidul/terminal-history-mcp) 📇 🏠 🍎 🐧 - Local full-text search over zsh, bash and fish history, with secret redaction and optional capture of cwd, exit code and duration.
- [HasanJahidul/localhost-mcp](https://github.com/HasanJahidul/localhost-mcp) [![localhost-mcp MCP server](https://glama.ai/mcp/servers/HasanJahidul/localhost-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasanJahidul/localhost-mcp) 📇 🏠 🍎 🪟 🐧 - Inspect, manage and kill local dev servers: see what listens on each port, diagnose port conflicts, find zombie processes and kill by PID or port.
- [laszlopere/mcp-tmux](https://github.com/laszlopere/mcp-tmux) [![laszlopere/mcp-tmux MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-tmux/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-tmux) 🐍 🏠 🐧 🍎 - Drive tmux locally or over SSH: sessions, windows, panes, keystrokes, pane capture and raw commands, with shared sessions for pair programming.
- [zb-ss/servonaut](https://github.com/zb-ss/servonaut) [![zb-ss/servonaut MCP server](https://glama.ai/mcp/servers/@zb-ss/servonaut/badges/score.svg)](https://glama.ai/mcp/servers/@zb-ss/servonaut) 🐍 🏠 🍎 🐧 - Manage AWS EC2, Hetzner, OVH and SSH servers: commands, logs, CloudWatch/CloudTrail queries, fleet health, IP banning and S3, with tiered safety guards.
- [blinkingbit-oss/execkit](https://github.com/blinkingbit-oss/execkit) [![blinkingbit-oss/execkit MCP server](https://glama.ai/mcp/servers/blinkingbit-oss/execkit/badges/score.svg)](https://glama.ai/mcp/servers/blinkingbit-oss/execkit) 🦀 🏠 🍎 🐧 - Stateful, auditable shell sessions over local, SSH and Docker, with secret redaction, output budgeting and a read-only live transcript viewer.
- [Easton-OU/rootpilot-mcp](https://github.com/Easton-OU/rootpilot-mcp) [![Easton-OU/rootpilot-mcp MCP server](https://glama.ai/mcp/servers/Easton-OU/rootpilot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Easton-OU/rootpilot-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only SSH diagnostics for Linux and Docker servers using a fixed command allowlist, with secret redaction and per-command timeouts.
- [tarides/sudo-proxy](https://github.com/tarides/sudo-proxy) [![tarides/sudo-proxy MCP server](https://glama.ai/mcp/servers/tarides/sudo-proxy/badges/score.svg)](https://glama.ai/mcp/servers/tarides/sudo-proxy) 🦀 🏠 🐧 - Run privileged commands locally or over SSH, each gated by a single-keypress human approval before sudo, with audit logging and no stored password.

### 💬 <a name="communication"></a>Communication

Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.

- [A1-x-Tech/mcp-google-gmail](https://github.com/A1-x-Tech/mcp-google-gmail) [![A1-x-Tech/mcp-google-gmail MCP server](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-gmail/badges/score.svg)](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-gmail) 📇 ☁️ - Gmail API: search, read and send email, and manage drafts, labels and the trash.
- [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) ☁️ - Interact with Nostr: post notes and more.
- [adecubed/gigamail](https://github.com/adecubed/gigamail) [![adecubed/gigamail MCP server](https://glama.ai/mcp/servers/adecubed/gigamail/badges/score.svg)](https://glama.ai/mcp/servers/adecubed/gigamail) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Microsoft 365 or IMAP mail and calendar: read, search, draft and find free slots, with out-of-band human approval for sends, deletes and calendar writes.
- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - Interact with Twitter search and timeline.
- [agenticmail/agenticmail](https://github.com/agenticmail/agenticmail) [![agenticmail/agenticmail MCP server](https://glama.ai/mcp/servers/agenticmail/agenticmail/badges/score.svg)](https://glama.ai/mcp/servers/agenticmail/agenticmail) 📇 🏠 🍎 🪟 🐧 - Email and SMS for AI agents via a local mail server: disposable inboxes, sending and receiving email, and fetching verification codes.
- [agentmail-to/agentmail-mcp](https://github.com/agentmail-to/agentmail-mcp) 📇 ☁️ - Email for AI agents: create inboxes on the fly to send, receive and act on email.
- [aisenseapi/aamio-python](https://github.com/aisenseapi/aamio-python) [![aisenseapi/aamio-python MCP server](https://glama.ai/mcp/servers/aisenseapi/aamio-python/badges/score.svg)](https://glama.ai/mcp/servers/aisenseapi/aamio-python) 🐍 ☁️ 🏠 - Ephemeral rendezvous for agents: expiring threads with a secret read key and public write address, plus an open board where agents find each other.
- [Albretsen/MCPEmails](https://github.com/Albretsen/MCPEmails) [![Albretsen/MCPEmails MCP server](https://glama.ai/mcp/servers/Albretsen/MCPEmails/badges/score.svg)](https://glama.ai/mcp/servers/Albretsen/MCPEmails) 📇 ☁️ - Email for Gmail, Fastmail, iCloud, Yahoo, Zoho, Yandex and any IMAP/SMTP mailbox: read, search, send, organize, draft, schedule and auto-triage mail.
- [andrewchmr/mxprobe](https://github.com/andrewchmr/mxprobe) [![andrewchmr/mxprobe MCP server](https://glama.ai/mcp/servers/andrewchmr/mxprobe/badges/score.svg)](https://glama.ai/mcp/servers/andrewchmr/mxprobe) 📇 ☁️ 🏠 🍎 🪟 🐧 - Email verification for AI agents: returns send, hold or kill for an address with a reason, using local DNS checks or a hosted SMTP probe.
- [anypost/emailmd](https://github.com/anypost/emailmd) [![anypost/emailmd MCP server](https://glama.ai/mcp/servers/anypost/emailmd/badges/score.svg)](https://glama.ai/mcp/servers/anypost/emailmd) 📇 ☁️ 🏠 - Write and preview emails: render Markdown into email-safe HTML for Outlook and Gmail, lint drafts for deliverability and get a live preview link.
- [arbengine/mailbox-mcp](https://github.com/arbengine/mailbox-mcp) [![arbengine/mailbox-mcp MCP server](https://glama.ai/mcp/servers/arbengine/mailbox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/arbengine/mailbox-mcp) 📇 ☁️ - Physical mail API for AI agents: send letters, certified mail, postcards and batch mailings with cost previews, approval controls, tracking and webhooks.
- [Atomic-Mail/atomic-mail-agentic](https://github.com/Atomic-Mail/atomic-mail-agentic) [![Atomic-Mail/atomic-mail-agentic MCP server](https://glama.ai/mcp/servers/Atomic-Mail/atomic-mail-agentic/badges/score.svg)](https://glama.ai/mcp/servers/Atomic-Mail/atomic-mail-agentic) ☁️ - Email for AI agents: autonomous inbox registration via proof-of-work, custom domains, and sending and receiving over the open JMAP standard.
- [AutomateLab-tech/content-distribution-mcp](https://github.com/AutomateLab-tech/content-distribution-mcp) [![AutomateLab-tech/content-distribution-mcp MCP server](https://glama.ai/mcp/servers/AutomateLab-tech/content-distribution-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AutomateLab-tech/content-distribution-mcp) 📇 ☁️ 🏠 - Publish content to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky, LinkedIn, Medium and Twitter, adapted per platform with idempotent state.
- [bababoi-bibilabu/agent-mq](https://github.com/bababoi-bibilabu/agent-mq) [![agent-mq MCP server](https://glama.ai/mcp/servers/bababoi-bibilabu/agent-mq/badges/score.svg)](https://glama.ai/mcp/servers/bababoi-bibilabu/agent-mq) 📇 ☁️ 🏠 - Message queue that lets AI coding assistants message each other across sessions and machines. Self-hostable.
- [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - Use Claude with local workspace access from Telegram on your phone: read, write and code on the go.
- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) 📇 ☁️ - Interface with the Google Tasks API.
- [belaytzev/Telebrief](https://github.com/belaytzev/Telebrief) [![belaytzev/Telebrief MCP server](https://glama.ai/mcp/servers/belaytzev/Telebrief/badges/score.svg)](https://glama.ai/mcp/servers/belaytzev/Telebrief) 🐍 🏠 - Self-hosted digests of your Telegram channels over MCP: AI summaries, the last digest and raw per-channel messages, with OpenAI, Anthropic or Ollama.
- [BigCactusLabs/dead-letter](https://github.com/BigCactusLabs/dead-letter) [![BigCactusLabs/dead-letter MCP server](https://glama.ai/mcp/servers/BigCactusLabs/dead-letter/badges/score.svg)](https://glama.ai/mcp/servers/BigCactusLabs/dead-letter) 🐍 🏠 - Convert .eml exports to Markdown with YAML front matter for RAG pipelines: thread splitting, signature stripping, attachment extraction and calendar parsing.
- [Cactusinhand/mcp_server_notify](https://github.com/Cactusinhand/mcp_server_notify) 🐍 🏠 - Send desktop notifications with a sound effect when agent tasks complete.
- [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 - Query, analyze, send and receive iMessage conversations, with phone number validation, attachments, contacts and group chats.
- [chaindead/telegram-mcp](https://github.com/chaindead/telegram-mcp) 🏎️ 🏠 - Telegram API integration: access user data, manage dialogs (chats, channels, groups), retrieve messages and handle read status.
- [chigwell/telegram-mcp](https://github.com/chigwell/telegram-mcp) 🐍 🏠 - Telegram API integration: access user data, manage dialogs (chats, channels, groups), retrieve and send messages, and handle read status.
- [Choppaaahh/sendgrid-mcp-secure](https://github.com/Choppaaahh/sendgrid-mcp-secure) [![Choppaaahh/sendgrid-mcp-secure MCP server](https://glama.ai/mcp/servers/Choppaaahh/sendgrid-mcp-secure/badges/score.svg)](https://glama.ai/mcp/servers/Choppaaahh/sendgrid-mcp-secure) 🐍 🏠 - Security-focused SendGrid email sending with recipient/domain allowlists, send caps, review mode, an audit log and no silent BCC.
- [churichard/fluxmail](https://github.com/churichard/fluxmail) [![churichard/fluxmail MCP server](https://glama.ai/mcp/servers/churichard/fluxmail/badges/score.svg)](https://glama.ai/mcp/servers/churichard/fluxmail) 🎖️ 📇 ☁️ 🏠 - Self-hosted email for Gmail, Microsoft 365, Outlook.com and IMAP/SMTP: read, search, draft, send, schedule and organize mail, with per-client permissions.
- [clawaimail/mcp](https://github.com/joansongjr/clawaimail) [![joansongjr/clawaimail MCP server](https://glama.ai/mcp/servers/joansongjr/clawaimail/badges/score.svg)](https://glama.ai/mcp/servers/joansongjr/clawaimail) 📇 ☁️ 🍎 🪟 🐧 - Email infrastructure for AI agents: create inboxes on the fly, send and receive email, search messages and manage threads.
- [codefuturist/email-mcp](https://github.com/codefuturist/email-mcp) 📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email across multiple accounts: read, search, send, schedule and manage mail, with IMAP IDLE push, AI triage and desktop notifications.
- [cometchat/docs-mcp](https://github.com/cometchat/docs-mcp) [![cometchat/docs-mcp MCP server](https://glama.ai/mcp/servers/cometchat/docs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cometchat/docs-mcp) 🎖️ 📇 ☁️ - Search CometChat documentation and get curated implementation bundles for adding real-time chat, voice, video and moderation to apps.
- [conarti/mattermost-mcp](https://github.com/conarti/mattermost-mcp) 📇 ☁️ - Mattermost API integration: list channels, read and post messages, manage threads and reactions, and monitor topics.
- [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - Manage Cal.com event types, create bookings and access scheduling data.
- [desek/outlook-local-mcp](https://github.com/desek/outlook-local-mcp) [![desek/outlook-local-mcp MCP server](https://glama.ai/mcp/servers/desek/outlook-local-mcp/badges/score.svg)](https://glama.ai/mcp/servers/desek/outlook-local-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Local Microsoft Outlook calendar and mail via Microsoft Graph, with multi-account support and OS keychain token storage.
- [dialgoodian/clawdcall-mcp](https://github.com/dialgoodian/clawdcall-mcp) [![dialgoodian/clawdcall-mcp MCP server](https://glama.ai/mcp/servers/dialgoodian/clawdcall-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dialgoodian/clawdcall-mcp) 🎖️ 📇 ☁️ - Place consent-based outbound phone calls and retrieve transcripts, summaries and outcomes.
- [discourse/discourse-mcp](https://github.com/discourse/discourse-mcp) 🎖️ 💎 ☁️ 🏠 🍎 🪟 🐧 - Discourse forum integration: search topics, read posts, manage categories and tags, discover users and interact with communities.
- [dockndevai/mcp-outlook](https://github.com/dockndevai/mcp-outlook) [![dockndevai/mcp-outlook MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-outlook/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-outlook) 📇 🏠 🍎 🪟 🐧 - Outlook mail via Microsoft Graph: read, search, draft, send and organize email. Read-only by default, with audit logs and confirmation before send or delete.
- [cseguinlz/doubletick-cli](https://github.com/cseguinlz/doubletick-cli) [![double-tick-mcp-server MCP server](https://glama.ai/mcp/servers/cseguinlz/double-tick-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/cseguinlz/double-tick-mcp-server) 📇 ☁️ - Email read tracking via Gmail: send tracked emails and check whether they were opened, with open count, device and timing.
- [csitte/mailwarden](https://github.com/csitte/mailwarden) [![csitte/mailwarden MCP server](https://glama.ai/mcp/servers/csitte/mailwarden/badges/score.svg)](https://glama.ai/mcp/servers/csitte/mailwarden) 📇 🏠 🍎 🪟 🐧 - Gmail mailbox control via the live Gmail API: search, read, label, archive, trash, download attachments and snooze threads until a date.
- [drsound/markdown-to-whatsapp](https://github.com/drsound/markdown-to-whatsapp) [![drsound/markdown-to-whatsapp MCP server](https://glama.ai/mcp/servers/drsound/markdown-to-whatsapp/badges/score.svg)](https://glama.ai/mcp/servers/drsound/markdown-to-whatsapp) 📇 🏠 🍎 🪟 🐧 - Convert Markdown to WhatsApp formatting so agent output shows bold, lists and quotes instead of raw asterisks, with tables rendered as monospace boxes.
- [elie222/inbox-zero](https://github.com/elie222/inbox-zero) 📇 ☁️ - Inbox Zero features on top of Gmail, such as finding emails that need a reply or follow-up.
- [EthanQC/feishu-user-plugin](https://github.com/EthanQC/feishu-user-plugin) [![EthanQC/feishu-user-plugin MCP server](https://glama.ai/mcp/servers/EthanQC/feishu-user-plugin/badges/score.svg)](https://glama.ai/mcp/servers/EthanQC/feishu-user-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - Feishu/Lark integration: send messages as the actual user rather than a bot, plus docs, Bitable, wiki, Drive, calendar, tasks and OKRs.
- [ExpertVagabond/solmail-mcp](https://github.com/ExpertVagabond/solmail-mcp) [![ExpertVagabond/solmail-mcp MCP server](https://glama.ai/mcp/servers/ExpertVagabond/solmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ExpertVagabond/solmail-mcp) 📇 ☁️ - Compose, price and send physical letters and postcards, paid with Solana.
- [FastAlertNow/mcp-server](https://github.com/FastAlertNow/mcp-server) 🎖️ 📇 ☁️ - List channels and send notifications through the FastAlert API.
- [FantomaSkaRus1/telegram-bot-mcp](https://github.com/FantomaSkaRus1/telegram-bot-mcp) [![telegram-bot-mcp MCP server](https://glama.ai/mcp/servers/@FantomaSkaRus1/telegram-bot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@FantomaSkaRus1/telegram-bot-mcp) 📇 ☁️ 🏠 - Covers the entire Telegram Bot API.
- [farukkolip/instapdown-mcp](https://github.com/farukkolip/instapdown-mcp) [![farukkolip/instapdown-mcp MCP server](https://glama.ai/mcp/servers/farukkolip/instapdown-mcp/badges/score.svg)](https://glama.ai/mcp/servers/farukkolip/instapdown-mcp) 📇 ☁️ - Instagram creator toolkit: download Reels, Stories and photos, extract audio, check engagement, research hashtags and get hook templates and posting times.
- [farukkolip/xtapdown-mcp](https://github.com/farukkolip/xtapdown-mcp) [![farukkolip/xtapdown-mcp MCP server](https://glama.ai/mcp/servers/farukkolip/xtapdown-mcp/badges/score.svg)](https://glama.ai/mcp/servers/farukkolip/xtapdown-mcp) 📇 ☁️ - X (Twitter) creator toolkit: tweet media downloads, curated hashtags, posting times, hook formulas, engagement calculators and a thread splitter.
- [fbossiere/proton-safe-mcp](https://github.com/fbossiere/proton-safe-mcp) [![fbossiere/proton-safe-mcp MCP server](https://glama.ai/mcp/servers/fbossiere/proton-safe-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fbossiere/proton-safe-mcp) 🐍 🏠 🐧 - Proton Mail access through the local Proton Mail Bridge: search and read emails, inspect attachments, and create drafts. No send, delete or move tools.
- [gambot-ai/gambot-mcp](https://github.com/gambot-ai/gambot-mcp) [![gambot-ai/gambot-mcp MCP server](https://glama.ai/mcp/servers/gambot-ai/gambot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gambot-ai/gambot-mcp) 📇 ☁️ - Gambot WhatsApp Business API: send WhatsApp messages and templates, and manage CRM contacts, leads, cases, tasks, quotes, invoices, orders and campaigns.
- [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) 📇 ☁️ - Make phone calls using VoIP/SIP and OpenAI's Realtime API, and observe the transcript.
- [GeiserX/telegram-archive-mcp](https://github.com/GeiserX/telegram-archive-mcp) [![GeiserX/telegram-archive-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Search and browse Telegram chat history stored in Telegram Archive: list chats, retrieve messages and run full-text search.
- [getpoststack/mcp](https://github.com/getpoststack/mcp) [![getpoststack/mcp MCP server](https://glama.ai/mcp/servers/getpoststack/mcp/badges/score.svg)](https://glama.ai/mcp/servers/getpoststack/mcp) 📇 ☁️ 🍎 🪟 🐧 - EU-hosted email API: send transactional and marketing email, manage contacts and segments, run broadcasts, render templates and read analytics.
- [giggal-ai/giggal-mcp](https://github.com/giggal-ai/giggal-mcp) [![giggal-ai/giggal-mcp MCP server](https://glama.ai/mcp/servers/giggal-ai/giggal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/giggal-ai/giggal-mcp) 📇 ☁️ - Email verification: mailbox existence checks, including catch-all, accept-all and SEG-protected addresses (Proofpoint, Mimecast, Barracuda), single or bulk.
- [gitmotion/ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp) 📇 ☁️ 🏠 - Send and fetch ntfy notifications on a self-hosted ntfy server, with token auth support.
- [googlarz/signal-mcp](https://github.com/googlarz/signal-mcp) [![googlarz/signal-mcp MCP server](https://glama.ai/mcp/servers/googlarz/signal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/googlarz/signal-mcp) 🏠 - Signal messenger via a local signal-cli: send and receive messages, manage groups and contacts, search history, and handle attachments and reactions.
- [gopalrajsuresh/covalent-bond](https://github.com/gopalrajsuresh/covalent-bond) [![gopalrajsuresh/covalent-bond MCP server](https://glama.ai/mcp/servers/gopalrajsuresh/covalent-bond/badges/score.svg)](https://glama.ai/mcp/servers/gopalrajsuresh/covalent-bond) 📇 🏠 🍎 🪟 🐧 - Pair two AI coding agents on different machines over an end-to-end encrypted relay to exchange files and messages, with human consent before any file write.
- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) ☁️ - Send various types of messages to a WeCom group bot.
- [grzgrzgrz3/pingwa-client](https://github.com/grzgrzgrz3/pingwa-client) [![grzgrzgrz3/pingwa-client MCP server](https://glama.ai/mcp/servers/grzgrzgrz3/pingwa-client/badges/score.svg)](https://glama.ai/mcp/servers/grzgrzgrz3/pingwa-client) 🐍 ☁️ 🍎 🪟 🐧 - Two-way WhatsApp notifications for AI agents: send messages, ask questions with tap-to-answer buttons and check replies, without a Meta account.
- [huj28-creator/wechat-fastbridge](https://github.com/huj28-creator/wechat-fastbridge) [![huj28-creator/wechat-fastbridge MCP server](https://glama.ai/mcp/servers/huj28-creator/wechat-fastbridge/badges/score.svg)](https://glama.ai/mcp/servers/huj28-creator/wechat-fastbridge) 📇 🏠 🍎 - macOS WeChat integration: read chats, send text, files and stickers, retrieve context and monitor allowlisted chats, without screenshots or private protocols.
- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - Safe access to the iMessage database to query and analyze conversations, with phone number validation and attachment handling.
- [hgn/mcp-server-notmuch](https://github.com/hgn/mcp-server-notmuch) [![hgn/mcp-server-notmuch MCP server](https://glama.ai/mcp/servers/hgn/mcp-server-notmuch/badges/score.svg)](https://glama.ai/mcp/servers/hgn/mcp-server-notmuch) 🐍 🏠 🐧 🍎 - Local Maildir access via notmuch: full-text search, tag filtering, threads, attachments and unanswered-mail tracking, with optional drafts and tagging.
- [helbertparanhos/resend-email-mcp](https://github.com/helbertparanhos/resend-email-mcp) [![resend-email-mcp MCP server](https://glama.ai/mcp/servers/helbertparanhos/resend-email-mcp/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/resend-email-mcp) 📇 ☁️ 🍎 🪟 🐧 - Full Resend email API coverage plus diagnostics: deliverability analysis, DNS troubleshooting, email inspection, bounce explanations and account audits.
- [ictinnovations/ictpbx-mcp](https://github.com/ictinnovations/ictpbx-mcp) [![ictinnovations/ictpbx-mcp MCP server](https://glama.ai/mcp/servers/ictinnovations/ictpbx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ictinnovations/ictpbx-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only access to ICTPBX, a multi-tenant IP PBX on ICTCore and FreeSWITCH: PBX statistics, extensions, DIDs, providers and tenants.
- [ictinnovations/pbx-mcp](https://github.com/ictinnovations/pbx-mcp) [![ictinnovations/pbx-mcp MCP server](https://glama.ai/mcp/servers/ictinnovations/pbx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ictinnovations/pbx-mcp) 📇 🏠 🍎 🪟 🐧 - Asterisk and FreeSWITCH PBX state over AMI and ESL: extensions, active channels, trunk and SIP peer status, dialplan and call history; read-only by default.
- [ictinnovations/ictbroadcast-mcp](https://github.com/ictinnovations/ictbroadcast-mcp) [![ictinnovations/ictbroadcast-mcp MCP server](https://glama.ai/mcp/servers/ictinnovations/ictbroadcast-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ictinnovations/ictbroadcast-mcp) 📇 🏠 🍎 🪟 🐧 - ICTBroadcast voice, SMS and fax broadcasting: list campaigns and read live status and per-call results, with optional tools to start and stop campaigns.
- [iletimerkezi/iletimerkezi-mcp-server](https://github.com/iletimerkezi/iletimerkezi-mcp-server) [![iletimerkezi/iletimerkezi-mcp-server MCP server](https://glama.ai/mcp/servers/iletimerkezi/iletimerkezi-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/iletimerkezi/iletimerkezi-mcp-server) 🎖️ ☁️ - Send SMS, query delivery reports, manage senders and blacklists, and register and check İYS (Turkish consent registry) records via the iletiMerkezi API.
- [imdinu/apple-mail-mcp](https://github.com/imdinu/apple-mail-mcp) [![apple-mail-mcp MCP server](https://glama.ai/mcp/servers/@imdinu/apple-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@imdinu/apple-mail-mcp) 🐍 🏠 🍎 - Apple Mail access: list accounts and mailboxes, fetch emails with filters, full-text search via an FTS5 index and extract attachments.
- [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) 🐍 ☁️ - Microsoft Teams messaging: read, post and mention, and list members and threads.
- [Infobip/mcp](https://github.com/infobip/mcp) 🎖️ ☁️ - Infobip cloud communications: send and receive SMS and RCS, use WhatsApp and Viber, automate communication workflows and manage customer data.
- [markmnl/fmsg-mcp](https://github.com/markmnl/fmsg-mcp) [![markmnl/fmsg-mcp MCP server](https://glama.ai/mcp/servers/markmnl/fmsg-mcp/badges/score.svg)](https://glama.ai/mcp/servers/markmnl/fmsg-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Give AI agents an address on fmsg, an open federated messaging protocol: inbox, threads, replies, reactions, attachments and waiting for new messages.
- [sendchamp/ai](https://github.com/sendchamp/ai) [![sendchamp/ai MCP server](https://glama.ai/mcp/servers/sendchamp/ai/badges/score.svg)](https://glama.ai/mcp/servers/sendchamp/ai) 🎖️ ☁️ - Read-only search over Sendchamp documentation for SMS, OTP verification and Africa-specific routing.
- [iprashantraj/mcp-discord-bridge](https://github.com/iprashantraj/mcp-discord-bridge) [![iprashantraj/mcp-discord-bridge MCP server](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge/badges/score.svg)](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge) 📇 🏠 🍎 🪟 🐧 - Manage Discord channels, messages, forums, webhooks, members, roles, threads and moderation. Also runs as a standalone bot with slash commands.
- [jcoulaud/shipmail-mcp](https://github.com/jcoulaud/shipmail-mcp) [![jcoulaud/shipmail-mcp MCP server](https://glama.ai/mcp/servers/jcoulaud/shipmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jcoulaud/shipmail-mcp) 📇 ☁️ - Shipmail business email: manage custom-domain mailboxes, read and send messages, draft replies, inspect threads and automate REST API and webhook workflows.
- [parasxos/apple-mail-mcp](https://github.com/parasxos/apple-mail-mcp) [![parasxos/apple-mail-mcp MCP server](https://glama.ai/mcp/servers/parasxos/apple-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/parasxos/apple-mail-mcp) 🐍 🏠 🍎 - Apple Mail with indexed full-text search, verified multi-identity sending, scheduled sends, plan-then-apply triage and a local audit ledger.
- [sethbang/proton-mail-mcp](https://github.com/sethbang/proton-mail-mcp) [![proton-mail-mcp MCP server](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp) 📇 🏠 - Unofficial Proton Mail integration via Proton Mail Bridge: send, read, search and organize email, with dry-run bulk operations and a read-only mode.
- [shahabazdev/inxmail-mcp](https://github.com/shahabazdev/inxmail-mcp) [![shahabazdev/inxmail-mcp MCP server](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp) 📇 ☁️ - Manage Inxmail Commerce transactional emails: events, sendings, bounces, blocklist and blacklist, reactions and delivery tracking.
- [shichuanqiong/AgoraDM](https://github.com/shichuanqiong/AgoraDM) [![shichuanqiong/AgoraDM MCP server](https://glama.ai/mcp/servers/shichuanqiong/AgoraDM/badges/score.svg)](https://glama.ai/mcp/servers/shichuanqiong/AgoraDM) 🐍 ☁️ - Direct messaging for AI agents over the A2A protocol: inbox, friend list, group threads and per-friend memory for real-time chats with other people's agents.
- [TheSameAbramovych/qmailing-mcp-server](https://github.com/TheSameAbramovych/qmailing-mcp-server) [![TheSameAbramovych/qmailing-mcp-server MCP server](https://glama.ai/mcp/servers/TheSameAbramovych/qmailing-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/TheSameAbramovych/qmailing-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read and send email, and manage mailboxes, custom domains and webhooks via the QMailing API.
- [radmail-ai/radmail-mcp](https://github.com/radmail-ai/radmail-mcp) [![radmail-ai/radmail-mcp MCP server](https://glama.ai/mcp/servers/radmail-ai/radmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/radmail-ai/radmail-mcp) ☁️ 📇 - Email system for agents: message search, importance/urgency triage, commitment follow-through and reviewable drafts, keeping financial actions human-only.
- [rchanllc/joltsms-mcp-server](https://github.com/rchanllc/joltsms-mcp-server) [![joltsms-mcp-server MCP server](https://glama.ai/mcp/servers/@rchanllc/joltsms-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@rchanllc/joltsms-mcp-server) 📇 ☁️ - Provision dedicated real-SIM US phone numbers, receive and poll inbound SMS, and extract OTP codes for phone verification.
- [redditapis/redditapis-mcp](https://github.com/redditapis/redditapis-mcp) [![redditapis/redditapis-mcp MCP server](https://glama.ai/mcp/servers/redditapis/redditapis-mcp/badges/score.svg)](https://glama.ai/mcp/servers/redditapis/redditapis-mcp) 📇 ☁️ - Read-only Reddit API access: subreddit listings, post, comment, community and user search, comment trees and top posts.
- [Rheopyrin/ox-mcp](https://github.com/Rheopyrin/ox-mcp) [![Rheopyrin/ox-mcp MCP server](https://glama.ai/mcp/servers/Rheopyrin/ox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Rheopyrin/ox-mcp) 📇 🏠 🍎 🪟 🐧 - Email (IMAP/SMTP), Sieve mail filters, CalDAV calendars, CardDAV contacts and free/busy scheduling for Open-Xchange and standards-based mail platforms.
- [virtualsms-io/mcp-server](https://github.com/virtualsms-io/mcp-server) [![virtualsms-io/mcp-server](https://glama.ai/mcp/servers/virtualsms-io/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/virtualsms-io/mcp-server) 📇 ☁️ - Receive SMS verification codes on virtual phone numbers for services like WhatsApp, Telegram and Google: find and buy numbers and extract codes.
- [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) 🐍 🏠 - Access Mattermost teams, channels and messages, plus an MCP host running as a Mattermost bot that can use configured MCP servers.
- [jaimenbell/discord-mcp](https://github.com/jaimenbell/discord-mcp) [![jaimenbell/discord-mcp MCP server](https://glama.ai/mcp/servers/jaimenbell/discord-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jaimenbell/discord-mcp) 🐍 ☁️ - Discord REST API: list channels, categories, roles and permission overwrites, with channel, role, guild and message management tools disabled by default.
- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - Interact with Product Hunt trending posts, comments, collections, users and more.
- [jamalofski/mailprobe-mcp](https://github.com/jamalofski/mailprobe-mcp) [![jamalofski/mailprobe-mcp MCP server](https://glama.ai/mcp/servers/jamalofski/mailprobe-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jamalofski/mailprobe-mcp) [![MailProbe MCP connector](https://glama.ai/mcp/connectors/dev.mailprobe/mailprobe/badges/score.svg)](https://glama.ai/mcp/connectors/dev.mailprobe/mailprobe) 🎖️ 📇 ☁️ 🏠 - Email verification in real time, without sending anything: a valid, risky, invalid or unknown status with a score, disposable, role-based and catch-all detection, and typo suggestions. Remote server or local stdio package, hosted in France.
- [joinly-ai/joinly](https://github.com/joinly-ai/joinly) 🐍 ☁️ - Send bots to browser-based meetings (Zoom, Teams, Google Meet) to gather live transcripts, speak text and post in the meeting chat.
- [kushneryk/join.cloud](https://github.com/kushneryk/join.cloud) [![kushneryk/join.cloud MCP server](https://glama.ai/mcp/servers/kushneryk/join.cloud/badges/score.svg)](https://glama.ai/mcp/servers/kushneryk/join.cloud) 📇 ☁️ 🏠 - Collaboration rooms for AI agents: create and join rooms and exchange real-time messages over MCP or A2A. Self-hostable.
- [jtalk22/slack-mcp-server](https://github.com/jtalk22/slack-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Slack DMs, channels, threads and search without an OAuth app or admin approval.
- [JulienRabault/icloud-mcp](https://github.com/JulienRabault/icloud-mcp) [![JulienRabault/icloud-mcp MCP server](https://glama.ai/mcp/servers/JulienRabault/icloud-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JulienRabault/icloud-mcp) 🐍 🏠 🍎 🪟 🐧 - iCloud Mail over IMAP and SMTP: search all folders, rebuild threads, save attachments, draft replies and file messages by rule, without marking mail as read.
- [keturiosakys/bluesky-context-server](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Query and interact with Bluesky instances.
- [khan2a/telephony-mcp-server](https://github.com/khan2a/telephony-mcp-server) 🐍 - Telephony via Vonage APIs: automate voice calls with speech-to-text call summaries, send and receive SMS, and detect voicemail.
- [kojott/mailmcp-dist](https://github.com/kojott/mailmcp-dist) [![kojott/mailmcp-dist MCP server](https://glama.ai/mcp/servers/kojott/mailmcp-dist/badges/score.svg)](https://glama.ai/mcp/servers/kojott/mailmcp-dist) 📇 ☁️ 🏠 🍎 🪟 🐧 - Self-hosted email for multiple Gmail, iCloud, Fastmail or IMAP/SMTP accounts: search, read, threaded replies, drafts, allowlisted sending and attachments.
- [korotovsky/slack-mcp-server](https://github.com/korotovsky/slack-mcp-server) 📇 ☁️ - Slack workspace integration.
- [krystiangw/meet-live-assist-extension](https://github.com/krystiangw/meet-live-assist-extension) [![krystiangw/meet-live-assist-extension MCP server](https://glama.ai/mcp/servers/krystiangw/meet-live-assist-extension/badges/score.svg)](https://glama.ai/mcp/servers/krystiangw/meet-live-assist-extension) 📇 🏠 🍎 🪟 🐧 - Bring an agent into live Google Meet or Zoom calls via a Chrome extension: read captions, answer in a side panel, post to chat and view shared screens.
- [kudosity/mcp](https://github.com/kudosity/mcp) [![kudosity/mcp MCP server](https://glama.ai/mcp/servers/kudosity/mcp/badges/score.svg)](https://glama.ai/mcp/servers/kudosity/mcp) 🎖️ 📇 ☁️ - Kudosity SMS, MMS and WhatsApp messaging: send messages, get delivery reports and replies, manage contacts and lists, configure webhooks and check balance.
- [lanchuske/local-mcp](https://github.com/lanchuske/local-mcp-releases) [![lanchuske/local-mcp-releases MCP server](https://glama.ai/mcp/servers/lanchuske/local-mcp-releases/badges/score.svg)](https://glama.ai/mcp/servers/lanchuske/local-mcp-releases) 📇 🏠 🍎 - Local access to macOS apps: Mail, Calendar, Contacts, Reminders, Notes, iMessage, Finder, Safari, OmniFocus, Teams, Outlook, OneDrive and Office documents.
- [leshchenko1979/fast-mcp-telegram](https://github.com/leshchenko1979/fast-mcp-telegram) [![leshchenko1979/fast-mcp-telegram MCP server](https://glama.ai/mcp/servers/leshchenko1979/fast-mcp-telegram/badges/score.svg)](https://glama.ai/mcp/servers/leshchenko1979/fast-mcp-telegram) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Telegram access with direct API calls, multi-user auth, an HTTP-MTProto bridge, file attachments and voice transcription.
- [lettio-eu/mcp](https://github.com/lettio-eu/mcp) [![lettio-eu/mcp MCP server](https://glama.ai/mcp/servers/lettio-eu/mcp/badges/score.svg)](https://glama.ai/mcp/servers/lettio-eu/mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Private, EU-hosted email for AI agents over JMAP: read, search, reply in-thread, organize and send, with sending pinned to the signed-in mailbox.
- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) 🐍 🏎️ - Search personal WhatsApp messages and contacts, and send messages to individuals or groups.
- [LimzoCom/limzo-mcp](https://github.com/LimzoCom/limzo-mcp) [![LimzoCom/limzo-mcp MCP server](https://glama.ai/mcp/servers/LimzoCom/limzo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LimzoCom/limzo-mcp) 🎖️ 📇 ☁️ - Read-only stats for public Telegram groups tracked by the Limzo anti-spam bot: leaderboards, activity trends, member levels and moderation summaries.
- [liuboacean/agent-comm-hub](https://github.com/liuboacean/agent-comm-hub) [![liuboacean/agent-comm-hub MCP server](https://glama.ai/mcp/servers/liuboacean/agent-comm-hub/badges/score.svg)](https://glama.ai/mcp/servers/liuboacean/agent-comm-hub) 📇 🏠 🍎 🪟 🐧 - Multi-agent communication hub with real-time messaging, task scheduling, shared memory, trust-based evolution and role-based access control.
- [nakulben/whatsapp-mcp](https://github.com/nakulben/whatsapp-mcp) [![nakulben/whatsapp-mcp MCP server](https://glama.ai/mcp/servers/nakulben/whatsapp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nakulben/whatsapp-mcp) 🐍 ☁️ - Manage WhatsApp Business message templates via the Meta Cloud API: create, validate and send all template types, including carousel, catalog and flows.
- [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) 🎖 📇 ☁️ - Integrate with a LINE Official Account.
- [littlebearapps/outlook-assistant](https://github.com/littlebearapps/outlook-assistant) [![outlook-assistant MCP server](https://glama.ai/mcp/servers/@littlebearapps/outlook-assistant/badges/score.svg)](https://glama.ai/mcp/servers/@littlebearapps/outlook-assistant) 📇 ☁️ - Search an Outlook inbox, send emails, schedule meetings, manage contacts and configure mailbox settings.
- [loicfontaine-max/qorami-sdk](https://github.com/loicfontaine-max/qorami-sdk/tree/main/mcp) [![qorami-sdk MCP server](https://glama.ai/mcp/servers/loicfontaine-max/qorami-sdk/badges/score.svg)](https://glama.ai/mcp/servers/loicfontaine-max/qorami-sdk) 📇 ☁️ - Check an email before an AI agent sends it: returns send, ask-a-human or block, with machine reason codes and prompt-injection detection.
- [Leximo-AI/leximo-ai-call-assistant-mcp-server](https://github.com/Leximo-AI/leximo-ai-call-assistant-mcp-server) 📇 ☁️ - Have an AI make phone calls on your behalf: book reservations, schedule appointments and view call transcripts.
- [ma2no4413/outlook-mcp](https://github.com/ma2no4413/outlook-mcp) [![ma2no4413/outlook-mcp MCP server](https://glama.ai/mcp/servers/ma2no4413/outlook-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ma2no4413/outlook-mcp) 🐍 🏠 🍎 🪟 🐧 - Restructure large Outlook/Hotmail mailboxes: move folder subtrees, bulk move and mark-read with dry-run previews, and manage inbox rules. Cannot send mail.
- [madbonez/caldav-mcp](https://github.com/madbonez/caldav-mcp) 🐍 ☁️ - CalDAV calendars on any server (Yandex, Google, Nextcloud, iCloud and more): create events with recurrence, attendees and reminders, and search events.
- [MailFlat/mailflat-sdks](https://github.com/MailFlat/mailflat-sdks/tree/main/packages/mcp) [![MailFlat/mailflat-sdks MCP server](https://glama.ai/mcp/servers/MailFlat/mailflat-sdks/badges/score.svg)](https://glama.ai/mcp/servers/MailFlat/mailflat-sdks) 🐍 ☁️ - Email inboxes for agents that return one-time codes as a field. Addresses are permanent; messages expire after a configurable retention window.
- [MankhongGarden/line-bot-ops-mcp](https://github.com/MankhongGarden/line-bot-ops-mcp) [![MankhongGarden/line-bot-ops-mcp MCP server](https://glama.ai/mcp/servers/MankhongGarden/line-bot-ops-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MankhongGarden/line-bot-ops-mcp) 📇 ☁️ 🏠 - Operate your own LINE bot: webhook queue health, failed jobs and retries, plus push, Rich Menu swap, follower insight and quota. LINE tools work with any Messaging API channel.
- [marlinjai/email-mcp](https://github.com/marlinjai/email-mcp) 📇 ☁️ 🏠 - Unified email across Gmail, Outlook, iCloud and generic IMAP/SMTP: search, send, organize and batch-manage messages, with encrypted credential storage.
- [Metaverse-Cloud/engagelab-email-mcp](https://github.com/Metaverse-Cloud/engagelab-email-mcp) [![Metaverse-Cloud/engagelab-email-mcp MCP server](https://glama.ai/mcp/servers/Metaverse-Cloud/engagelab-email-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Metaverse-Cloud/engagelab-email-mcp) 📇 ☁️ - Send, receive, monitor and reply to email with thread context via EngageLab Email.
- [marras0914/agent-toolbelt](https://github.com/marras0914/agent-toolbelt) [![marras0914/agent-toolbelt MCP server](https://glama.ai/mcp/servers/marras0914/agent-toolbelt/badges/score.svg)](https://glama.ai/mcp/servers/marras0914/agent-toolbelt) 📇 ☁️ - Utility API tools for agents: schema generation, text extraction, token counting, regex and cron building, prompt optimization, web summarization and more.
- [mohitbadwal/ringback](https://github.com/mohitbadwal/ringback) [![mohitbadwal/ringback MCP server](https://glama.ai/mcp/servers/mohitbadwal/ringback/badges/score.svg)](https://glama.ai/mcp/servers/mohitbadwal/ringback) 🐍 🏠 🍎 - Lets the LLM reach you by phone: live, interruptible voice calls and tiered alerts over self-hosted SIP, with whisper.cpp speech-to-text and macOS TTS.
- [multimail-dev/mcp-server](https://github.com/multimail-dev/mcp-server) [![multi-mail MCP server](https://glama.ai/mcp/servers/@multimail-dev/multi-mail/badges/score.svg)](https://glama.ai/mcp/servers/@multimail-dev/multi-mail) 📇 ☁️ - Email for AI agents: send and receive as Markdown with configurable human oversight (monitor, gate or fully autonomous).
- [ni-c/carddav-mcp](https://github.com/ni-c/carddav-mcp) [![ni-c/carddav-mcp MCP server](https://glama.ai/mcp/servers/ni-c/carddav-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/carddav-mcp) 📇 🏠 ☁️ - Contacts, groups and photos on any CardDAV server (Radicale, Baikal, Nextcloud, Fastmail, iCloud), with ETag-guarded writes and an address book allowlist.
- [ni-c/caldav-mcp](https://github.com/ni-c/caldav-mcp) [![ni-c/caldav-mcp MCP server](https://glama.ai/mcp/servers/ni-c/caldav-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/caldav-mcp) 📇 🏠 ☁️ - Events, tasks and journal entries on any CalDAV server (Radicale, Nextcloud, Fastmail, iCloud), with a calendar allowlist and approval for series changes.
- [Sequenzy/mcp](https://github.com/Sequenzy/mcp) [![Sequenzy/mcp MCP server](https://glama.ai/mcp/servers/Sequenzy/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Sequenzy/mcp) 📇 ☁️ 🍎 🪟 🐧 - Sequenzy email marketing automation: manage subscribers, lists, segments, templates, campaigns, sequences, transactional emails and analytics.
- [aeoess/mingle-mcp](https://github.com/aeoess/mingle-mcp) [![mingle-mcp MCP server](https://glama.ai/mcp/servers/aeoess/mingle-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aeoess/mingle-mcp) 📇 ☁️ - Agent-to-agent networking: your agent publishes what you need and matches with other people's agents, and both humans approve before connecting.
- [mouse114514/Xadeus-QQ-MCP](https://github.com/mouse114514/Xadeus-QQ-MCP) [![mouse114514/Xadeus-QQ-MCP MCP server](https://glama.ai/mcp/servers/mouse114514/Xadeus-QQ-MCP/badges/score.svg)](https://glama.ai/mcp/servers/mouse114514/Xadeus-QQ-MCP) 🐍 🏠 🪟 🐧 - Control QQ via NapCatQQ (OneBot v11): send and receive messages, manage groups and wake the agent on incoming messages.
- [MrGo2/icloud-mcp](https://github.com/MrGo2/icloud-mcp) [![icloud-mcp MCP server](https://glama.ai/mcp/servers/@MrGo2/icloud-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@MrGo2/icloud-mcp) 📇 🏠 ☁️ 🍎 - Apple Mail, Calendar, Contacts, Reminders, Notes, Messages and Safari via AppleScript on macOS, or iCloud over IMAP, CalDAV and CardDAV elsewhere.
- [ni-c/smtp-mcp](https://github.com/ni-c/smtp-mcp) [![ni-c/smtp-mcp MCP server](https://glama.ai/mcp/servers/ni-c/smtp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/smtp-mcp) 📇 🏠 🍎 🪟 🐧 - Send, reply to and forward mail over SMTP, restricted to a recipient allowlist, with each message approved by a person before sending.
- [openagentemail/openagentemail](https://github.com/openagentemail/openagentemail) [![openagentemail/openagentemail MCP server](https://glama.ai/mcp/servers/openagentemail/openagentemail/badges/score.svg)](https://glama.ai/mcp/servers/openagentemail/openagentemail) 📇 🏠 🍎 🪟 🐧 - Self-hosted email for AI agents: mailboxes on your own domain, OTP and verification-link extraction, waiting for new mail, and a web dashboard.
- [ni-c/ntfy-mcp](https://github.com/ni-c/ntfy-mcp) [![ni-c/ntfy-mcp MCP server](https://glama.ai/mcp/servers/ni-c/ntfy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/ntfy-mcp) 📇 ☁️ 🏠 - Send push notifications through ntfy, read back sent messages, update a notification in place while a job runs, and administer users and topic access.
- [OrygnsCode/Omnicord](https://github.com/OrygnsCode/Omnicord) [![OrygnsCode/Omnicord MCP server](https://glama.ai/mcp/servers/OrygnsCode/Omnicord/badges/score.svg)](https://glama.ai/mcp/servers/OrygnsCode/Omnicord) 📇 🏠 🍎 🪟 🐧 - Discord chat, moderation, automod, events and administration, including building a server from a description, with confirmation for destructive actions.
- [overpod/mcp-telegram](https://github.com/overpod/mcp-telegram) [![mcp-telegram MCP server](https://glama.ai/mcp/servers/overpod/mcp-telegram/badges/score.svg)](https://glama.ai/mcp/servers/overpod/mcp-telegram) 📇 🏠 🍎 🪟 🐧 - Telegram via MTProto: read chats, search messages, download media and manage contacts, with QR code login.
- [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) 📇 ☁️ - Send ChatterBox bots to Zoom and Google Meet meetings and get transcripts and recordings.
- [paigy-ai/mcp](https://github.com/paigy-ai/mcp) [![paigy-ai/mcp MCP server](https://glama.ai/mcp/servers/paigy-ai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/paigy-ai/mcp) 📇 ☁️ - Call, text or push-notify the user's phone when an agent needs input mid-task, and let them reply by voice.
- [PhilflowIO/dav-mcp](https://github.com/PhilflowIO/dav-mcp) [![PhilflowIO/dav-mcp MCP server](https://glama.ai/mcp/servers/PhilflowIO/dav-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PhilflowIO/dav-mcp) 📇 🏠 ☁️ - Calendars, contacts and tasks on any CalDAV/CardDAV server (Nextcloud, Baikal, Radicale, iCloud): 27 tools for events, vCards and VTODOs with field-level updates, server-side queries and free/busy, over stdio or Streamable HTTP.
- [PhononX/cv-mcp-server](https://github.com/PhononX/cv-mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Create and manage Carbon Voice voice messages, conversations, direct messages, folders, voice memos and AI actions.
- [Pingfyr/mcp](https://github.com/Pingfyr/mcp) [![Pingfyr/mcp MCP server](https://glama.ai/mcp/servers/Pingfyr/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Pingfyr/mcp) 🎖️ 📇 ☁️ - Schedule reminders, notifications and webhooks with the Pingfyr scheduled delivery API.
- [platfone-com/mcp](https://github.com/platfone-com/mcp) [![platfone-com/mcp MCP server](https://glama.ai/mcp/servers/platfone-com/mcp/badges/score.svg)](https://glama.ai/mcp/servers/platfone-com/mcp) 📇 ☁️ 🏠 - Rent virtual phone numbers worldwide, receive SMS and manage the full activation lifecycle via Platfone.
- [PostcardBot/mcp-server](https://github.com/PostcardBot/mcp-server) [![postcardbot-mcp-server MCP server](https://glama.ai/mcp/servers/PostcardBot/postcardbot-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/PostcardBot/postcardbot-mcp-server) 📇 ☁️ - Send physical postcards worldwide, individually or in bulk.
- [PaSympa/discord-mcp](https://github.com/PaSympa/discord-mcp) [![PaSympa/discord-mcp MCP server](https://glama.ai/mcp/servers/PaSympa/discord-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PaSympa/discord-mcp) 📇 🏠 🍎 🪟 🐧 - Multi-guild Discord management: messages, channels, roles, forums, webhooks and moderation.
- [Py2755/aiogram-mcp](https://github.com/Py2755/aiogram-mcp) [![aiogram-mcp MCP server](https://glama.ai/mcp/servers/Py2755/aiogram-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Py2755/aiogram-mcp) 🐍 ☁️ - Middleware exposing aiogram Telegram bots via MCP: messaging, rich media, moderation, keyboards, real-time events, rate limiting, permissions and audit logs.
- [qq418716640/botbell-mcp](https://github.com/qq418716640/botbell-mcp) [![qq418716640/botbell-mcp MCP server](https://glama.ai/mcp/servers/qq418716640/botbell-mcp/badges/score.svg)](https://glama.ai/mcp/servers/qq418716640/botbell-mcp) 📇 ☁️ - Send push notifications to iPhone, iPad and Mac via BotBell, with two-way replies, action buttons, Markdown and multi-bot management.
- [saseq/discord-mcp](https://github.com/SaseQ/discord-mcp) ☕ 📇 🏠 🍎 🪟 🐧 - Interact with Discord and automate tasks.
- [SharimAli/discp](https://github.com/SharimAli/discp) [![SharimAli/discp MCP server](https://glama.ai/mcp/servers/SharimAli/discp/badges/score.svg)](https://glama.ai/mcp/servers/SharimAli/discp) 📇 🏠 🍎 🪟 🐧 - Feature-complete Discord MCP server with 117 native tools, dual user/bot account support, anti-abuse human pacing, and dynamic aesthetic symbol discovery.
- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) 📇 🏠 - Interact with the VRChat API: retrieve information about friends, worlds, avatars and more.
- [sdyuyouth/agenthop](https://github.com/sdyuyouth/agenthop) [![sdyuyouth/agenthop MCP server](https://glama.ai/mcp/servers/@sdyuyouth/agenthop/badges/score.svg)](https://glama.ai/mcp/servers/@sdyuyouth/agenthop) 📇 ☁️ 🏠 🍎 🪟 🐧 - Let two agents on machines with no public address talk directly: pair with a short code over an end-to-end encrypted relay (hosted or self-hosted), send files, and invite saved contacts by name.
- [Sealjay/mcp-hey](https://github.com/Sealjay/mcp-hey) [![Sealjay/mcp-hey MCP server](https://glama.ai/mcp/servers/Sealjay/mcp-hey/badges/score.svg)](https://glama.ai/mcp/servers/Sealjay/mcp-hey) 📇 🏠 🍎 - Local access to Hey.com email via a cached session: read, search, send, reply and manage the Screener.
- [Sendmux/sendmux-sdk](https://github.com/Sendmux/sendmux-sdk/tree/main/packages/python/mcp) [![Sendmux/sendmux-sdk MCP server](https://glama.ai/mcp/servers/Sendmux/sendmux-sdk/badges/score.svg)](https://glama.ai/mcp/servers/Sendmux/sendmux-sdk) 🐍 ☁️ 🏠 - Email inboxes for AI agents via Sendmux: receive, search and send mail.
- [serhiizghama/viber-mcp](https://github.com/serhiizghama/viber-mcp) [![serhiizghama/viber-mcp MCP server](https://glama.ai/mcp/servers/serhiizghama/viber-mcp/badges/score.svg)](https://glama.ai/mcp/servers/serhiizghama/viber-mcp) 📇 ☁️ - Viber Bot REST API: send text, media, files, locations and contacts, broadcast messages, manage webhooks and inspect account and user details.
- [SirGreed808/zoho-mail-mcp](https://github.com/SirGreed808/zoho-mail-mcp) [![SirGreed808/zoho-mail-mcp MCP server](https://glama.ai/mcp/servers/SirGreed808/zoho-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SirGreed808/zoho-mail-mcp) 📇 🏠 - Read, search and send email with Zoho Mail.
- [softeria/ms-365-mcp-server](https://github.com/softeria/ms-365-mcp-server) 📇 ☁️ - Connect to Microsoft Office and the Microsoft 365 suite via the Graph API, including Outlook mail, files, Excel and calendar.
- [sounny/sounnyforms-mcp](https://github.com/sounny/sounnyforms-mcp) [![sounny/sounnyforms-mcp MCP server](https://glama.ai/mcp/servers/sounny/sounnyforms-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sounny/sounnyforms-mcp) 🎖️ 📇 ☁️ 🏠 - Serverless form backend, lead triage and contact form generator for static sites, React and JAMstack apps.
- [Spix-HQ/spix-mcp](https://github.com/Spix-HQ/spix-mcp) [![Spix-HQ/spix-mcp MCP server](https://glama.ai/mcp/servers/Spix-HQ/spix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Spix-HQ/spix-mcp) 🐍 ☁️ - Phone numbers and voice for AI agents: make and receive calls, send email and manage contacts.
- [tecnologicachile/mail-mcp](https://github.com/tecnologicachile/mail-mcp) [![tecnologicachile/mail-mcp MCP server](https://glama.ai/mcp/servers/tecnologicachile/mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tecnologicachile/mail-mcp) 🦀 ☁️ 🍎 🪟 🐧 - Multi-account email over IMAP, SMTP, Exchange Web Services and Microsoft Graph: read, search, send, reply, forward, bulk operations and attachment downloads.
- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) - Send notifications to your phone using ntfy.
- [liagha/termgram](https://github.com/liagha/termgram) [![liagha/termgram MCP server](https://glama.ai/mcp/servers/liagha/termgram/badges/score.svg)](https://glama.ai/mcp/servers/liagha/termgram) 🦀 🏠 🍎 🪟 🐧 - Terminal Telegram client over MTProto: CLI for messages, media and contacts, plus an MCP server that sends notifications when new messages arrive.
- [textbee/textbee-mcp](https://github.com/textbee/textbee-mcp) [![textbee/textbee-mcp MCP server](https://glama.ai/mcp/servers/textbee/textbee-mcp/badges/score.svg)](https://glama.ai/mcp/servers/textbee/textbee-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Send and read SMS through your own Android phone via textbee, the open-source SMS gateway, including replies, codes and delivery status.
- [tlennon-ie/neurodock](https://github.com/tlennon-ie/neurodock) [![tlennon-ie/neurodock MCP server](https://glama.ai/mcp/servers/tlennon-ie/neurodock/badges/score.svg)](https://glama.ai/mcp/servers/tlennon-ie/neurodock) 🐍 🏠 ☁️ - Tools for neurodivergent professionals: corporate-ambiguity translator, planner, and a guardrail against amplifying rumination, hyperfocus or sycophancy.
- [userad/didlogic_mcp](https://github.com/UserAd/didlogic_mcp) 🐍 ☁️ - Manage DIDLogic SIP endpoints, numbers and destinations.
- [vaemail/vaemail-mcp](https://github.com/vaemail/vaemail-mcp) [![vaemail/vaemail-mcp MCP server](https://glama.ai/mcp/servers/vaemail/vaemail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vaemail/vaemail-mcp) 📇 ☁️ - Send transactional email, authenticate sending domains, track delivery and diagnose deliverability, with scoped API keys and dry-run mode.
- [wyattjoh/imessage-mcp](https://github.com/wyattjoh/imessage-mcp) 📇 🏠 🍎 - Read iMessage data on macOS.
- [wyattjoh/jmap-mcp](https://github.com/wyattjoh/jmap-mcp) 📇 ☁️ - Interact with JMAP (JSON Meta Application Protocol) email servers.
- [wazionapps/mcp-server](https://github.com/wazionapps/mcp-server) [![wazion-mcp-server MCP server](https://glama.ai/mcp/servers/@wazionapps/wazion-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@wazionapps/wazion-mcp-server) 📇 ☁️ - WhatsApp Business tools: send messages, automate workflows, run campaigns and manage CRM.
- [webtoolbox/websitetoolbox-mcp](https://github.com/webtoolbox/websitetoolbox-mcp) [![webtoolbox/websitetoolbox-mcp MCP server](https://glama.ai/mcp/servers/webtoolbox/websitetoolbox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/webtoolbox/websitetoolbox-mcp) 📇 🏠 - Manage Website Toolbox forums via the Forum REST API: categories, topics, posts, users, user groups, conversations, moderators, tags and page views.
- [wildsurfer/your-mail-mcp](https://github.com/wildsurfer/your-mail-mcp) [![wildsurfer/your-mail-mcp MCP server](https://glama.ai/mcp/servers/wildsurfer/your-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wildsurfer/your-mail-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Read-only, self-hosted search over multiple IMAP accounts, mirrored by mbsync into a local notmuch index. Cannot send, delete or move mail.
- [windborne/zulipmcp](https://github.com/windborne/zulipmcp) [![windborne/zulipmcp MCP server](https://glama.ai/mcp/servers/windborne/zulipmcp/badges/score.svg)](https://glama.ai/mcp/servers/windborne/zulipmcp) 🐍 ☁️ - Run AI agents in Zulip as @mentionable bots or connect Zulip to any MCP client, with real-time listening, session management and file handling.
- [yjcho9317/nworks](https://github.com/yjcho9317/nworks) [![nworks MCP server](https://glama.ai/mcp/servers/yjcho9317/nworks/badges/score.svg)](https://glama.ai/mcp/servers/yjcho9317/nworks) 📇 🏠 🍎 🪟 🐧 - Manage NAVER WORKS messages, calendar, drive, mail, tasks and boards, also available as a CLI.
- [YS-projectcalc/agent-cold-email](https://github.com/YS-projectcalc/agent-cold-email) [![YS-projectcalc/agent-cold-email MCP server](https://glama.ai/mcp/servers/YS-projectcalc/agent-cold-email/badges/score.svg)](https://glama.ai/mcp/servers/YS-projectcalc/agent-cold-email) 🎖️ 📇 ☁️ - Coldrig cold-email infrastructure run by your agent: buy domains, provision mailboxes, warm up, run sequences and handle replies.
- [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) 📇 ☁️ - Manage Google Tasks.
- [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - Feishu document management with built-in Feishu OAuth: create blocks, update content and more.
- [loglux/whatsapp-mcp-stream](https://github.com/loglux/whatsapp-mcp-stream) [![whatsapp-mcp-stream MCP server](https://glama.ai/mcp/servers/@loglux/whatsapp-mcp-stream/badges/score.svg)](https://glama.ai/mcp/servers/@loglux/whatsapp-mcp-stream) 📇 🏠 🍎 🪟 🐧 - WhatsApp integration with a web admin UI (QR login, status, settings), two-way media upload and download, and SQLite persistence.
- [Zacccck/Claude-MCP-Read-Email-Attachments](https://github.com/Zacccck/Claude-MCP-Read-Email-Attachments) [![Zacccck/Claude-MCP-Read-Email-Attachments MCP server](https://glama.ai/mcp/servers/Zacccck/Claude-MCP-Read-Email-Attachments/badges/score.svg)](https://glama.ai/mcp/servers/Zacccck/Claude-MCP-Read-Email-Attachments) 📇 ☁️ 🏠 🪟 - Read Outlook email attachments via Microsoft Graph, parsing PDF, Word (including embedded images), Excel and text files into structured content.
- [zerodrop-dev/zerodrop-mcp](https://github.com/zerodrop-dev/zerodrop-mcp) [![zerodrop-dev/zerodrop-mcp MCP server](https://glama.ai/mcp/servers/zerodrop-dev/zerodrop-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zerodrop-dev/zerodrop-mcp) 📇 ☁️ - Disposable email inboxes for AI agents with automatic OTP and magic-link extraction, for testing signups and auth flows.
- [starnikovoleg/tgatlas-mcp](https://github.com/starnikovoleg/tgatlas-mcp) [![tgAtlas MCP server](https://glama.ai/mcp/servers/starnikovoleg/tgatlas-mcp/badges/score.svg)](https://glama.ai/mcp/servers/starnikovoleg/tgatlas-mcp) 📇 🏠 - Public Telegram channels without a user session: channel profiles, posts with view and forward counts, discussion threads and recommended channels.

### 🗣️ <a name="conversational-ai"></a>Conversational AI

Tools for building and operating AI conversation agents that hold structured dialogues with end users.

- [TsvetanG2/cognigy-ai-mcp-management-server](https://github.com/TsvetanG2/cognigy-ai-mcp-management-server) [![TsvetanG2/cognigy-ai-mcp-management-server MCP server](https://glama.ai/mcp/servers/TsvetanG2/cognigy-ai-mcp-management-server/badges/score.svg)](https://glama.ai/mcp/servers/TsvetanG2/cognigy-ai-mcp-management-server) 📇 - Manage and automate the Cognigy.AI conversational AI platform: flows, agents, snapshots, NLU, functions and deployment.
- [bodyegypt/lobbyvoices-mcp](https://github.com/bodyegypt/lobbyvoices-mcp) [![bodyegypt/lobbyvoices-mcp MCP server](https://glama.ai/mcp/servers/bodyegypt/lobbyvoices-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bodyegypt/lobbyvoices-mcp) 🎖️ ☁️ - Tools from Lobby, an AI receptionist for small businesses: write phone scripts and IVR menus, generate ElevenLabs agent prompts and role-play calls.
- [puspoaditya/cloudflare-workers-ai-mcp](https://github.com/puspoaditya/cloudflare-workers-ai-mcp) [![puspoaditya/cloudflare-workers-ai-mcp MCP server](https://glama.ai/mcp/servers/puspoaditya/cloudflare-workers-ai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/puspoaditya/cloudflare-workers-ai-mcp) 📇 ☁️ 🍎 🪟 🐧 - Cloudflare Workers AI inference: LLM chat completions (Llama, Qwen, DeepSeek), BGE text embeddings and Flux image generation.
- [Perspective-AI/mcp](https://github.com/Perspective-AI/mcp) [![Perspective-AI/mcp MCP server](https://glama.ai/mcp/servers/Perspective-AI/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Perspective-AI/mcp) 🎖️ 📇 ☁️ - Design Perspective AI conversation agents that replace static forms, analyze conversations, deploy embeds and automate follow-ups.
- [guillaumehussong/standard-vocal-mcp](https://github.com/guillaumehussong/standard-vocal-mcp) [![guillaumehussong/standard-vocal-mcp MCP server](https://glama.ai/mcp/servers/guillaumehussong/standard-vocal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/guillaumehussong/standard-vocal-mcp) 📇 🏠 - Build and test Vapi phone agents: vertical templates, self-testing agents, audio forensics, prompt versioning and CI regression gates.

### 🔑 <a name="cryptography"></a>Cryptography

Tools for encrypting and decrypting data.

- [degenlegion-com/waxseal-sdk](https://github.com/degenlegion-com/waxseal-sdk) [![degenlegion-com/waxseal-sdk MCP server](https://glama.ai/mcp/servers/degenlegion-com/waxseal-sdk/badges/score.svg)](https://glama.ai/mcp/servers/degenlegion-com/waxseal-sdk) 📇 ☁️ 🏠 - On-chain Ed25519 identity for AI agents: verify seals by fingerprint, validate document signatures and gate irreversible actions behind human-signed approvals.
- [denismaggior8/enigma-python-mcp](https://github.com/denismaggior8/enigma-python-mcp) [![denismaggior8/enigma-python-mcp MCP server](https://glama.ai/mcp/servers/denismaggior8/enigma-python-mcp/badges/score.svg)](https://glama.ai/mcp/servers/denismaggior8/enigma-python-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Encrypt and decrypt messages with historically accurate Enigma machine emulators from the enigmapython library.
- [ogasurfproject-jpg/horizon-shield](https://github.com/ogasurfproject-jpg/horizon-shield/tree/main/workers/hs-jidec-mcp) [![ogasurfproject-jpg/horizon-shield MCP server](https://glama.ai/mcp/servers/ogasurfproject-jpg/horizon-shield/badges/score.svg)](https://glama.ai/mcp/servers/ogasurfproject-jpg/horizon-shield) 📇 ☁️ - Verify AI-agent evidence records on the Bitcoin-anchored JIDEC ledger: fetch record bytes, recompute the SHA-256 and check the OpenTimestamps timestamp.
- [laszlopere/mcp-bytesmith](https://github.com/laszlopere/mcp-bytesmith) [![laszlopere/mcp-bytesmith MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-bytesmith/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-bytesmith) 🐍 🏠 - Offline byte toolbox: hex/Base64/Base58 encoding, cryptographic and CRC hashing, base conversion, secure tokens, plus optional Ethereum/EVM tools.
- [Fulcrum-Enterprises/verify-proof](https://github.com/Fulcrum-Enterprises/verify-proof) [![Fulcrum-Enterprises/verify-proof MCP server](https://glama.ai/mcp/servers/Fulcrum-Enterprises/verify-proof/badges/score.svg)](https://glama.ai/mcp/servers/Fulcrum-Enterprises/verify-proof) 🐍 🏠 🍎 🪟 🐧 - Verify blockchain-anchored timestamp proofs locally: recompute a file's SHA-256, walk the Merkle path and check the anchor on Polygon or Bitcoin.

### 👤 <a name="customer-data-platforms"></a>Customer Data Platforms

Provides access to customer profiles inside of customer data platforms

- [Aleksey-Panf/b2b-enrichment-mcp](https://github.com/Aleksey-Panf/b2b-enrichment-mcp) [![Aleksey-Panf/b2b-enrichment-mcp MCP server](https://glama.ai/mcp/servers/Aleksey-Panf/b2b-enrichment-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Aleksey-Panf/b2b-enrichment-mcp) 🐍 ☁️ - B2B lead enrichment via Hunter.io and Apollo: email discovery, domain search, company data and contact verification.
- [anpekesen/namegender-mcp](https://github.com/anpekesen/namegender-mcp) [![anpekesen/namegender-mcp MCP server](https://glama.ai/mcp/servers/anpekesen/namegender-mcp/badges/score.svg)](https://glama.ai/mcp/servers/anpekesen/namegender-mcp) 🎖️ 📇 ☁️ - Gender from names, emails and usernames via NameGender, with probability, sample size and source on every answer, bulk lookups of up to 100 values and the countries a name is recorded in.
- [azmartone67/dchub-mcp-server](https://github.com/azmartone67/dchub-mcp-server) [![azmartone67/dchub-mcp-server MCP server](https://glama.ai/mcp/servers/azmartone67/dchub-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/azmartone67/dchub-mcp-server) 📇 ☁️ - Data center, power and gas intelligence from DC Hub: facilities, US power market scores, M&A deals, ISO grid telemetry, fiber routes and energy prices.
- [antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - Generate visual charts using AntV.
- [bouncewatch/mcp](https://github.com/bouncewatch/mcp) [![bouncewatch/mcp MCP server](https://glama.ai/mcp/servers/bouncewatch/mcp/badges/score.svg)](https://glama.ai/mcp/servers/bouncewatch/mcp) 🎖️ ☁️ - Track company events such as funding, senior hires, partnerships and expansion, with dated, weighted signals, natural-language queries and watch alerts.
- [ckalima/pipedrive-mcp-server](https://github.com/ckalima/pipedrive-mcp-server) [![ckalima/pipedrive-mcp-server MCP server](https://glama.ai/mcp/servers/ckalima/pipedrive-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ckalima/pipedrive-mcp-server) 📇 ☁️ - Manage Pipedrive CRM deals, persons, organizations, activities, products, projects, tasks, leads, notes and mail, with opt-in delete tools.
- [echoloc-ai/echoloc-mcp](https://github.com/echoloc-ai/echoloc-mcp) [![echoloc-ai/echoloc-mcp MCP server](https://glama.ai/mcp/servers/echoloc-ai/echoloc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/echoloc-ai/echoloc-mcp) 🎖️ 🐍 ☁️ - Company technographics from hiring data: find companies adopting, replacing or evaluating technologies and enrich domains with firmographics and hiring signals.
- [hustcc/mcp-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - Generate visual charts dynamically using Apache ECharts.
- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - Generate Mermaid diagrams and charts dynamically.
- [ictinnovations/ictcrm-mcp](https://github.com/ictinnovations/ictcrm-mcp) [![ictinnovations/ictcrm-mcp MCP server](https://glama.ai/mcp/servers/ictinnovations/ictcrm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ictinnovations/ictcrm-mcp) 📇 🏠 🍎 🪟 🐧 - ICTCRM, an open-source CRM with built-in telephony: read contact groups, with opt-in tools to create and delete contacts and add them to calling campaigns.
- [iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - Ask iaptic about customer purchases, transaction data and app revenue statistics.
- [embeddedlayers/mcp-analytics](https://github.com/embeddedlayers/mcp-analytics) [![embeddedlayers/mcp-analytics MCP server](https://glama.ai/mcp/servers/embeddedlayers/mcp-analytics/badges/score.svg)](https://glama.ai/mcp/servers/embeddedlayers/mcp-analytics) 🐍 ☁️ - Statistical analysis, forecasting and ML on CSV files or live data from Shopify, Stripe, GA4 and more, with interactive HTML reports.
- [mambalabsdev/mcp-gtm-signals-aggregator](https://github.com/mambalabsdev/mcp-gtm-signals-aggregator) [![mambalabsdev/mcp-gtm-signals-aggregator MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-signals-aggregator/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-signals-aggregator) 📇 ☁️ - Combines hiring and tech stack signals into a composite GTM intelligence brief with overall signal scoring per company.
- [mambalabsdev/mcp-icp-fit-scorer](https://github.com/mambalabsdev/mcp-icp-fit-scorer) [![mambalabsdev/mcp-icp-fit-scorer MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-icp-fit-scorer/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-icp-fit-scorer) 📇 ☁️ - Score a company against a weighted ideal customer profile, returning a 0-100 score, an A/B/C tier and a per-signal breakdown.
- [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍 ☁️ - Connect any open data source to LLMs.
- [penmadebykisss/bitrix24-mcp](https://github.com/penmadebykisss/bitrix24-mcp) [![penmadebykisss/bitrix24-mcp MCP server](https://glama.ai/mcp/servers/penmadebykisss/bitrix24-mcp/badges/score.svg)](https://glama.ai/mcp/servers/penmadebykisss/bitrix24-mcp) 📇 ☁️ 🍎 🪟 🐧 - Bitrix24 CRM via inbound webhook: search and edit deals, leads, contacts, tasks and timeline comments, plus sales analytics — pipeline report with manager leaderboard, stale deals and overdue tasks.
- [QuackbackIO/quackback](https://github.com/QuackbackIO/quackback) 📇 ☁️ - Open-source customer feedback platform: search and triage posts, update statuses, comment, vote, manage roadmaps, merge duplicates and publish changelogs.
- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - Access and update profiles on an Apache Unomi CDP server.
- [skippedaga/yanifend-mcp](https://github.com/skippedaga/yanifend-mcp) [![skippedaga/yanifend-mcp MCP server](https://glama.ai/mcp/servers/skippedaga/yanifend-mcp/badges/score.svg)](https://glama.ai/mcp/servers/skippedaga/yanifend-mcp) ☕ ☁️ - Manage questions and options of YaniFend, a WordPress feedback widget, and read collected answers.
- [lionkiii/google-searchconsole-mcp](https://github.com/lionkiii/google-searchconsole-mcp) [![google-searchconsole-mcp MCP server](https://glama.ai/mcp/servers/lionkiii/google-searchconsole-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lionkiii/google-searchconsole-mcp) 📇 🏠 - Google Search Console SEO tools: search analytics, URL inspection, sitemap management, keyword opportunities, brand analysis and performance comparison.
- [saurabhsharma2u/search-console-mcp](https://github.com/saurabhsharma2u/search-console-mcp) - Interact with Google Search Console and Bing Webmaster Tools.

### 🗄️ <a name="databases"></a>Databases

Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access.

- [dockndevai/mcp-percona-pg](https://github.com/dockndevai/mcp-percona-pg) [![dockndevai/mcp-percona-pg MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-percona-pg/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-percona-pg) 📇 🏠 🍎 🪟 🐧 - Manage Percona Operator for PostgreSQL clusters: PgBouncer pooling, tuning, backups and PITR, DR and major upgrades, with gated destructive actions.
- [dockndevai/mcp-clickhouse](https://github.com/dockndevai/mcp-clickhouse) [![dockndevai/mcp-clickhouse MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-clickhouse/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-clickhouse) 📇 🏠 🍎 🪟 🐧 - ClickHouse schema exploration, analytical queries and management, with statements gated by access mode, row caps and auditing.
- [agenticfabriq/mnemiq](https://github.com/agenticfabriq/mnemiq) [![mnemiq MCP server – quality and maintenance score on Glama](https://glama.ai/mcp/servers/agenticfabriq/mnemiq/badges/score.svg)](https://glama.ai/mcp/servers/agenticfabriq/mnemiq) 🐍 🏠 🍎 🪟 🐧 - Natural-language questions over Postgres, Oracle, Snowflake, Databricks, DuckDB and SQLite; gen

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Created: 2024-11-30
Last activity: 2026-10-10
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