punkpeye/awesome-mcp-servers

^Ad

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

• What is MCP?
• Clients
• Remote Servers
• Tutorials
• Community
• Legend
• Server Implementations
• Frameworks
• Tips & Tricks

MCP 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.

Checkout awesome-mcp-clients and glama.ai/mcp/clients.

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.

• Tool Definition Quality Score (TDQS)
• Model Context Protocol (MCP) Quickstart
• Setup Claude Desktop App to Use a SQLite Database

• r/mcp Reddit
• Discord Server

• 🎖️ – 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

• 🔗 - Aggregators
• 🤝 - Agreements & Coordination
• 🎨 - Art & Culture
• 📐 - Architecture & Design
• 📂 - Browser Automation
• 🧬 - Biology Medicine and Bioinformatics
• ☁️ - Cloud Platforms
• 👨‍💻 - Code Execution
• 🤖 - Coding Agents
• 🖥️ - Command Line
• 💬 - Communication
• 🗣️ - Conversational AI
• 🔑 - Cryptography
• 👤 - Customer Data Platforms
• 🗄️ - Databases
• 📊 - Data Platforms
• 🚚 - Delivery
• 🛠️ - Developer Tools
• 🧮 - Data Science Tools
• 📊 - Data Visualization
• 📟 - Embedded system
• 🎓 - Education
• 🛒 - E-Commerce
• 🌳 - Environment & Nature
• 📂 - File Systems
• 💰 - Finance & Fintech
• 🎮 - Gaming
• 🏠 - Home Automation
• 🪪 - Identity
• 🏭 - Industrial & IoT
• 🧠 - Knowledge & Memory
• ⚖️ - Legal
• 🗺️ - Location Services
• 🎯 - Marketing
• 📊 - Monitoring
• 🎥 - Multimedia Process
• 🖥️ - OS Automation
• 🎙️ - Podcasts
• 📋 - Product Management
• 🏠 - Real Estate
• 🔬 - Research
• 🔎 - Search & Data Extraction
• 🔒 - Security
• 🌐 - Social Media
• 🔮 - Spirituality & Esoterica
• 🏃 - Sports
• 🎧 - Support & Service Management
• 🌎 - Translation Services
• 🎧 - Text-to-Speech
• 🎙️ - Speech-to-Text
• 🚆 - Travel & Transportation
• 🔄 - Version Control
• 🏢 - Workplace & Productivity
• 🛠️ - Other Tools and Integrations

Servers for accessing many apps and tools through a single MCP server.

• 402signalhq/402signal 🐍 ☁️ - Checks and validates live x402 payment routes across Base, Solana and Algorand.

• 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 📇 ☁️ - 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 📇 🏠 - 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 📇 ☁️ 🏠 - Edge firewall for exposing internal PostgreSQL databases and APIs to AI agents with strict validation.

• 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 📇 - 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 📇 ☁️ - 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Aggregates multiple MCP servers into one unified server.

• 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 📇 ☁️ - Intelligence endpoints for security, company, threat, compliance, sales, sports, property and health data, paid via x402 micropayments on Base.

• 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 📇 - 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 🎖️ 📇 ☁️ - Graded MCP registry: live-probes remote servers from the MCP Registry (initialization, tool listing, schema quality, latency, provenance) and publishes grades.

• 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 🐍 ☁️ - Daily-verified dataset of LLM API prices for Chinese and global models, with live price queries and token cost estimation.

• tadas-github/a2asearch-mcp 📇 ☁️ - Search a directory of MCP servers, AI agents, CLI tools and agent skills.

• 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 📇 ☁️ - Live catalog of x402-payable HTTP tools from AgentBodega: search, public data, social media, status checks, media conversion and agent-readiness checks.

• 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 📇 🏠 🍎 🪟 🐧 - Agent-to-agent (A2A) commerce framework using Nostr NIP-90 and Cashu eCash micro-settlements.

• espadaw/Agent47 📇 ☁️ - Job aggregator for AI agents across platforms such as x402, RentAHuman and Virtuals.

• 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 📇 ☁️ - Self-hostable API gateway and marketplace for AI agents with one API key, REST and streaming access, and health monitoring.

• AgentHotspot 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search, integrate and monetize MCP connectors on the AgentHotspot marketplace.

• 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 ☁️ - Skill marketplace where AI agents discover, purchase and integrate skills.

• 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 📇 ☁️ 🍎 🪟 🐧 - CLIRank API intelligence for coding agents: discover, compare and get recommendations for APIs scored on agent-friendliness.

• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - AIMarket Hub plugin that packages AIMarket capabilities as self-hosted MCP servers with a Docker image, manifest and client config.

• 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 🦀 🏠 - 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 🐍 ☁️ - 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 📇 ☁️ - 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 📇 ☁️ - Agent-to-agent marketplace where AI agents discover, invoke and pay for other agents' services using USDC on Base.

• arikusi/deepseek-mcp-server 📇 ☁️ 🍎 🪟 🐧 - DeepSeek AI chat and reasoning with multi-turn sessions, function calling, thinking mode and cost tracking.

• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Search the awesome-mcp.tools catalog of MCP servers from an MCP client or the terminal.

• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ - Pay-per-request AI chat completions across supported models via x402, with automatic Solana USDC payments and fail-closed spending caps.

• 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 📇 ☁️ - x402 discovery hub: search engine for agent services, paid with USDC on Base via x402.

• 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 📇 🏠 🍎 🪟 🐧 - Unified MCP platform that connects many apps, tools and services behind one interface.

• 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 🏎️ 🏠 - Self-hosted MCP server registry for enterprise AI agents.

• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Search a curated catalog of AI agents, skills, prompts, bundles and MCP connectors.

• 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 ☁️ 📇 🍎 🪟 🐧 - Lists MCP servers so you can ask your client which ones could improve your daily workflow.

• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 - 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 📇 🏠 🪟 🍎 🐧 - Generate images from text prompts with Google's Imagen 3 API, with photography, artistic and photorealistic controls.

• hashgraph-online/hashnet-mcp-js 📇 ☁️ 🍎 🪟 🐧 - Discover, register and chat with AI agents on the Hashgraph network via the Registry Broker.

• 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 📇 🏠 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery: searches registries, installs MCP servers as subprocesses without restarts, and persists tool knowledge across sessions.

• 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 📇 ☁️ 🍎 🪟 🐧 - Search and browse the AllMCPs.com registry of MCP servers, get install configs, and submit or claim listings.

• jaspertvdm/mcp-server-gemini-bridge 🐍 ☁️ - Bridge to the Google Gemini API for accessing Gemini Pro and Flash models.

• 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 🐍 ☁️ - Bridge to the OpenAI API for accessing GPT-4, GPT-4o and other OpenAI models.

• 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 🏎️ 🏠 ☁️ - Query apps with SQL from a single local-first binary; also connects to PostgreSQL, MySQL and SQLite-compatible databases.

• 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search and use Claude Agent Skills from any model or client as if natively supported.

• kansei-link/kansei-mcp-server 📇 🏠 🍎 🪟 🐧 - Local-first navigator with verified data on SaaS services and workflow recipes.

• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - MapRag: RAG-focused MCP subregistry for discovering and routing to retrieval-capable MCP servers with structured constraints and explainable ranking.

• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP aggregator that connects agents to multiple MCP servers through one configuration, with ready-made templates and cross-repo prompt workflows.

• MastadoonPrime/sylex-search 🐍 📇 ☁️ 🍎 🪟 🐧 - Search engine for AI agents to discover products, services and businesses across categories, without LLM calls.

• 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 🐍 ☁️ 🍎 🪟 🐧 - Access xAI's Grok API with agentic tool calling, image generation, vision and file support.

• metatool-ai/metatool-app 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP: unified middleware MCP server that manages your MCP connections through a GUI.

• 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 🏎️ 🏠 🍎 🪟 🐧 - 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 🎖️ 🐍 ☁️ 📟 - 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - 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 🎖️ 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ 🍎 🪟 🐧 - 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 🐍 ☁️ 🏠 🍎 🪟 - Automatically discover and configure MCP servers on your local machine.

• portel-dev/ncp 📇 ☁️ 🏠 🍎 🪟 🐧 - Orchestrates all your MCP servers through tool discovery, reducing token overhead.

• 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 📇 ☁️ - Search developer infrastructure deals, free tiers and startup programs, compare vendors, plan stacks and track pricing changes.

• 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 🐍 🏠 🍎 🪟 🐧 - Hub that aggregates tools from multiple MCP servers with unified BM25 and regex search and deferred loading.

• 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 📇 ☁️ - Preflight checks for x402 payments: detect decoys, zombie endpoints, dead services and price traps before an agent pays, plus forensics and alternatives.

• 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 🍎 🪟 🐧 ☁️ 🏠 🐍 - 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 🏎️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - 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 📇 ☁️ - Image generation and editing with OpenAI's GPT image models.

• sxhxliang/mcp-access-point 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server without code changes.

• 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 📇 ☁️ - 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 📇 🏠 ☁️ 🍎 🪟 🐧 - MCPX: open-source gateway for managing MCP servers at scale, centralizing tool discovery, access controls, call prioritization and usage tracking.

• 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 📇 ☁️ - Deterministic date and time reasoning: arithmetic, DST-aware time zones, business days, public holidays, RFC 5545 recurrence and Gregorian/Persian conversion.

• 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 📇 🏠 - 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 🐍 🏠 🍎 🪟 🐧 - 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 ☁️ 🍎 🪟 - Connect MCP hosts to apps such as Notion, Slack, Monday and Airtable.

• wegotdocs/open-mcp 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server and add it to the open-source open-mcp.org registry.

• whiteknightonhorse/APIbase 📇 ☁️ - API hub covering travel (Amadeus, Sabre), Polymarket prediction markets, crypto and weather, paid per call via x402 in USDC.

• 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - 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 🐍 ☁️ - 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 📇 ☁️ 🍎 🪟 🐧 - Search x402-enabled HTTP APIs by keyword, paid per search via x402 micropayments on Base.

• 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - Aggregate personal data from Steam, YouTube, Bilibili, Spotify, Reddit and other gaming, music, video and social platforms, with OAuth2 and token management.

• 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 🐍 ☁️ 🏠 - 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 🦀 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - 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 🦀 🏠 🍎 🪟 🐧 - Rust template for an MCP server that queries Anthropic's Claude API via the crimson-crab SDK.

• 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 📇 ☁️ - 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Labor marketplace protocol for AI agents with atomic escrow and weighted anti-Sybil reputation.

• 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 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Search FCC, ITU, UNOOSA and FAA space regulatory filings via Orbit Sentinel: semantic search, entity dossiers, spectrum holdings, launch licenses and alerts.

MCP servers for creating, coordinating, and executing agreements: commitments, escrow, and multi-party decision workflows across humans, agents, and organizations.

• BrightbeamAI/chap 🎖️ 📇 🏠 🍎 🪟 🐧 - CHAP Coordinator for auditable human-agent collaboration: approvals, overrides, handoffs, escalations and hash-linked evidence.

• 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ - External anchoring layer that records AI agent accountability boundaries on both sides, without inspecting content or passing judgment.

• 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 🎖️ 📇 ☁️ - 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 🏠 🪟 🍎 🐧 - Detect and normalize traces of machine generation in Russian text, without authorship verdicts.

• 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 📇 ☁️ - 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 📇 ☁️ - Open Task Relay: bounded public-good tasks that AI agents can discover, complete, submit and independently verify.

• 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 📇 ☁️ 🏠 - 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 🎖️ 🐍 ☁️ - 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.

• 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 📇 🏠 🍎 🪟 🐧 - Color-vision accessibility: check palettes and images for colorblind safety, generate safe palettes, simulate color blindness and create Ishihara-style plates.

Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.

• AceDataCloud/MCPFlux 🐍 ☁️ - Flux image generation and editing from Black Forest Labs via the Ace Data Cloud API.

• musajala/musajala-mcp 📇 ☁️ - Collaborative Arabic poetry arena and Poetic Equity protocol connecting AI agents with human poets.

• AceDataCloud/MCPNanoBanana 🐍 ☁️ - Nano Banana image generation and editing, including virtual try-on and product placement in realistic scenes.

• AceDataCloud/MCPSeedream 🐍 ☁️ - ByteDance Seedream image generation and editing via the Ace Data Cloud API.

• AIDataNordic/alexandria-mcp 🐍 ☁️ - Semantic search over classical philosophy and humanities works.

• 8enSmith/mcp-open-library 📇 ☁️ - Search for book information via the Open Library API.

• 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 🐍 🏠 🪟 🐧 - Generate animations locally using Manim.

• austenstone/myinstants-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Soundboard with meme sounds from myinstants.com: search, play and browse categories.

• ahujasid/blender-mcp 🐍 - Connect AI assistants to Blender.

• albertnahas/icogenie-mcp 📇 ☁️ - Generate SVG icons from text descriptions with customizable styles.

• 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 🐍 🏠 🍎 🪟 🐧 - Access the Shahnameh (Book of Kings), Ferdowsi's Persian epic poem, including sections, verses and explanations.

• arikusi/nakkas 📇 🏠 🍎 🪟 🐧 - SVG art engine controlled through JSON config: CSS keyframe and SMIL animations, parametric curves, filters, gradients and PNG preview.

• 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 🐍 🏠 🍎 🪟 🐧 - Control JupyterCAD using natural language.

• attalla1/photopea-mcp-server 📇 🏠 🍎 🪟 🐧 - Image editing through Photopea: documents, layers, text, shapes, filters, effects and export.

• krupalghori44-dev/infyicon-mcp 📇 ☁️ - Search hand-drawn Infyicon icons in four matching styles and fetch SVG markup or PNG URLs.

• quokkapix/quokkapix-mcp 📇 🏠 🍎 🪟 🐧 - Resize, compress, convert, remove backgrounds, strip metadata, watermark and export images locally through QuokkaPix, without uploading source images.

• BluesPrince/thiri-mcp 📇 ☁️ 🏠 - Deterministic music theory: chord and Roman numeral analysis, voicing and reharmonization.

• burningion/video-editing-mcp 🐍 - Add, analyze, search and generate video edits from your Video Jungle collection.

• cantian-ai/bazi-mcp 📇 🏠 ☁️ 🍎 🪟 - Bazi (Chinese astrology) charting and analysis.

• 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 📇 ☁️ - Image generation, background removal and 4x upscaling, paid per image via x402 in USDC on Base.

• Cifero74/mcp-apple-music 🐍 🏠 🍎 - Apple Music integration: search the catalog, browse your library, manage playlists and get personalized recommendations.

• codex-curator/studiomcphub 🐍 ☁️ - Creative AI tools: image generation, upscaling, background removal, product mockups, CMYK conversion, print-ready PDFs, SVG vectorization and watermarking.

• ConstantineB6/comfy-pilot 🐍 🏠 - View, edit and run ComfyUI node-based image generation workflows, with an embedded terminal.

• 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 📇 ☁️ - Interact with the Discogs API.

• 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 📇 ☁️ 🍎 🪟 🐧 - The Bible as a knowledge graph of verses, people, places, topics and Hebrew lexemes: scripture search, interlinear lookup, cross references and genealogy.

• 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 🐍 🏠 - Create pixel art using the Aseprite API.

• djalal/quran-mcp-server 📇 ☁️ - Interact with the Quran.com corpus via its REST API.

• drakonkat/wizzy-mcp-tmdb 📇 ☁️ - Search and retrieve movie, TV show and person information from The Movie Database (TMDB) API.

• 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 🐍 🏠 🍎 - Local bridge for DaVinci Resolve (Free and Studio): timeline inspection, zoom animation, color adjustments and duplicate-timeline review.

• gavxm/ani-mcp 📇 🏠 - AniList integration with taste-aware recommendations, watch analytics, social tools and list management.

• 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 📇 ☁️ - Generate and edit SVGs via natural language, with real-time updates and secure file handling.

• 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 🐍 ☁️ 🍎 🪟 🐧 - Spotify tools: smart shuffle, natural-language song search, vibe analysis, artist network mapping, taste evolution and playlist management.

• 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 📇 ☁️ 🏠 - 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 📇 🏠 🍎 🪟 🐧 - 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.

• 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 🎖️ 📇 ☁️ - Manage your LabelGrid music distribution catalog, releases, analytics and royalties.

• 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 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Create memes from memebo.at templates: search the catalog, caption a template and get a shareable meme link.

• mikechao/metmuseum-mcp 📇 ☁️ - Search and display artworks via the Metropolitan Museum of Art Collection API.

• 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 🐍 ☁️ - Access the Smithsonian Institution's Open Access collections.

• noteboxd/mcp 📇 ☁️ 🏠 - Query the Noteboxd fragrance encyclopedia for perfumes, notes, accords, brands, perfumers, reviews and charts.

• 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 📇 🏠 - 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 #️⃣ ☁️ - 3D printer access: live printer state, webcam snapshots and printer control.

• 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 📇 🏠 🍎 🪟 - 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 📇 🏠 🍎 🪟 - 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 🐍 🏠 - Connect AI assistants to Autodesk Maya.

• 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 🐍 🏠 🐧 - 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 📇 ☁️ - 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 📇 ☁️ - Access historical WWII records, photographs and documents from the Netherlands (1940-1945) via the Oorlogsbronnen (War Sources) API.

• r-huijts/rijksmuseum-mcp 📇 ☁️ - Search artworks and get details and collections via the Rijksmuseum API.

• raveenb/fal-mcp-server 🐍 ☁️ - Generate images, videos and music with Fal.ai models such as FLUX, Stable Diffusion and MusicGen.

• 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 🐍 🏠 🪟 - Control FL Studio: in-DAW mixing (gain staging, EQ, compression, reverb, reference matching), routing and composition.

• runcomfy-com/runcomfy-mcp 🎖️ 🐍 ☁️ - Manage RunComfy ComfyUI serverless deployments, hosted model inference and LoRA training jobs.

• samuelgursky/davinci-resolve-mcp 🐍 - DaVinci Resolve integration for video editing, color grading, media management and project control.

• 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 📇 🏠 🍎 🪟 🐧 - Bazi (Four Pillars) charting with true solar time correction and output in Chinese, English, Japanese and Korean.

• smeet666/mcp-lrclib 📇 ☁️ 🍎 🪟 🐧 - Search tracks on LRCLIB and read their lyrics, including time-synced LRC lines, with compact search results.

• 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 📇 ☁️ - Search Shakespeare monologues by character, play or first line, and fetch full text, modern-English paraphrases and scene or play summaries.

• 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Offline image processing: resize, crop, convert, compress, rotate, flip, thumbnails, watermarks, effects, placeholders and overlays.

• TwelveTake-Studios/reaper-mcp 🐍 🏠 🍎 🪟 🐧 - Control the REAPER DAW for mixing, mastering, MIDI composition and music production.

• 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 📇 ☁️ - Generate, edit and upscale AI video and images (Seedance, Veo, Kling, FLUX, Nano Banana) via VicSee.

• 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 📇 🏠 🍎 🪟 🐧 - Conversational Spotify control: play by description and manage the queue, devices, playlists and library, with a guided setup wizard.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Anime and manga information from the AniList API.

• 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.

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 🎖️ 📇 ☁️ - 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Bidirectional Figma bridge: turn selections into framework-aware code reusing your components and tokens, or create frames, text, styles, variables and screens.
• 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Generate Excalidraw architecture diagrams with auto-layout, technology-aware component styling (databases, queues, caches) and stateful editing.
• 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 📇 🏠 ☁️ 🍎 🪟 🐧 - Detect contradictions and architectural drift in Kubernetes manifests, READMEs, OpenAPI specs and Word docs, with deterministic scoring and resolution advice.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ - Turn local projects or GitHub repositories into Mermaid diagrams rendered via Kroki.
• 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 📇 🏠 🍎 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Generate iOS UI mockups as PNG and HTML from a text prompt, using Claude and a headless Playwright renderer.
• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🍎 🪟 🐧 - Mermaid diagram generation (flowcharts, sequence, class, ER, architecture and state diagrams) with templates, layout engines and SVG/PNG/PDF export.
• 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 🎖️ 🐍 ☁️ - Korean architecture, engineering and construction knowledge: KDS, KCS and KS standards, statutes and expertise in one graph, with answers citing clauses.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 🐍 ☁️ - 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 🐍 🏠 🍎 🪟 🐧 - Architectural decision tracking with testable predictions and outcome gates, stored in append-only JSONL.
• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Create Mermaid diagrams in a shared workspace, with version history, comments, embedding, presentation decks and diagram linting.

• ajibadedapo/flowproof-mcp 🐍 🏠 ☁️ - Run reproducible Nextflow bioinformatics pipelines with verifiable Workflow Run RO-Crate provenance: container digests, tool versions and checksums.
• ammawla/encode-toolkit 🐧 - Search, download, track and analyze functional genomics experiments from the ENCODE Project.
• cafferychen777/ChatSpatial 🐍 🏠 - Spatial transcriptomics analysis: cell annotation, deconvolution, spatial statistics and visualization.
• Crindo2/gph-mcp-server 📇 ☁️ - Match US medical practices with healthcare service vendors for billing, credentialing, EHR, compliance and legal.
• 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 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first continuous glucose monitor data from the Dexcom Developer API and FreeStyle Libre via LibreLink Up.
• davidmosiah/wellness-nourish 📇 🏠 🍎 🪟 🐧 - Nutrition and hydration tracking: food search, barcode lookup, meal estimation, intake logs and daily summaries.
• dnaerys/onekgpd-mcp ☕ ☁️ 🍎 🪟 🐧 - Real-time access to the 1000 Genomes Project dataset.
• ericblair1903/nutrients-mcp 📇 ☁️ 🍎 🪟 🐧 - Nutrition analysis from a food photo or text description: calories, macros, vitamins, minerals, allergens and dietary flags.
• 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 🐍 ☁️ - Access personal health and biometric data (sleep stages, heart rate, HRV, glucose, workouts), calendar and location via the Fulcra Life API.
• genomoncology/biomcp 🐍 ☁️ - Access biomedical research data from PubMed, ClinicalTrials.gov and MyVariant.info.
• 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 🐍 ☁️ - 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 🐍 ☁️ - Interact with the UCSC Genome Browser API to find genomes, chromosomes and more.
• JamesANZ/medical-mcp 📇 🏠 - Query medical information, drug databases, drug interactions and clinical guidelines.
• 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 📇 🏠 - Read-only FHIR access to the Practice Fusion EHR: search patients and review appointments, conditions, medications and lab results.
• 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 📇 ☁️ - Healthcare billing: ICD-10, CPT and HCPCS code lookup, prior authorization prediction, claims validation, denial-risk scoring and HIPAA compliance auditing.
• SEOSiri-Official/biorobotics 🐍 🏠 🍎 🪟 🐧 - Bio-robotics engine that converts biological data from the UniProt API into Cartesian G-code coordinates.
• 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 🐍 🏠 - Bridge DICOM, HL7v2 and FHIR: cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding and integration patterns.
• longevity-genie/biothings-mcp 🐍 🏠 ☁️ - Query the BioThings API for genes, genetic variants, drugs and taxonomic information.
• longevity-genie/gget-mcp 🐍 🏠 ☁️ - Bioinformatics toolkit for genomics queries and analysis, wrapping the gget library.
• longevity-genie/opengenes-mcp 🎖️ 🐍 🏠 ☁️ - Query the OpenGenes database for aging and longevity research.
• longevity-genie/synergy-age-mcp 🎖️ 🐍 🏠 ☁️ - Query the SynergyAge database of synergistic and antagonistic genetic interactions in longevity.
• 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 📇 ☁️ - Health economics and outcomes research: literature search across PubMed, NICE, CADTH, ICER and more, cost-effectiveness modeling and HTA dossier preparation.
• OHNLP/omop_mcp 🐍 🏠 ☁️ - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.
• 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 📇 ☁️ - 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 🐍 - Clinical research tools for trial coordinators and life sciences teams: real-time access to PubMed and ClinicalTrials.gov.
• pubspro/pubmed-search 📇 ☁️ - Search PubMed and summarize biomedical literature.
• Rajskij/oura-mcp 📇 ☁️ 🏠 - Read-only, self-hosted access to Oura Ring sleep, readiness, activity, stress and heart rate data.
• 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 📇 🏠 ☁️ 🍎 🪟 - 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Access and analyze exported Apple Health data.
• the-momentum/fhir-mcp-server 🐍 🏠 ☁️ - Connect to FHIR servers, for example to query patient history in natural language.
• 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 📇 ☁️ - 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 📇 ☁️ - Classify the likely biological cause of 3am wakeups from symptom descriptions using The Longevity Vault's five-cause framework.
• wso2/fhir-mcp-server 🐍 🏠 ☁️ - Search, retrieve, create, update and analyze clinical data via FHIR APIs, with SMART-on-FHIR authentication.
• wjgoarxiv/pymol-mcp 🐍 🏠 🍎 🪟 🐧 - Headless PyMOL for molecular visualization, GROMACS/LAMMPS trajectories and clathrate-hydrate cage analysis, including H-bond networks and order parameters.

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

• 34892002/bilibili-mcp-js 📇 🏠 - Search Bilibili content, with LangChain integration examples.
• achiya-automation/safari-mcp 📇 🏠 🍎 - Native Safari browser automation without a Chrome dependency.
• 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 📇 🏠 - 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 📇 🏠 - Browser automation using Puppeteer, supporting local and remote browser connections.
• Agent360dk/browser-mcp 📇 🏠 - Control your real, logged-in Chrome browser via an extension, with multiple concurrent color-coded sessions.
• 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 #️⃣ 🏠 🍎 🪟 🐧 - Web scraper that returns clean Markdown, distributed as a single binary.
• parastejpal987-cmyk/opticparse-public 🐍 🏠 ☁️ 🍎 🪟 🐧 - Visual, multimodal web scraping without CSS selectors, plus phishing and crypto drainer detection.
• 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 🐍 🏠 🍎 🪟 🐧 - Undetected Chrome automation via nodriver for anti-bot protected sites: accessibility snapshots, input automation, network inspection and persistent sessions.
• aparajithn/agent-scraper-mcp 🐍 ☁️ - Web scraping: clean content extraction, CSS-selector scraping, Playwright screenshots, link and metadata extraction, and Google search.
• 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 📇 🏠 🍎 - Access and organize open tabs, bookmarks and recent links across macOS browsers via the SupaSidebar app.
• automatalabs/mcp-server-playwright 🐍 - Browser automation using Playwright.
• BB-fat/browser-use-rs 🦀 - Lightweight browser automation with zero dependencies.
• 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 📇 🏠 🍎 🪟 🐧 - One-click browser-tab screenshots, captured by a companion extension and served locally to the model on demand.
• 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 🦀 🏠 🍎 🪟 🐧 - 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 🐍 - Browser automation using Playwright, tailored for LLMs.
• browserless/browserless-mcp 🎖️ ☁️ - Headless browser automation and web scraping via the Browserless smart scraper API.
• browsermcp/mcp 📇 🏠 - Automate your local Chrome browser.
• brutalzinn/simple-mcp-selenium 📇 🏠 - Control browsers with Selenium using natural language, for testing, automation and multi-user scenarios.
• 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 🐍 ☁️ - Convert URLs into screenshots, PDFs or structured extracts.
• 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 📇 ☁️ - Rent residential Chrome browsers run by real people, with real fingerprints and residential IPs.
• 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 📇 ☁️ - Generate screenshots, PDFs, OG images and narrated video recordings.
• 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.
• 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 🏎️ 🏠 🍎 🐧 🪟 - Automate YouTube operations, also available as a CLI.
• executeautomation/playwright-mcp-server 📇 - Browser automation and web scraping using Playwright.
• eyalzh/browser-control-mcp 📇 🏠 - Control the user's Firefox browser via a companion extension.
• 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 🎖️ 📇 ☁️ 🏠 - Firecrawl web scraping: search, scrape, crawl, map and extract structured data, with live browser interaction and website change monitoring.
• fradser/mcp-server-apple-reminders 📇 🏠 🍎 - Interact with Apple Reminders on macOS.
• 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 📇 🏠 🍎 🪟 🐧 - Drive your logged-in Chrome via an extension: compact element refs, visual regression, accessibility, SEO and security audits, and network mocking.
• 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 🏠 - Website testing with Playwright: assertions, auto form-fill, persistent logins, network mocking, and accessibility, SEO, GEO and Lighthouse audits.
• sh6drack/zen-mcp 📇 🏠 - Zen Browser automation via WebDriver BiDi: navigation, form filling, screenshots and JavaScript evaluation.
• hanzili/comet-mcp 📇 🏠 🍎 - Connect to the Perplexity Comet browser for agentic browsing, deep research and real-time task monitoring.
• hshintelligence/agent-scrape 📇 ☁️ - Pay-per-call web scraping via x402 on Base, with structured extraction, screenshots, metadata, browser sessions and workflows.
• 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 📇 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Create, run, debug and manage Selenix browser automation tests through natural language.
• 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 📇 🏠 - Autonomous browser automation.
• kimtaeyoon83/mcp-server-youtube-transcript 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis.
• samson-art/transcriptor-mcp 📇 ☁️ - Get transcripts and metadata for summarization and content analysis.
• kimtth/mcp-aoai-web-browsing 🐍 🏠 - Minimal MCP server and client implementation using Azure OpenAI and Playwright.
• 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 🏠 🍎 🐧 - Headless browser for AI and web automation with a built-in MCP server.
• LvcidPsyche/auto-browser 🐍 🏠 🐧 🍎 🪟 - Browser agent with human takeover via noVNC, reusable auth profiles, approval and audit controls, and isolated Docker sessions.
• 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 📇 🏠 - Read any URL as a clean AIDocument (Markdown plus structure) through Lyrenth's cached index.
• 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 🐍 🏠 🍎 🪟 🐧 - 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 - Playwright browser automation: interact with web pages through structured accessibility snapshots.
• Mingye-Lu/AgenticCrawler 🦀 🏠 🍎 🪟 🐧 - Autonomous, goal-driven LLM web crawler with stealth browsing, distributed as a single binary.
• ndthanhdev/mcp-browser-kit 📇 🏠 - Interact with your local browsers.
• 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 📇 ☁️ - Web scraping, crawling and search API: extract content as Markdown or JSON, batch-process URLs and get answers with citations.
• 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 📇 🏠 🍎 🪟 🐧 - Security-hardened Chrome automation and logins with post-quantum encryption, a credential vault, memory scrubbing and audit logging.
• PhungXuanAnh/selenium-mcp-server 🐍 🏠 🍎 🪟 🐧 - Web automation through Selenium WebDriver.
• 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 📇 🏠 - Web search using Google search results.
• 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 🐍 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - Record actions on any website and replay them in headless Playwright, with encrypted credentials and AI-based selector healing.
• RapierCraft/alterlab-mcp-server 📇 ☁️ - Web scraping, structured data extraction and screenshots with JavaScript rendering, residential proxy rotation and automatic retries.
• realwigu/mcp-doctor 📇 🏠 🍎 🪟 🐧 - Diagnostics for MCP servers: discover client configs, test connections, audit security issues and benchmark latency.
• 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 📇 🏠 🍎 - Integration with Apple Shortcuts.
• Retio-ai/pagemap 🐍 🏠 - Compress web page HTML into compact structured maps that preserve actionable elements, so agents can read and interact with pages using fewer tokens.
• ScrapeUnblocker/scrapeunblocker-mcp 📇 🏠 🍎 🪟 🐧 - Fetch web page HTML, AI-parsed JSON or Google results through the ScrapeUnblocker anti-bot API.
• 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 🐍 🏠 🍎 🪟 🐧 - Browser automation, testing and bot-detection bypass using SeleniumBase CDP Mode with Chromium, including click-based CAPTCHA solving.
• 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 📇 🐍 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Website screenshots via Chromium with full-page capture, country-specific proxies and automatic ad and cookie-banner removal.
• 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 🎖️ 📇 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - Playwright MCP-compatible browser automation using CloakBrowser Chromium.
• sylin-org/ghostlight 🦀 🏠 🪟 🐧 - Visible local browser automation in your signed-in Chromium profile, with recovery and optional policy and audit controls.
• trueoriginlabs/vibatchium 🐍 🏠 🐧 - Self-hosted stealth Chrome automation via Patchright: parallel persistent profiles, encrypted credential vault with 2FA, and prompt-injection scanning.
• 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 📇 ☁️ - Render any URL or raw HTML as PNG, JPEG, WebP or PDF, with batch processing, geo-targeting and async webhooks.
• 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 📇 🏠 - Browser and mobile app automation with WebdriverIO: control browsers and automate native Android and iOS apps via WebDriver and Appium.
• xspadex/bilibili-mcp 📇 🏠 - Fetch trending videos from Bilibili.
• 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 📇 🏠 🍎 🪟 🐧 - 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 ☁️ 🏠 - Real-time data from GitHub, Hacker News, Scholar, arXiv, YC, jobs, finance and package trends, with every result timestamped for freshness.
• zumerlab/snapsurf 📇 🏠 🍎 🪟 🐧 - Browser navigation and verification: compact semantic page digests, ranked text search, and typed diffs after each action with assertions.
• 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 🐍 📇 ☁️ - Identify CAPTCHA types and parameters, create solving tasks and retrieve results via the CapMonster Cloud API, with access to its docs.

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

• 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 🐍 🏠 - 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 📇 🏠 🍎 🪟 🐧 - Read-only Oracle Cloud (OCI) resource discovery, dependency mapping and reproducible Terraform generation, with secret redaction.
• dockndevai/mcp-azure 📇 🏠 🍎 🪟 🐧 - Azure Resource Manager inventory, tags and VM lifecycle management, with resource-group allowlists, delete gating and typed confirmation.
• 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 🎖️ 📇 🏠 🍎 🐧 - Deploy AI-generated code to decentralized storage networks such as Greenfield, IPFS and Arweave via 4EVERLAND Hosting.
• adiosdotdev/mcp 📇 ☁️ - Manage Adios workspaces, previews, builds, logs, services and production deployments.
• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 - AWS SSO integration: log in, list accounts and roles, and run AWS CLI commands with temporary credentials.
• agentmetal/mcp 🎖️ 📇 ☁️ - Provision, SSH into, run commands on and manage Linux VPSes, paying with USDC over x402 or by card.
• 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 📇 ☁️ - Upload to and manipulate IPFS storage.
• aparajithn/agent-deploy-dashboard-mcp 🐍 ☁️ - Unified deployment dashboard for Vercel, Render, Railway and Fly.io: deploy status, logs, environment variables, rollbacks and health checks.
• 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 🐍 🏠 - 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 🐍 🏠 - Manage Proxmox VE clusters: VMs, containers, snapshots, templates, cloud-init, firewall and migrations, with two-step confirmation for destructive actions.
• 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 🐍 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🎖️ 🐍 ☁️ - Operate Alibaba Cloud resources, including ECS, Cloud Monitor, OOS and other widely used cloud products.
• awslabs/mcp 🎖️ ☁️ - Suite of servers for integrating with AWS services and resources.
• backblaze-labs/b2-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Manage Backblaze B2 buckets, files, keys, Object Lock and S3-compatible storage.
• 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 🐍 ☁️ - VMware ESXi and vCenter virtual machine management via a REST API.
• 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 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2 and D1.
• davidlandais/ovh-api-mcp 🦀 ☁️ - Access the entire OVH API through search and execute tools that run sandboxed JavaScript (Code Mode).
• cyclops-ui/mcp-cyclops 🎖️ 🏎️ ☁️ - Manage Kubernetes resources through the Cyclops abstraction.
• 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 🐍 ☁️/🏠 - Kubernetes operations via kubectl and helm through natural language, integrated with Open WebUI.
• erikhoward/adls-mcp-server 🐍 ☁️/🏠 - Azure Data Lake Storage: manage containers and file metadata, and read, write, upload and download files.
• espressif/esp-rainmaker-mcp 🎖️ 🐍 🏠 ☁️ 📟 - Manage and control ESP RainMaker devices.
• flux159/mcp-server-kubernetes 📇 ☁️/🏠 - Kubernetes cluster operations for pods, deployments and services.
• friendlygeorge/docker-mcp-server 📇 🏠 - Docker container management: health checks, auto-restart, Compose lifecycle and log streaming.
• 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 📇 ☁️ - Access Cloudeval project context and reports for cloud evaluations of Azure and AWS CloudFormation, with a read-only toolset.
• 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 🏎️ ☁️ - Manage Spinnaker applications, pipelines, executions and cloud infrastructure via the Gate API.
• hardik-id/azure-resource-graph-mcp-server 📇 ☁️/🏠 - Query, analyze and monitor Azure resources at scale using Azure Resource Graph.
• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Control Easypanel deployments, services, environment variables, logs, domains, databases and monitoring, with confirmation for destructive actions.
• 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 📇 ☁️ - 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 📇 ☁️/🏠 - Manage the Marzban proxy/VPN panel: users, subscriptions, nodes, hosts, config and system stats, with confirmation for destructive calls.
• Infrawise/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Azure FinOps cost optimization: idle resources, rightsizing and Reserved Instance recommendations.
• ionos-cloud/ionoscloud-mcp 🏎️ ☁️ - Inspect and manage IONOS Cloud infrastructure.
• 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 📇 ☁️ - Oracle Cloud Infrastructure price data with cost calculators and cross-provider comparisons.
• 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 ☁️ - Access Netskope Private Access components within an NPA environment, with setup details and usage examples.
• 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Provision and manage Krova Cloud Cubes (Firecracker microVMs with root access), plus custom domains, TCP port mappings and snapshots.
• shiped-app/shiped-mcp ☁️ - Deploy AI-generated HTML, CSS and JavaScript to a public HTTPS URL.
• 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 🎖️ 🐍 ☁️ - Manage the software licensing lifecycle in Labs64 NetLicensing through natural language.
• joachimBrindeau/domain-mcp 📇 ☁️ 🍎 🪟 🐧 - Manage Dynadot domains, DNS, WHOIS, nameservers, transfers and aftermarket listings.
• 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 🎖️ 📇 ☁️ - Deploy services on Lizard with managed Postgres, Redis and S3, logs and metrics, secrets, scaling and custom domains.
• localstack/localstack-mcp-server 🎖️ 📇 🏠 - Manage LocalStack local AWS environments: lifecycle operations, infrastructure deployments, log analysis, fault injection and state management.
• luno-cms/mcp 🎖️ 📇 ☁️ - LUNO hosted backend platform: CMS, forms, auth and storage. Unrelated to the Luno cryptocurrency exchange.
• manusa/Kubernetes MCP Server 🏎️ 🏠 - Kubernetes and OpenShift management: CRUD operations on any resource plus specialized cluster tools.
• mikusnuz/dynadot-mcp 📇 ☁️ - Dynadot domain registrar API: domain search, registration, DNS, contacts, transfers and marketplace.
• mctlhq/mctl-mcp ☁️ - Kubernetes management and automated GitOps.
• 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 🏎️ ☁️/🏠 - Rancher ecosystem tools: multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks) and Fleet GitOps.
• Nebula-Block-Data/nebulablock-mcp-server 📇 🏠 - Access the full NebulaBlock API.
• 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 🐍 ☁️ - Microsoft Graph access to Outlook mail and calendar, Teams, OneDrive, SharePoint, OneNote, Planner and Entra ID.
• Novence-ai/mcp 📇 ☁️ - Create, check, deploy and host static sites.
• 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 🦀 🏠 - Manage Terraform environments: read configurations, analyze plans, apply configurations and manage state.
• 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 🐍 ☁️ - OpenStack cloud infrastructure management based on openstacksdk.
• ofershap/mcp-server-cloudflare 📇 ☁️ - Manage Cloudflare Workers, KV, R2, Pages, DNS and cache.
• ofershap/mcp-server-s3 📇 ☁️ - AWS S3 operations: list buckets, browse objects, upload and download files, and generate presigned URLs.
• pibblokto/cert-manager-mcp-server 🐍 🍎/🐧 ☁️ - Manage and troubleshoot cert-manager.
• plopino/plopino-mcp 📇 ☁️ 🍎 🪟 🐧 - Publish HTML written in chat or local files and folders to a public URL, preserving folder structure.
• 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 🏎️ ☁️/🏠 - Interact with Portainer instances: container management, deployment operations and infrastructure monitoring.
• nikhilnt1234/TokenBurnRate 📇 🏠 - Track LLM token costs across Claude, GPT and Gemini, with optimization hints and savings estimates.
• CodesWhat/portkey-admin-mcp 📇 ☁️ - Portkey Admin API control plane: prompts, configs, keys, analytics, guardrails, integrations and deployments.
• 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 🐍 🏠 - Integration with the PythonAnywhere cloud platform.
• 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 🐍 ☁️ - Access Qiniu Cloud products such as Cloud Storage and media processing services.
• redis/mcp-redis-cloud 📇 ☁️ - Manage Redis Cloud resources in natural language: create databases, monitor subscriptions and configure cloud deployments.
• reza-gholizade/k8s-mcp-server 🏎️ ☁️/🏠 - Interact with Kubernetes clusters: API resource discovery, resource management, pod logs, metrics and events.
• rohitg00/kubectl-mcp-server 🐍 ☁️/🏠 - Interact with Kubernetes clusters through natural language.
• 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.
• rrmistry/tilt-mcp 🐍 🏠 🍎 🪟 🐧 - Access Tilt resources, logs and management operations for Kubernetes development environments.
• sevalla-hosting/mcp 📇 ☁️ - Manage Sevalla cloud infrastructure.
• shdomi8599/vibie-mcp 📇 ☁️ 🍎 🪟 🐧 - Deploy static HTML folders to permanent Vibie URLs, with folder markers for easy redeploys.
• shipstatic/mcp 📇 ☁️ - Deploy and manage static sites: upload files, get a URL and connect custom domains.
• Sidd27/infrawise 📇 ☁️ 🏠 - Cloud infrastructure analysis: detect IaC drift, missing indexes, security gaps and performance anti-patterns across AWS services and databases.
• silenceper/mcp-k8s 🏎️ ☁️/🏠 - Manage any Kubernetes resource, including native resources and CRDs, through natural language.
• 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 📇 ☁️ - Manage domains, DNS records, contacts and marketplace listings via the Spaceship API.
• spre-sre/lumino-mcp-server 🐍 ☁️ - SRE observability for Kubernetes and OpenShift: Tekton pipeline debugging, log analysis, root cause analysis and predictive monitoring.
• StacklokLabs/mkp 🏎️ ☁️ - Interact with Kubernetes clusters: list and apply Kubernetes resources.
• StacklokLabs/ocireg-mcp 🏎️ ☁️ - Interact with OCI registries: retrieve container image information, list tags and more.
• 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 🏎️ ☁️/🏠 - Kubernetes cluster operations.
• 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 🏎️ 🏠/☁️ - Interface with Nutanix Prism Central resources.
• trilogy-group/aws-pricing-mcp 🏎️ ☁️/🏠 - Get up-to-date EC2 prices in one call from a pre-parsed AWS price catalogue.
• txn2/kubefwd 🏎️ 🏠 - Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring and pod log streaming.
• 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 📇 ☁️ - Query book information.
• 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 🏎️ ☁️/🏠 - Multi-cluster Kubernetes management and operations, embeddable as an SDK, covering common DevOps tasks for standard and CRD resources.
• wenhuwang/mcp-k8s-eye 🏎️ ☁️/🏠 - Kubernetes management plus cluster and application health analysis.
• akkireddy-challa/k8s-mcp-server 🐍 ☁️ 🏠 - Kubernetes cluster operations: inspect pods, deployments, services and logs.
• 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 🏎️ ☁️ 🍎 🪟 🐧 - Live AWS, GCP and Azure prices for FinOps: public list prices and enterprise negotiated rates (Reserved Instances, Savings Plans, CUDs, EDPs).
• 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 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ - VMware vSphere/vCenter management: VM lifecycle, deployment, guest operations, snapshots and clusters, with confirmation gates, dry-run mode and audit logging.
• 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 🐍 ☁️ - Read-only VMware vSphere/vCenter monitoring: inventory, alarms, events, host health, VM info and snapshot listing.
• 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 🐍 ☁️ - VMware NSX security: Distributed Firewall policies and rules, security groups, Traceflow troubleshooting and IDS/IPS profiles, with checks before deletion.
• 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 🐍 ☁️ - VMware Tanzu / vSphere Kubernetes Service: Supervisor cluster, namespace and Tanzu Kubernetes Cluster lifecycle, with dry-run mode and kubeconfig export.
• zyli5313/dochost-mcp 📇 ☁️ - Publish Markdown or HTML to a public shareable link, served script-free from a separate cookieless origin.

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

• 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 🐍 ☁️ 🐧 🍎 🪟 - Execute code through the Piston remote code execution engine.
• 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 🏎️ ☁️ - Access any API through its existing OpenAPI documentation.
• 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 🎖️ 📇 ☁️ - Dedicated Linux VM sandboxes for untrusted, model-generated code: run commands, move files, expose a preview URL and destroy the VM.
• gwbischof/outsource-mcp 🐍 ☁️ - Delegate tasks to other AI providers' models, e.g. ask OpenAI to generate an image.
• hileamlakB/PRIMS 🐍 🏠 - Python runtime interpreter that executes submitted code in an isolated environment.
• 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 🦀 🏠 🍎 🪟 🐧 - Run untrusted Python/JavaScript code in WebAssembly sandboxes.
• 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 🐍 🏠 🍎 🪟 🐧 - 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 #️⃣ ☁️ - Access any API via its OpenAPI specification, with full JSON Schema support for parameters and request bodies.
• r33drichards/mcp-js 🦀 🏠 🐧 🍎 - JavaScript sandbox that uses V8 isolation to run AI-generated code locally, with heap snapshotting for persistent sessions.
• Reachpad/reachpad-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - SWI-Prolog execution for LLMs with CLP(FD), negation as failure and recursion.
• 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 📇 🏠 - 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 📇 ☁️ 🏠 🐧 🍎 🪟 - 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 🐍 🏠 🍎 🪟 🐧 - 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 🎖️ 📇 ☁️ - Run LLM-generated code in a YepCode sandbox and create custom MCP tools in JavaScript or Python with npm and PyPI packages.

Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.

• 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 📇 🏠 🍎 🪟 🐧 - Manage a 5dive agent fleet: file tasks, message and inspect agents, and read the fleet digest.
• 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.
• 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 🐍 🏠 🍎 🪟 🐧 - AI council: query CLI agents (Claude Code, Codex, Gemini and OpenCode) in parallel with deliberation rounds.
• 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 🐍 🏠 - DevOps and networking tools: network monitoring, system diagnostics, automation workflows and infrastructure management.
• 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 - Structured, model-driven interaction with network devices via Cisco pyATS.
• 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.
• aybelatchane/mcp-server-terminal 🦀 🏠 🍎 🪟 🐧 - Interact with TUI/CLI applications through a structured terminal state tree with element detection, like Playwright for terminals.
• aymericzip/intlayer 📇 ☁️ 🏠 - IDE assistance for the Intlayer i18n/CMS tool: CLI access and documentation.
• 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🏎️ 🏠 🍎 🪟 🐧 - SSH control for Linux and Windows servers, with long-running commands and execution on multiple hosts at once.
• 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 - 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 🏎️ 🏠 🍎 🪟 🐧 - Coordinate parallel coding agents: TTL file claims across git worktrees, hooks blocking colliding edits, presence, handoff notes and searchable lessons.
• 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 📇 🏠 - Turn any CLI tool with --help output into an MCP server, with caching.
• ejentum/ejentum-mcp 📇 🏠 - Reasoning, code, anti-deception and memory tools for AI agents.
• ezyang/codemcp 🐍 🏠 - Coding agent with basic read, write and command line tools.
• 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 📇 ☁️ 🏠 - Delegate tasks to OpenClaw AI assistant agents with sync and async tools.
• 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 - Access iTerm: run commands and ask questions about what is shown in the terminal.
• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 - Run arbitrary commands and scripts.
• gabrielmaialva33/winx-code-agent 🦀 🏠 - Rust reimplementation of WCGW for coding agents: shell execution and file management.
• 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Delegate real-world actions to Hermes Agent: research, browser workflows, messaging, scheduling and skills, with risky actions requiring approval.
• irskep/persistproc 🐍 🏠 - See and control long-running processes such as web servers: start, stop, restart and read logs.
• 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 📇 ☁️ - 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 📇 🏠 - 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 📇 🏠 - Governed runtime for AI coding agents with budget caps, verifier gates, runaway-loop prevention, rollback evidence and inspectable run receipts.
• 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 🦀 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 - Local server and Agent Skill for TraeCN desktop automation on macOS.
• maxim-saplin/mcp_safe_local_python_executor - Safe Python interpreter based on Hugging Face smolagents' LocalPythonExecutor.
• micl2e2/code-to-tree 🌊 🏠 📟 🐧 🪟 🍎 - Convert source code into an AST, regardless of language.
• misiektoja/kill-process-mcp 🐍 🏠 🍎 🪟 🐧 - List and terminate OS processes via natural language queries.
• 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 🐍 🏠 - Command-line execution with customizable security policies.
• 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 ☁️ - Bridge to multiple OpenAI-compatible LLMs for rubber duck debugging: explain a problem to several AI ducks and get different perspectives.
• 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 📇 🏠 🍎 🪟 🐧 - Console automation and monitoring, like Playwright for terminal apps: session management, SSH, testing, monitoring and background jobs.
• oraios/serena 🐍 🏠 - Coding agent that uses language servers for symbolic code operations.
• 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 🐍 🏠 🍎 🪟 🐧 - 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 🐧 🪟 🍎 - 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 🎖️ 🏎️ ☁️ - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis and debate with ChatGPT, Claude and Gemini, including consensus and OWASP Top 10 checks.
• 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 📇 🏠 🍎 🪟 🐧 - Unofficial bridge from Warp's Oz coding agent to any IDE or MCP client, plus native @oz in VS Code Copilot Chat.
• shashankss1205/codegraphcontext 🐍 🏠 🍎 🪟 🐧 - Index local code into a graph database to give AI assistants context, with graphical code visualizations for humans.
• 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 🐍 🏠 🍎 🪟 🐧 - Use Claude Code Skills from any IDE or CLI.
• sonirico/mcp-shell 🏎️ 🏠 🍎 🪟 🐧 - Run shell commands securely, auditably and on demand in isolated environments such as Docker.
• 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 🏠 - Coding agent for Max (Max/MSP/Jitter), the visual programming language for music and multimedia.
• 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 📇 🏠 🐧 🪟 - SSH control for Linux and Windows servers: execute remote shell commands with password or SSH key authentication.
• Touchpoint-Labs/touchpoint 🐍 🏠 🍎 🪟 🐧 - See, find and interact with UI elements in any desktop application, like Playwright for the whole OS.
• tumf/mcp-shell-server - Secure shell command execution.
• 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 🦀 🏠 🍎 🪟 🐧 - Developer tools for file editing, shell command execution and screen capture.
• 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Code intelligence for Elixir: module search, function tracking and PR attribution via tree-sitter AST parsing.
• wonderwhy-er/DesktopCommanderMCP 📇 🏠 🍎 🪟 🐧 - Manage and execute programs, and read, write, search and edit code and text files.
• 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 📇 ☁️ - Connect an IDE or AI assistant to Codex CLI for code analysis and editing, with support for multiple models.
• 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 📇 ☁️ - 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 🐍 🏠 - 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 🐍 🏠 🍎 🪟 🐧 - Control plane for AI coding agents: time-locks writing, requires evidence for claims, runs adversarial review and keeps a sealed verification record.

Run commands, capture output and otherwise interact with shells and command line tools.

• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 🏎️ - SSH connection manager with a TUI dashboard for discovering, searching and running commands on remote hosts.
• 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🐧 - 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 📇 🏠 🍎 🐧 - 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 🦀 🏠 🐧 - Linux system administration via typed actions instead of shell strings, with a signed audit log, one-time approval receipts and automatic rollback.
• 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 📇 🏠 🍎 🪟 🐧 - Launch, screenshot and interact with any TUI app.
• 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 🏎️ 🏠 🍎 🐧 - Interactive PTY sessions for AI agents: local shells, persistent SSH sessions with attach/detach, and serial ports.
• 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 📇 🏠 - Terminal for AI coding agents: persistent PTY sessions, incremental reads, headless screen capture, multi-agent orchestration and a web dashboard.
• 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 📇 🏠 🐧 🍎 - Terminal, filesystem and background-job tools for Linux and macOS.
• 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🐧 🍎 - Drive tmux locally or over SSH: sessions, windows, panes, keystrokes, pane capture and raw commands, with shared sessions for pair programming.
• 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 🦀 🏠 🍎 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Read-only SSH diagnostics for Linux and Docker servers using a fixed command allowlist, with secret redaction and per-command timeouts.
• 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.

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

• AbdelStark/nostr-mcp ☁️ - Interact with Nostr: post notes and more.
• 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 🐍 ☁️ - Interact with Twitter search and timeline.
• 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 📇 ☁️ - Email for AI agents: create inboxes on the fly to send, receive and act on email.
• 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 📇 ☁️ - 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 - 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 📇 ☁️ - 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 ☁️ - 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 📇 ☁️ 🏠 - Publish content to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky, LinkedIn, Medium and Twitter, adapted per platform with idempotent state.
• bababoi-bibilabu/agent-mq 📇 ☁️ 🏠 - Message queue that lets AI coding assistants message each other across sessions and machines. Self-hostable.
• areweai/tsgram-mcp - Use Claude with local workspace access from Telegram on your phone: read, write and code on the go.
• arpitbatra123/mcp-googletasks 📇 ☁️ - Interface with the Google Tasks API.
• 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 🐍 🏠 - Send desktop notifications with a sound effect when agent tasks complete.
• carterlasalle/mac_messages_mcp 🏠 🍎 - Query, analyze, send and receive iMessage conversations, with phone number validation, attachments, contacts and group chats.
• chaindead/telegram-mcp 🏎️ 🏠 - Telegram API integration: access user data, manage dialogs (chats, channels, groups), retrieve messages and handle read status.
• 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 🐍 🏠 - Security-focused SendGrid email sending with recipient/domain allowlists, send caps, review mode, an audit log and no silent BCC.
• 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 📇 ☁️ 🍎 🪟 🐧 - Email infrastructure for AI agents: create inboxes on the fly, send and receive email, search messages and manage threads.
• 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 🎖️ 📇 ☁️ - Search CometChat documentation and get curated implementation bundles for adding real-time chat, voice, video and moderation to apps.
• conarti/mattermost-mcp 📇 ☁️ - Mattermost API integration: list channels, read and post messages, manage threads and reactions, and monitor topics.
• Danielpeter-99/calcom-mcp 🐍 🏠 - Manage Cal.com event types, create bookings and access scheduling data.
• 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 🎖️ 📇 ☁️ - Place consent-based outbound phone calls and retrieve transcripts, summaries and outcomes.
• discourse/discourse-mcp 🎖️ 💎 ☁️ 🏠 🍎 🪟 🐧 - Discourse forum integration: search topics, read posts, manage categories and tags, discover users and interact with communities.
• 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 📇 ☁️ - Email read tracking via Gmail: send tracked emails and check whether they were opened, with open count, device and timing.
• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Inbox Zero features on top of Gmail, such as finding emails that need a reply or follow-up.
• 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 📇 ☁️ - Compose, price and send physical letters and postcards, paid with Solana.
• FastAlertNow/mcp-server 🎖️ 📇 ☁️ - List channels and send notifications through the FastAlert API.
• FantomaSkaRus1/telegram-bot-mcp 📇 ☁️ 🏠 - Covers the entire Telegram Bot API.
• 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 📇 ☁️ - X (Twitter) creator toolkit: tweet media downloads, curated hashtags, posting times, hook formulas, engagement calculators and a thread splitter.
• 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 📇 ☁️ - Make phone calls using VoIP/SIP and OpenAI's Realtime API, and observe the transcript.
• 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 📇 ☁️ 🍎 🪟 🐧 - EU-hosted email API: send transactional and marketing email, manage contacts and segments, run broadcasts, render templates and read analytics.
• 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 📇 ☁️ 🏠 - Send and fetch ntfy notifications on a self-hosted ntfy server, with token auth support.
• 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 📇 🏠 🍎 🪟 🐧 - 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 ☁️ - Send various types of messages to a WeCom group bot.
• 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 📇 🏠 🍎 - 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 🐍 🏠 🍎 - Safe access to the iMessage database to query and analyze conversations, with phone number validation and attachment handling.
• 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 📇 ☁️ 🍎 🪟 🐧 - Full Resend email API coverage plus diagnostics: deliverability analysis, DNS troubleshooting, email inspection, bounce explanations and account audits.
• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🎖️ ☁️ - 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 🐍 🏠 🍎 - 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 🐍 ☁️ - Microsoft Teams messaging: read, post and mention, and list members and threads.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Give AI agents an address on fmsg, an open federated messaging protocol: inbox, threads, replies, reactions, attachments and waiting for new messages.
• sendchamp/ai 🎖️ ☁️ - Read-only search over Sendchamp documentation for SMS, OTP verification and Africa-specific routing.
• 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 📇 ☁️ - 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 🐍 🏠 🍎 - 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 📇 🏠 - 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 📇 ☁️ - Manage Inxmail Commerce transactional emails: events, sendings, bounces, blocklist and blacklist, reactions and delivery tracking.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Read and send email, and manage mailboxes, custom domains and webhooks via the QMailing API.
• 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 📇 ☁️ - Provision dedicated real-SIM US phone numbers, receive and poll inbound SMS, and extract OTP codes for phone verification.
• redditapis/redditapis-mcp 📇 ☁️ - Read-only Reddit API access: subreddit listings, post, comment, community and user search, comment trees and top posts.
• 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 📇 ☁️ - 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 🐍 🏠 - Access Mattermost teams, channels and messages, plus an MCP host running as a Mattermost bot that can use configured 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 🐍 🏠 - Interact with Product Hunt trending posts, comments, collections, users and more.
• 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 📇 ☁️ 🏠 - Collaboration rooms for AI agents: create and join rooms and exchange real-time messages over MCP or A2A. Self-hostable.
• jtalk22/slack-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - Slack DMs, channels, threads and search without an OAuth app or admin approval.
• 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 📇 ☁️ - Query and interact with Bluesky instances.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Slack workspace integration.
• 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 🎖️ 📇 ☁️ - 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 📇 🏠 🍎 - Local access to macOS apps: Mail, Calendar, Contacts, Reminders, Notes, iMessage, Finder, Safari, OmniFocus, Teams, Outlook, OneDrive and Office documents.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 🐍 🏎️ - Search personal WhatsApp messages and contacts, and send messages to individuals or groups.
• 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 📇 🏠 🍎 🪟 🐧 - Multi-agent communication hub with real-time messaging, task scheduling, shared memory, trust-based evolution and role-based access control.
• 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 🎖 📇 ☁️ - Integrate with a LINE Official Account.
• littlebearapps/outlook-assistant 📇 ☁️ - Search an Outlook inbox, send emails, schedule meetings, manage contacts and configure mailbox settings.
• 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 📇 ☁️ - Have an AI make phone calls on your behalf: book reservations, schedule appointments and view call transcripts.
• 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 🐍 ☁️ - CalDAV calendars on any server (Yandex, Google, Nextcloud, iCloud and more): create events with recurrence, attendees and reminders, and search events.
• 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.
• 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 📇 ☁️ - Send, receive, monitor and reply to email with thread context via EngageLab Email.
• 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 🐍 🏠 🍎 - 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 📇 ☁️ - Email for AI agents: send and receive as Markdown with configurable human oversight (monitor, gate or fully autonomous).
• 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 📇 🏠 ☁️ - Events, tasks and journal entries on any CalDAV server (Radicale, Nextcloud, Fastmail, iCloud), with a calendar allowlist and approval for series changes.
• Sequenzy/mcp 📇 ☁️ 🍎 🪟 🐧 - Sequenzy email marketing automation: manage subscribers, lists, segments, templates, campaigns, sequences, transactional emails and analytics.
• 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 🐍 🏠 🪟 🐧 - Control QQ via NapCatQQ (OneBot v11): send and receive messages, manage groups and wake the agent on incoming messages.
• 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 📇 🏠 🍎 🪟 🐧 - Send, reply to and forward mail over SMTP, restricted to a recipient allowlist, with each message approved by a person before sending.
• 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 📇 ☁️ 🏠 - 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 📇 🏠 🍎 🪟 🐧 - Discord chat, moderation, automod, events and administration, including building a server from a description, with confirmation for destructive actions.
• overpod/mcp-telegram 📇 🏠 🍎 🪟 🐧 - Telegram via MTProto: read chats, search messages, download media and manage contacts, with QR code login.
• OverQuotaAI/chatterboxio-mcp-server 📇 ☁️ - Send ChatterBox bots to Zoom and Google Meet meetings and get transcripts and recordings.
• 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.
• PhononX/cv-mcp-server 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Create and manage Carbon Voice voice messages, conversations, direct messages, folders, voice memos and AI actions.
• Pingfyr/mcp 🎖️ 📇 ☁️ - Schedule reminders, notifications and webhooks with the Pingfyr scheduled delivery API.
• platfone-com/mcp 📇 ☁️ 🏠 - Rent virtual phone numbers worldwide, receive SMS and manage the full activation lifecycle via Platfone.
• PostcardBot/mcp-server 📇 ☁️ - Send physical postcards worldwide, individually or in bulk.
• PaSympa/discord-mcp 📇 🏠 🍎 🪟 🐧 - Multi-guild Discord management: messages, channels, roles, forums, webhooks and moderation.
• 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 📇 ☁️ - Send push notifications to iPhone, iPad and Mac via BotBell, with two-way replies, action buttons, Markdown and multi-bot management.
• saseq/discord-mcp ☕ 📇 🏠 🍎 🪟 🐧 - Interact with Discord and automate tasks.
• sawa-zen/vrchat-mcp 📇 🏠 - Interact with the VRChat API: retrieve information about friends, worlds, avatars and more.
• Sealjay/mcp-hey 📇 🏠 🍎 - Local access to Hey.com email via a cached session: read, search, send, reply and manage the Screener.
• Sendmux/sendmux-sdk 🐍 ☁️ 🏠 - Email inboxes for AI agents via Sendmux: receive, search and send mail.
• 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 📇 🏠 - Read, search and send email with Zoho Mail.
• 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 🎖️ 📇 ☁️ 🏠 - Serverless form backend, lead triage and contact form generator for static sites, React and JAMstack apps.
• Spix-HQ/spix-mcp 🐍 ☁️ - Phone numbers and voice for AI agents: make and receive calls, send email and manage contacts.
• 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 - Send notifications to your phone using ntfy.
• 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 📇 🏠 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 ☁️ - Tools for neurodivergent professionals: corporate-ambiguity translator, planner, and a guardrail against amplifying rumination, hyperfocus or sycophancy.
• userad/didlogic_mcp 🐍 ☁️ - Manage DIDLogic SIP endpoints, numbers and destinations.
• 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 📇 🏠 🍎 - Read iMessage data on macOS.
• wyattjoh/jmap-mcp 📇 ☁️ - Interact with JMAP (JSON Meta Application Protocol) email servers.
• wazionapps/mcp-server 📇 ☁️ - WhatsApp Business tools: send messages, automate workflows, run campaigns and manage CRM.
• 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 🏎️ 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - Manage NAVER WORKS messages, calendar, drive, mail, tasks and boards, also available as a CLI.
• 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 📇 ☁️ - Manage Google Tasks.
• ztxtxwd/open-feishu-mcp-server 📇 ☁️ 🏠 - Feishu document management with built-in Feishu OAuth: create blocks, update content and more.
• 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 📇 ☁️ 🏠 🪟 - Read Outlook email attachments via Microsoft Graph, parsing PDF, Word (including embedded images), Excel and text files into structured content.
• 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 📇 🏠 - Public Telegram channels without a user session: channel profiles, posts with view and forward counts, discussion threads and recommended channels.

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

• 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 🎖️ ☁️ - 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 📇 ☁️ 🍎 🪟 🐧 - Cloudflare Workers AI inference: LLM chat completions (Llama, Qwen, DeepSeek), BGE text embeddings and Flux image generation.
• Perspective-AI/mcp 🎖️ 📇 ☁️ - Design Perspective AI conversation agents that replace static forms, analyze conversations, deploy embeds and automate follow-ups.
• guillaumehussong/standard-vocal-mcp 📇 🏠 - Build and test Vapi phone agents: vertical templates, self-testing agents, audio forensics, prompt versioning and CI regression gates.

Tools for encrypting and decrypting data.

• 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - Encrypt and decrypt messages with historically accurate Enigma machine emulators from the enigmapython library.
• 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 🐍 🏠 - Offline byte toolbox: hex/Base64/Base58 encoding, cryptographic and CRC hashing, base conversion, secure tokens, plus optional Ethereum/EVM tools.
• 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.

Provides access to customer profiles inside of customer data platforms

• Aleksey-Panf/b2b-enrichment-mcp 🐍 ☁️ - B2B lead enrichment via Hunter.io and Apollo: email discovery, domain search, company data and contact verification.
• 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 🎖️ 📇 ☁️ - Generate visual charts using AntV.
• 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 📇 ☁️ - Manage Pipedrive CRM deals, persons, organizations, activities, products, projects, tasks, leads, notes and mail, with opt-in delete tools.
• 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 📇 🏠 - Generate visual charts dynamically using Apache ECharts.
• hustcc/mcp-mermaid 📇 🏠 - Generate Mermaid diagrams and charts dynamically.
• 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 🎖️ 📇 ☁️ - Ask iaptic about customer purchases, transaction data and app revenue statistics.
• 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-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 🐍 ☁️ - Connect any open data source to LLMs.
• 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 📇 ☁️ - Access and update profiles on an Apache Unomi CDP server.
• skippedaga/yanifend-mcp ☕ ☁️ - Manage questions and options of YaniFend, a WordPress feedback widget, and read collected answers.
• 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 - Interact with Google Search Console and Bing Webmaster Tools.

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

• 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 📇 🏠 🍎 🪟 🐧 - ClickHouse schema exploration, analytical queries and management, with statements gated by access mode, row caps and auditing.

• agenticfabriq/mnemiq 🐍 🏠 🍎 🪟 🐧 - Natural-language questions over Postgres, Oracle, Snowflake, Databricks, DuckDB and SQLite; generated SQL is validated deterministically before running.

• AIops-tools/Postgres-AIops 🐍 🏠 - Governed PostgreSQL DBA operations: slow-query, bloat and lock analysis, index management, vacuum and replication lag, with audit logs and rollback.

• Aiven-Open/mcp-aiven 🐍 ☁️ 🎖️ - Navigate Aiven projects and interact with PostgreSQL, Apache Kafka, ClickHouse and OpenSearch services.

• alexanderzuev/supabase-mcp-server - Execute SQL queries and explore Supabase databases.

• aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - Alibaba Cloud Tablestore: add documents and search them semantically by vectors and scalars, suited to serverless RAG.

• amineelkouhen/mcp-cockroachdb 🐍 ☁️ - Manage, monitor and query data in CockroachDB.

• andyWang1688/sql-query-mcp 🐍 🏠 - Work with PostgreSQL and MySQL within clear boundaries: schema discovery, sampling, read-only queries and query-plan inspection.

• antonorlov/mcp-postgres-server 📇 🏠 ☁️ 🍎 🪟 🐧 - Access PostgreSQL databases, including those behind an SSH bastion.

• appwrite/mcp 🎖️ 🐍 ☁️ - Manage Appwrite databases, auth, users, functions, storage, messaging and more.

• ArcadeData/arcadedb 🎖️ ☕ 🏠 - Built into ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin and MongoDB QL support.

• Arun-kc/schemabrain 🐍 🏠 🍎 🪟 🐧 - Read-only Postgres access with SQL compiled from your own definitions, PII refusal and a tamper-evident audit chain.

• astandrik/local-ydb-toolkit 📇 🏠 - Operate Docker-based local-ydb deployments locally or over SSH: bootstrap, diagnostics, auth hardening, storage workflows, dump/restore and upgrades.

• benborla29/mcp-server-mysql ☁️ 🏠 - MySQL database integration with configurable access controls and schema inspection.

• bram2w/baserow - Baserow database integration: search and list tables, and create, read, update and delete rows.

• c4pt0r/mcp-server-tidb 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities.

• centralmind/gateway 🏎️ 🏠 🍎 🪟 - Automatically generate APIs from database schema and data for PostgreSQL, ClickHouse, MySQL, Snowflake, BigQuery and Supabase.

• ChristianHinge/dicom-mcp 🐍 ☁️ 🏠 - DICOM integration to query, read and move medical images and reports from PACS and other DICOM-compliant systems.

• chroma-core/chroma-mcp 🎖️ 🐍 ☁️ 🏠 - Access local and cloud Chroma instances for retrieval.

• ClickHouse/mcp-clickhouse 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities.

• codeurali/mcp-dataverse 📇 🏠 ☁️ - Microsoft Dataverse: entity CRUD, FetchXML and OData queries, metadata inspection, workflow execution, audit logs and Power Platform integration.

• confluentinc/mcp-confluent 🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.

• corebasehq/coremcp 🏎️ ☁️ 🏠 - Tunnel-based bridge connecting local and on-premise databases (such as MSSQL) to LLMs, with AST-based query safety and PII masking.

• Couchbase-Ecosystem/mcp-server-couchbase 🎖️ 🐍 ☁️ 🏠 - Unified access to Couchbase Capella and self-managed clusters for document operations, SQL++ queries and natural-language data analysis.

• cr7258/elasticsearch-mcp-server 🐍 🏠 - Interact with Elasticsearch.

• crystaldba/postgres-mcp 🐍 🏠 - Postgres development and operations: performance analysis, tuning and health checks.

• cvelasquez/mcp-sqlserver 📇 🏠 ☁️ - Manage many SQL Server instances from one config, grouped by client or environment, with execution plans, index audits and stored-procedure analysis.

• datacharter/datacharter 🐍 🏠 - Local, contract-governed federation across files and databases (Postgres, Snowflake, BigQuery, DuckDB, Excel) with read-only guards and PII masking.

• Dataring-engineering/mcp-server-trino 🐍 ☁️ - Query and access data in Trino clusters.

• davewind/mysql-mcp-server 🏎️ 🏠 - Read-only MySQL database access.

• designcomputer/mysql_mcp_server 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection and security guidelines.

• devopam/MCPg 🐍 🏠 ☁️ 🍎 🪟 🐧 - PostgreSQL catalog introspection, AST-validated query execution, index tuning, natural-language SQL, and pgvector, TimescaleDB and AGE integrations.

• domdomegg/airtable-mcp-server 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities.

• edwinbernadus/nocodb-mcp-server 📇 ☁️ - NocoDB database integration with read and write capabilities.

• ergut/mcp-bigquery-server 📇 ☁️ - Access and query Google BigQuery databases.

• Eszetael/postgres-mcp-hardened 🦀 🏠 ☁️ 🍎 🪟 🐧 - Read-only PostgreSQL access: AST-validated queries in read-only transactions, schema inspection, column redaction, EXPLAIN cost guard and audit log.

• f4ww4z/mcp-mysql-server 📇 🏠 - MySQL database integration for secure database operations.

• ferrants/memvid-mcp-server 🐍 🏠 - Local server for memvid storage and semantic search.

• fireproof-storage/mcp-database-server 📇 ☁️ - Fireproof ledger database with multi-user sync.

• Michael2150/flamerobin-mcp-server #️⃣ 🏠 🪟 - Access Firebird databases registered in FlameRobin: schema introspection, DDL/DML execution, execution plans and missing index analysis.

• freema/mcp-gsheets 📇 ☁️ - Google Sheets API integration for reading, writing, formatting and sheet management.

• FreePeak/db-mcp-server 🏎️ 🏠 - MySQL and PostgreSQL access: query execution, transaction management, schema exploration, query building and performance analysis.

• FROWNINGdev/django-orm-lens 🐍 🏠 🍎 🪟 🐧 - Static analysis of Django ORM schemas without a database: models, relationships, migration dependencies, missing indexes, ER diagrams and signal graphs.

• furey/mongodb-lens 📇 🏠 - Full-featured MongoDB database integration.

• gannonh/firebase-mcp ☁️ - Firebase services including Auth, Firestore and Storage.

• get-convex/convex-backend 📇 ☁️ - Convex database integration to introspect tables and functions and run one-off queries.

• gigamori/mcp-run-sql-connectorx 🐍 ☁️ 🏠 🍎 🪟 🐧 - Execute SQL via ConnectorX and stream results to CSV or Parquet files, supporting PostgreSQL, MariaDB, BigQuery, Redshift, SQL Server and more.

• googleapis/genai-toolbox 🏎️ ☁️ - Open-source server providing easy, fast and secure database tools.

• GreptimeTeam/greptimedb-mcp-server 🐍 🏠 - Query GreptimeDB.

• hannesrudolph/sqlite-explorer-fastmcp-mcp-server 🐍 🏠 - Safe, read-only access to explore and query SQLite databases, with query validation.

• henilcalagiya/google-sheets-mcp 🐍 🏠 - Google Sheets automation tools.

• hydrolix/mcp-hydrolix 🎖️ 🐍 ☁️ - Hydrolix time-series datalake integration with schema exploration and query capabilities.

• idoru/influxdb-mcp-server 📇 ☁️ 🏠 - Run queries against the InfluxDB OSS API v2.

• infino-ai/infino-mcp 🎖️ 📇 🏠 - Retrieval over your own data with Infino (BM25 full-text, vector, hybrid and SQL), an embedded engine on Apache Parquet over object storage.

• InfluxData/influxdb3_mcp_server 🎖️ 📇 🏠 ☁️ - Interact with InfluxDB 3 Core, Enterprise and Cloud Dedicated.

• igorolv/jdbc-mcp-server ☕ 🏠 🍎 🪟 🐧 - Read-only access to PostgreSQL, Oracle and SQL Server via JDBC: schema discovery, query validation, execution plans, benchmarking and index analysis.

• izzzzzi/izTolkMcp 📇 🏠 - Compile, syntax-check and generate deployment deeplinks for TON smart contracts with the Tolk compiler.

• isaacwasserman/mcp-snowflake-server 🐍 ☁️ - Snowflake integration with read and optional write operations, plus insight tracking.

• iunera/druid-mcp-server ☕ ☁️ 🏠 - Manage and analyze Apache Druid clusters with tools, resources and prompts.

• Janadasroor/pg-mnemosyne-mcp 🐍 🏠 - PostgreSQL-backed persistent memory, task tracker and multi-agent coordination hub for AI assistants.

• JaviMaligno/postgres_mcp 🐍 🏠 - PostgreSQL querying, schema exploration and table analysis, read-only by default with SQL injection prevention.

• joshuarileydev/supabase-mcp-server - Create and manage Supabase projects and organizations.

• jovezhong/mcp-timeplus 🐍 ☁️ - Apache Kafka and Timeplus: list topics, poll messages, save Kafka data locally and query streaming data with SQL via Timeplus.

• jparkerweb/mcp-sqlite 📇 🏠 - Interact with SQLite databases.

• KashiwaByte/vikingdb-mcp-server 🐍 ☁️ - VikingDB integration: collection and index info, vector storage and search.

• kiliczsh/mcp-mongo-server 📇 🏠 - MongoDB database integration.

• kosminus/querywise-mcp 🐍 🏠 - Query SQLite, PostgreSQL, BigQuery and Databricks in natural language through a business semantic layer: glossary, metrics and a data dictionary.

• ktanaka101/mcp-server-duckdb 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities.

• lintbase/lintbase-mcp 📇 🏠 - Firestore schema context for coding agents: scans live collections and returns real field names, types and presence rates to prevent hallucinated queries.

• LucasHild/mcp-server-bigquery 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities.

• memgraph/mcp-memgraph 🐍 🏠 - Run queries against Memgraph and access its schema.

• mbentham/SqlAugur #️⃣ 🏠 🪟 🐧 - Read-only SQL Server access with AST-based query validation, schema exploration, ER diagrams and DBA toolkits like First Responder Kit and sp_WhoIsActive.

• mickelsamuel/migrationpilot 📇 🏠 - Check PostgreSQL migrations against lock-safety rules before an agent applies them, offline and without a database.

• mahAnuj/mcp-multi-db 📇 🏠 - Unified read-only tools for PostgreSQL, MySQL and SQLite: list databases and tables, describe tables and run queries, enforced at SQL and database level.

• montumodi/mongodb-atlas-mcp-server 📇 ☁️ 🪟 🍎 🐧 - Access the MongoDB Atlas API.

• neo4j-contrib/mcp-neo4j 🐍 🏠 - Neo4j integration: run queries, use Neo4j as knowledge graph memory and manage Neo4j Aura instances.

• neondatabase/mcp-server-neon 📇 ☁️ - Create and manage Postgres databases with Neon Serverless Postgres.

• niledatabase/nile-mcp-server - Manage and query Nile Postgres databases, tenants, users and auth.

• nlqueries/nlqueries 🐍 🏠 - Self-hosted natural-language-to-SQL engine with validation for PostgreSQL, MySQL, Snowflake, BigQuery and DuckDB, plus document QA and semantic caching.

• openlink/mcp-server-jdbc 🐍 🏠 - Generic database (DBMS) connectivity via JDBC.

• openlink/mcp-server-odbc 🐍 🏠 - Generic database (DBMS) connectivity via ODBC.

• openlink/mcp-server-sqlalchemy 🐍 🏠 - Generic database (DBMS) connectivity via SQLAlchemy using pyodbc.

• ofershap/mcp-server-sqlite 📇 🏠 - SQLite operations: query databases, inspect schemas, explain queries and export data.

• pab1it0/adx-mcp-server 🐍 ☁️ - Query and analyze Azure Data Explorer databases.

• pab1it0/prometheus-mcp-server 🐍 ☁️ - Query and analyze Prometheus, the open-source monitoring system.

• pgtuner_mcp 🐍 - PostgreSQL performance tuning.

• pilat/mcp-datalink 📇 🏠 - Secure access to PostgreSQL, MySQL and SQLite databases with parameterized queries and schema inspection.

• planetscale/mcp - Built into the PlanetScale CLI: direct access to your PlanetScale databases.

• qdrant/mcp-server-qdrant 🐍 🏠 - Qdrant integration.

• QuantGeekDev/mongo-mcp 📇 🏠 - MongoDB integration for interacting directly with databases.

• quarkiverse/mcp-server-jdbc ☕ 🏠 - Connect to any JDBC-compatible database to query, insert, update, delete and more.

• questdb/mcp-server-questdb 🎖️ 📇 🏠 - Drive the QuestDB Web Console: notebook cells, SQL queries and charts on live time-series data.

• rashidazarang/airtable-mcp 🐍 ☁️ - Airtable integration: query, create, update and delete records, manage bases, tables and schemas, filter records and migrate data.

• Yusufihsangorgel/queue-inspector-mcp 📇 🏠 - Inspect and operate Redis-backed Asynq and BullMQ job queues: per-state counts, decoded job payloads and errors, retry and delete, with a read-only mode.

• redis/mcp-redis 🐍 🏠 - Manage and search data in Redis.

• Rheopyrin/db-access-mcp 📇 🏠 🍎 🪟 🐧 - Query PostgreSQL, MySQL, Redshift and SQL Server over SSH or AWS SSM tunnels, with read-only enforcement, confined exports and pluggable secret providers.

• Rufflet/mysql-legacy-mcp 📇 🏠 🍎 🪟 🐧 - Access legacy MySQL 5.0 to 5.6 databases: schema inspection and SELECT by default, with opt-in INSERT, UPDATE, DELETE and DDL.

• runekaagaard/mcp-alchemy 🐍 🏠 - Access PostgreSQL, MySQL, MariaDB, SQLite, Oracle, SQL Server and more via SQLAlchemy, with schema and relationship inspection and large dataset analysis.

• narekmalk/safedb-mcp ☁️ 🏠 - Safe, read-only database access with SQL guardrails, table allowlists, PII masking and audit logs.

• s2-streamstore/mcp 🎖️ 🐍 ☁️ - Interact with the S2 serverless stream platform.

• schemacrawler/SchemaCrawler-MCP-Server-Usage 🎖️ ☕ - Connect to any relational database to get valid SQL and ask questions about the schema, such as what a column prefix means.

• seedfast-ai/seedfast-mcp 🎖️ 🏠 - Fill a PostgreSQL database with synthetic test data generated from its live schema: plan, run and track seeds without production data.

• seob717/redash-mcp 📇 🏠 - Redash integration: natural-language SQL with safety guards and PII detection, table selection, saved queries, dashboards, widgets and alerts.

• SidneyBissoli/ibge-br-mcp 📇 ☁️ - Brazilian IBGE data: demographics, geography and economics, including localities, SIDRA tables, census data, population projections and geographic meshes.

• slotix/dbconvert-streams-public 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Read-only SQL across PostgreSQL, MySQL, S3-compatible storage and Parquet/CSV/JSON files, with cross-source joins federated by DuckDB.

• skysqlinc/skysql-mcp 🎖️ ☁️ - Launch and delete serverless MariaDB Cloud databases, execute SQL and use database-level AI agents for text-to-SQL and conversations.

• Snowflake-Labs/mcp 🐍 ☁️ - Snowflake: prompt Cortex Agents, query structured and unstructured data, manage objects, run SQL and query semantic views, with RBAC and CRUD controls.

• sqemo/sqemo-mcp 📇 🏠 ☁️ - Design ERDs following naming standards: edit entities and relationships, import/export SQL and DBML, and diff the model against a live database.

• srmadscience/mcpdbwizard-open ☕ 🏠 🍎 🪟 🐧 - Generate a Java MCP server exposing only selected Oracle PL/SQL packages, tables, sequences and SQL statements as typed tools, with no generic SQL tool.

• subnetmarco/pgmcp 🏎️ 🏠 - Natural-language queries for any PostgreSQL database, with automatic streaming and read-only safety.

• supabase-community/supabase-mcp 🎖️ 📇 ☁️ - Connect to your Supabase project to manage tables, fetch config and query data.

• SurajKGoyal/amnesic 🐍 🏠 🍎 🪟 🐧 - Persistent schema memory for PostgreSQL, MySQL, MSSQL and SQLite: table and column annotations, a foreign-key graph and searchable notes. Read-only.

• TheRaLabs/legion-mcp 🐍 🏠 - Multi-database access for PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, SQL Server, BigQuery, Oracle and SQLite.

• ThinAirTelematics/thinair-data 📇 ☁️ - Dialect-aware tools for PostgreSQL, MySQL and SQL Server: queries, schema introspection, optimization, migrations and PII scanning.

• tradercjz/dolphindb-mcp-server 🐍 ☁️ - DolphinDB database integration with schema inspection and query capabilities.

• tuannvm/mcp-trino 🏎️ ☁️ - Trino integration.

• ugurcl/dbridge-mcp 📇 🏠 🍎 🪟 🐧 - Query SQLite, PostgreSQL and MySQL in plain language, read-only, with column hiding and masking, row caps, timeouts, cost-based rejection and rate limiting.

• GetMystAdmin/urdb-mcp 📇 🏠 - Search URDB's product integrity database for integrity scores, enshittification events and change tracking across consumer products.

• VictoriaMetrics-Community/mcp-victorialogs 🎖️ 🏎️ 🏠 - Integration with VictoriaLogs APIs and documentation for working with logs and debugging VictoriaLogs instances.

• weaviate/mcp-server-weaviate 🐍 📇 ☁️ - Use Weaviate collections as a knowledge base and as a chat memory store.

• wenb1n-dev/mysql_mcp_server_pro 🐍 🏠 - MySQL CRUD plus database anomaly analysis and role-based permission control, with easily extensible custom tools.

• wenb1n-dev/SmartDB_MCP 🐍 🏠 - Connect to multiple databases at once (MySQL, PostgreSQL, SQL Server, MariaDB, Dameng, Oracle) for operations, health analysis and SQL optimization.

• wenerme/wener-mssql-mcp 📇 🏠 - MSSQL database integration with schema inspection and query capabilities.

• xexr/mcp-libsql 📇 🏠 ☁️ - Security and management tools for libSQL databases.

• XGenerationLab/xiyan_mcp_server 📇 ☁️ - Fetch data from databases with natural-language queries, using XiyanSQL as the text-to-SQL model.

• xing5/mcp-google-sheets 🐍 ☁️ - Create, read, update and manage spreadsheets through the Google Sheets API.

• yannbrrd/simple_snowflake_mcp 🐍 ☁️ - Snowflake access that works behind a corporate proxy, with read and optional write operations.

• ydb/ydb-mcp 🎖️ 🐍 ☁️ - Interact with YDB databases.

• yimindev/dati ☕ ☁️ - Semantic gateway that turns common databases into MCP services, enriched with business metadata and parameterized SQL tools.

• yincongcyincong/VictoriaMetrics-mcp-server 🐍 🏠 - Interact with the VictoriaMetrics database.

• rafim-dev/schema-bridge-mcp 📇 🏠 🍎 🪟 🐧 - Compile SQL and Prisma schemas to Zod, TypeScript and Pydantic, and generate realistic synthetic mock API data.

• Zhwt/go-mcp-mysql 🏎️ 🏠 - MySQL access with a configurable read-only mode and schema inspection.

• zilliztech/mcp-server-milvus 🐍 🏠 ☁️ - Interact with Milvus and Zilliz databases.

• wklee610/kafka-mcp 🐍 🏠 ☁️ - Inspect Apache Kafka topics and consumer groups and safely manage offsets (reset, rewind).

• croc100/Litescope 🏎️ 🏠 ☁️ - Operations toolchain for SQLite, Cloudflare D1 and Turso: inspect, diff, migrate, monitor, back up and repair databases. Read-only by default.

• gulmezeren2-byte/erp-report-engine 🐍 🏠 - Read-only access to ERP SQL databases (Logo Tiger, Netsis, Mikro) through canonical entities like orders, with a guard that blocks side-effecting statements.

Data Platforms for data integration, transformation and pipeline orchestration.

• dockndevai/mcp-debezium 📇 🏠 🍎 🪟 🐧 - Monitor and manage Debezium and Kafka Connect CDC connectors, with access modes, connector allowlists, delete gating and credential redaction.
• dockndevai/mcp-kafka 📇 🏠 🍎 🪟 🐧 - Monitor and manage Apache Kafka clusters, topics and consumer groups (including lag), with access modes, topic allowlists and delete gating.
• 1luvc0d3/metabase-mcp 📇 🏠 - Metabase integration: natural-language data analysis, dashboard management, SQL queries and automated insights, with SQL guardrails and audit logging.
• alanpcf/brasil-data-mcp 📇 🏠 🍎 🪟 🐧 - Brazilian public data via BrasilAPI: companies (CNPJ), addresses (CEP), banks (BACEN) and national holidays.
• Alessandro114/scala-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Search and enrich company data: lookup by name, VAT or ID, NACE sector search, and financial data from official EU business registries.
• antonio-mello-ai/mcp-airflow 🐍 🏠 - Manage Apache Airflow via its REST API: list DAGs, inspect runs and task instances, trigger runs, and check failed DAGs and scheduler health.
• sam1siam/astrofabric-mcp 🎖️ ☁️ - Business intelligence: company and contact discovery, verification, enrichment, business signals, lists and governed delivery.
• carrierone/verilexdata-mcp 📇 ☁️ - Pay-per-query x402 datasets: NPI healthcare, SEC filings, OFAC sanctions, crypto whales, Polymarket signals, patents and economic indicators.
• equinoxaifinance-rgb/civicdataforge-mcp 🎖️ 📇 ☁️ - US government records (short-term rental permits, lodging licenses, property violations, healthcare exclusions, EPA ECHO) and Norwegian company data.
• aegis-dq/aegis-dq 🐍 🏠 🍎 🪟 🐧 - Data quality checks on DuckDB, BigQuery, Athena, Databricks and Postgres, with LLM root-cause analysis of failures and proposed SQL remediations.
• alkemiai/alkemi-mcp 📇 ☁️ - Query Snowflake, Google BigQuery and Databricks data products in natural language through Alkemi.
• Autario/autario-mcp ☁️ - Search and query public datasets from the World Bank, IMF, Eurostat, OECD and WHO, and publish charts.
• vinvuk/apiverket-mcp 📇 ☁️ 🍎 🪟 🐧 - Query Swedish public data through Apiverket, including company data, SCB statistics, weather, transport and more.
• avisangle/method-crm-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Method CRM API integration: manage tables, files, users, events and API keys, with rate limiting and retries.
• aywengo/kafka-schema-reg-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Kafka Schema Registry management across multiple registries, including schema migration.
• bintocher/mcp-superset 🐍 ☁️ 🏠 🍎 🪟 🐧 - Apache Superset: dashboards, charts, datasets, SQL Lab, security (users, roles, RLS, groups) and permissions audit, with built-in safety validations.
• bruno-portfolio/agrobr-mcp 🐍 ☁️ - Brazilian agricultural data: prices, crop estimates, climate and deforestation from public sources including CEPEA, CONAB, IBGE, INPE and B3.
• Castaldo-Solutions/mcp-vtenext 📇 🏠 🍎 🪟 🐧 - Query, create and update opportunities and contacts in VTENext, an open-source vtiger-based CRM, via its WebService API.
• dan1d/mercadolibre-mcp 📇 ☁️ - Search MercadoLibre products, get item details, browse categories, track trends and convert currencies across Latin America.
• datanika-io/datanika-core 🎖️ 🐍 ☁️ 🏠 - Datanika, the open-source ELT and dbt platform: browse connections, preview data, run dbt transforms, monitor runs and manage pipelines. Read-only by default.
• dbt-labs/dbt-mcp 🎖️ 🐍 🏠 ☁️ - dbt integration: dbt Core and Cloud CLI, project metadata discovery, model information and semantic layer queries.
• Evan-Crx/permisapi-mcp 🐍 🏠 🍎 🪟 🐧 - Search French building permits (Sitadel open data), cross-referenced with DVF transactions, PLU zoning and BRGM natural and technological risks.
• flexorch/flexorch-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Turn business documents (PDFs, invoices, contracts, payroll) into structured datasets with classification, field extraction, PII masking and quality scoring.
• flowcore/mcp-flowcore-platform 🎖️ 📇 ☁️ 🏠 - Interact with Flowcore to perform actions, ingest data, and analyze and cross-reference data in your own or public data cores.
• FreelexHo/power-bi-mcp 🐍 ☁️ 🪟 🍎 🐧 - Power BI refresh with table-level polling and retry, refresh diagnostics, DAX queries with RLS simulation, PBIP source locating and refresh reports.
• gura105/operational-ontology 📇 🏠 🍎 🪟 🐧 - Operational ontology reference implementation: tools generated from a typed business domain model, with rule-checked, audited writes to systems of record.
• Hug0x0/mcp-reunion 📇 ☁️ 🍎 🪟 🐧 - Open data for La Réunion (French overseas region) from data.gouv.fr and the regional portal: economy, demographics, transport, health, education and more.
• greencalculus/greencalculus-mcp 🎖️ 📇 ☁️ - Greenhouse-gas emission factors and carbon calculations (activity, embodied EN 15978, PCAF financed emissions) with source references and data versions.
• JordiNei/mcp-databricks-server 🐍 ☁️ - Run SQL queries, list jobs and get job status via the Databricks API.
• jwaxman19/qlik-mcp 📇 ☁️ - Query Qlik Cloud apps and sheets and extract data from visualizations, with authentication and rate-limiting support.
• keboola/keboola-mcp-server 🐍 - Interact with the Keboola Connection data platform: list and access data from the Keboola Storage API.
• mattijsdp/dbt-docs-mcp 🐍 🏠 - dbt-core (OSS) project metadata, model and column-level lineage, and dbt documentation.
• meacheal-ai/mrc-data 📇 ☁️ - China apparel supply chain data: verified suppliers, lab-tested fabrics and industrial clusters, with AATCC, ISO and GB lab-test verification.
• mbrummerstedt/powerbi-analyst-mcp 🐍 ☁️ - Query Power BI semantic models: browse workspaces, tables and measures, run DAX queries and page large results via local CSV.
• Osseni94/keyneg-mcp 🐍 🏠 - Fine-grained sentiment analysis, keyword extraction and batch processing.
• Osseni94/oyemi-mcp 🐍 🏠 - Deterministic, lexicon-based semantic word encoding and valence analysis: word-to-code mapping, semantic similarity and synonym/antonym lookup.
• paracetamol951/caisse-enregistreuse-mcp-server 🏠 🐧 🍎 ☁️ - Automate or monitor business operations: sales recording, POS software and CRM.
• r3dz4r/datapulse-my 🐍 ☁️ - Trust checks for Malaysian public datasets: freshness, licence, provenance and drift, with signed evidence and an offline-verifiable attestation chain.
• saikiyusuke/registep-mcp 📇 ☁️ - POS and sales analytics for AirREGI, Smaregi and BASE e-commerce: store management, sales data queries, AI chat analysis and weather correlation.
• Kemetra/seshat-bi 🐍 🏠 🍎 🪟 🐧 - Read-only BI pipeline governance: each table's stage from source to Power BI, what blocks the next stage, static SQL/TMDL/PBIR checks and evidence packs.
• us-all/airflow-mcp-server 📇 🏠 🍎 🪟 🐧 - Airflow REST API: list DAGs, runs and task instances, tail logs and roll up DAG health. Read-only by default; trigger and clear are write-gated.
• soil-dev/capsulemcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Capsule CRM: contacts, opportunities, projects, tasks, timeline activity, filters, workflow tracks and file attachments, with an optional read-only mode.
• Sugra-Systems/sugra-api-mcp 🎖️ 🐍 ☁️ - World data from primary sources via the Sugra API: markets, macroeconomics, company fundamentals, government, news, climate, maritime and entity screening.
• vikramgorla/mcp-swiss 📇 ☁️ - Swiss open data: transport, weather, geodata, companies, parliament and more.
• yashshingvi/databricks-genie-MCP 🐍 ☁️ - Databricks Genie API: ask natural language questions, run SQL queries and interact with Databricks conversational agents.
• Younghef/nutriref-api 🐍 ☁️ 🍎 🪟 🐧 - USDA FoodData Central nutrition data, paid per call via x402 (USDC on Base): food search, details, comparisons and recipes.
• Leekangbum/networklytics-mcp 🐍 - Social network analysis of YouTube comments: influencer centrality ranking, Louvain community detection and sentiment analysis.

• ieranama/discomcp 🦀 🏠 🍎 🪟 🐧 - Profiles how you use any MCP server into a reusable, read-only skill: workflows, call chains and each tool's safety class.
• Karzone/TestAtlas #️⃣ 🏠 🍎 🪟 🐧 - Maps a .NET Reqnroll/SpecFlow test-automation solution into a queryable SQLite file to search step definitions, check change impact and avoid duplicate code.
• ARADIA-systems/aradia-mcp-server 🎖️ 📇 ☁️ 🏠 🐧 - On-premise private AI systems from ARADIA on NVIDIA DGX hardware: hardware sizing, ROI modeling, partner onboarding, procurement and order tracking.
• iyashjayesh/tokenchit 📇 🏠 🍎 🪟 🐧 - Reads local Claude Code, Codex and OpenCode usage logs: token totals, daily and hourly activity, per-agent and per-model breakdowns and a year-in-review recap.
• kyle641320/true-memory-fragments 🐍 🏠 - Checks source-context freshness against a Git working tree and retrieves source-linked code relationships to surface stale knowledge and cross-file impact.
• rafim-dev/mcp-context-condenser 📇 🏠 🍎 🪟 🐧 - AST-based code outliner, log compressor and context budget analyzer to reduce LLM token usage.
• rafim-dev/mcp-doctor 📇 🏠 🍎 🪟 🐧 - Health checks, binary validation and JSON auto-repair for MCP client configuration files.
• om-tajne/pkgdiet 📇 🏠 🍎 🪟 🐧 - AST-based dependency analyzer: flags unused packages, calculates actual install sizes and detects unmaintained dependencies.
• aicanvas-me/aicanvas 📇 🏠 🍎 🪟 🐧 - Search and fetch animated, shadcn-compatible React components, design systems and templates, with install commands, from the aicanvas registry.
• Hyperiux-Immersion-Labs/hyperiux-components 🎖️ 📇 🏠 🍎 🪟 🐧 - Browse and search Hyperiux Vault React/Next.js animation and interaction effects, with dependencies, changelogs, install commands and source code.
• 2ools/mcp-server 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Versioned projects from assistant-built work: shareable HTML previews, version comparison, delegated approvals, artifacts, work assignments and source export.
• aurumflux20/effectfence 🦀 🏠 🍎 🪟 🐧 - Prevents double charges and duplicate side effects from agent tool calls: concurrent races elect one winner, late duplicates replay a sealed receipt.
• baobabcat/demandscope 🐍 🏠 🍎 🪟 🐧 - Demand-signal scanner for validating product and dev-tool ideas using GitHub repo signals, Hacker News attention and npm/PyPI download counts.
• BoxBoxmari/my-pi 📇 🏠 🍎 🪟 🐧 - Local-first runtime for coding agents: bounded workspace access, guarded writes, AST search, LSP navigation and diagnostics, and Git tooling.
• Bristlecone-Logic/bristlecone-logic 🐍 ☁️ - Deterministic execution guardrails, isolated AST-based math evaluation, SSRF-safe DNS routing and malformed JSON repair.
• bricelancasterwcp-sudo/sensorium 🐍 🦀 📇 🏠 🐧 - Records Python, Rust and TypeScript program runs to local SQLite so coding agents can query call trees, exceptions and value flow.
• hivemindunit/llmintel-mcp 📇 ☁️ - Check whether an LLM model ID is deprecated, retiring or retired, and what to migrate to, across OpenAI, Anthropic, Azure, Bedrock, Google and Cohere.
• jubstaaa/hono-telescope 📇 🏠 - Read-only debugging for Hono apps: recent exceptions with their requests, logs and queries, requests filtered by status or duration, and the slowest queries.
• Jarroslav/agentic-os 📇 🏠 🍎 🪟 🐧 - Read-only access to the agentic-os governance, SDLC and QE methodology, with install planning and verification.
• rm-rf-prod/GroundTruth-MCP 📇 🏠 🍎 🪟 🐧 - Self-hosted live library docs, code audits with file:line findings, BM25-ranked snippets and lockfile-aware version pinning.
• scarletkc/vexor 🐍 🏠 ☁️ 🍎 🪟 🐧 - Semantic file and code search by description, with local indexes, AST-aware chunking, optional reranking and API-based or fully offline embedding models.
• apatureai/bastion 📇 🏠 - Design review of rendered UI for coding agents: submit a preview URL, get findings with element references and recheck after fixing. Read-only.
• aradar46/reuse-before-generate 📇 🏠 🍎 🪟 🐧 - Checks if a project idea already exists on GitHub, npm or Python repositories and suggests maintained alternatives to extend instead of scaffolding anew.
• hernaninverso/eleata-verify-mcp 📇 ☁️ - Hallucination guard: verify a claim against evidence (supported, refuted or not enough evidence) with a confidence score and abstain flag.
• appcreationsca/bumpguard-mcp 🐍 🏠 🍎 🪟 🐧 - Dependency-upgrade impact analysis for Python and .NET: which API usages break, with line numbers and fix hints, plus detection of hallucinated API calls.
• MasterPlayspots/motionspec 📇 ☁️ 🏠 - Reduced-motion and WCAG 2.2.2/2.3.3 verification for web animation: validate animation specs and compile them into reduced-motion-safe CSS.
• SLP-DEV1/qwen-dap-mcp 📇 🏠 🪟 - DAP-to-MCP bridge for native debugging via CodeLLDB: stack frames, registers, locals, disassembly, memory, crash dumps and crash fix/verify workflows.
• TomD4vs/prumo 📇 🏠 🍎 🪟 🐧 - Checks coding-agent context files (CLAUDE.md, AGENTS.md, SKILL.md) against the git index: broken links, missing paths, undefined commands and drift.
• VerificateAI/verificate-mcp-quickstart 🎖️ 📇 ☁️ - Merge gate for AI-written code: catches placeholder code, unfailable tests, unsupported completion claims and nonexistent API calls, then returns a fix plan.
• Vivekpatil200320/CyberRescue 🐍 🏠 - Host-level telemetry gateway letting sandboxed agents fetch container logs and track kernel resource metrics.
• davidmosiah/delx-mcp-server 📇 🏠 ☁️ 🍎 🪟 🐧 - Local stdio bridge to the hosted Delx Protocol MCP endpoint, with client install, doctor checks and live tool discovery.
• deed-lang/deed 🦀 🏠 🍎 🪟 🐧 - Contract-first programming language: check types, effects, capabilities and contracts in agent-written modules and review changes for new authority.
• DeusData/codebase-memory-mcp 🌊 🏠 🍎 🪟 🐧 - Indexes a repo into a persistent local knowledge graph of functions, classes, call chains, HTTP routes and cross-service links, using tree-sitter and LSP.
• docweave/mcp 📇 🏠 ☁️ - Generate PDFs from HTML, a URL or a template with JSON data, and extract text or Markdown from PDFs.
• dynatrace-oss/dynatrace-managed-mcp 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Query problems, logs, events, SLOs, security insights and performance metrics from self-hosted Dynatrace Managed environments.
• emailens/mcp 🎖️ 📇 ☁️ - Lint HTML email with Emailens: rendering issues in Gmail, Outlook, Apple Mail and more, per-client CSS compatibility scores, dark mode simulation and fixes.
• embedded-society/altium-designer-mcp 🦀 🏠 🍎 🪟 🐧 - Build and maintain Altium Designer component libraries: read and write .PcbLib footprints and .SchLib symbols, with IPC-7351B footprints and STEP models.
• forgemeshlabs/aso-audit-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Audits website and API agent readiness: robots.txt AI rules, llms.txt, agent cards, MCP server cards and OAuth metadata, with maturity scores and fix plans.
• JoeGlenn1213/ActionD 🏎️ 🏠 🍎 🐧 - Local CI/CD for agents: runs jobs on LGH git events in isolated checkouts, with failure diagnosis, approval gates, auto-rollback and a web console.
• kucherenko/jscpd 🎖️ 🦀 🏠 🍎 🪟 🐧 - Duplicate code detection with jscpd: check snippets and files for copy/paste duplication against a scanned project before committing.
• KyaniteLabs/checkyourself 🐍 🏠 - Local launch-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score and guided fixes.
• m00nreport/mcp-server 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Test management: author manual test cases, run executions, cut releases and link automated tests, with prompts for flaky-test triage and release readiness.
• mcurmi05/vdiff 📇 ☁️ - Breaking-change diffs for npm packages, so coding agents avoid writing code against outdated APIs.
• minipuft/claude-prompts-mcp 📇 🏠 🍎 🪟 🐧 - Reusable prompt templates with multi-step chains, quality gates and reasoning frameworks, exportable as native skills for coding agents.
• modus-agendi/managed-agent-control-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Control Claude Managed Agents: launch agents, watch their events, reply, approve tool calls and stop them.
• getnahook/nahook-mcp 🎖️ 🏎️ ☁️ - Nahook webhook platform: trigger webhooks, inspect deliveries, retry failures and manage endpoints.
• naveenayalla1-CS50/mcp-server-toolkit 📇 🏠 ☁️ 🍎 🪟 🐧 - Developer toolkit: semantic code search, natural-language database queries, docs indexing and OpenAPI introspection.
• Nishant-Chaudhary5338/mcp-code-indexer 📇 🏠 - Index TypeScript/React repos into a code graph: who-renders and who-calls queries, blast radius, dependency cycles, dead code and symbol signatures.
• noisy/noisy-coding 🐍 🏠 🍎 🪟 🐧 - Voice interface for Claude Code: live speech-to-text with turn-taking, spoken replies with xAI Grok voices, per-subagent voice personas and a real-time HUD.
• nomadop/session-watcher 📇 🏠 🍎 🪟 🐧 - Monitors coding-agent token cache using inventory theory (EOQ) and signals optimal session restart timing via a live dashboard and terminal status line.
• oddunits/pntr-cli 🎖️ 📇 ☁️ - Register PNTR dev subdomains, manage DNS records, receive email in a disposable inbox and capture inbound HTTP requests for webhook debugging.
• raccioly/docguard 📇 🏠 🍎 🪟 🐧 - Deterministic documentation-drift detection: validates a project's docs against its code, with stable finding codes and suggested fixes. Read-only.
• tatavarthitarun/nowsecure-mcp-server 📇 ☁️ 🍎 🪟 🐧 - NowSecure Platform mobile security testing: list applications, pull remediation findings and generate PDF reports locally.
• adrianczuczka/mason 📇 🏠 🍎 🪟 🐧 - Generates CLAUDE.md from git history and file sampling, and keeps a concept map linking features and flows to files so agents skip repeated searches.
• Avazbek22/DevProjex #️⃣ 🏠 🍎 🪟 🐧 - Build token-efficient codebase context locally, with live preview, Git scopes, secret redaction and syntax-aware compression.
• masondelan/selvedge 🐍 🏠 - Change tracking for codebases: agents log structured change events with diff and reasoning, then query them via diff, blame, history and search.
• saiffmirza/kiyas 📇 🏠 ☁️ 🍎 🪟 🐧 - Design-fidelity checks: compare a Figma frame or design screenshot with the rendered UI and get structured discrepancies with CSS properties and severity.
• sapph1re/mcp-billing-gateway-sdk 📇 ☁️ - Billing for MCP server operators: Stripe subscriptions, per-call credits, tiered pricing and x402 micropayments without writing billing code.
• agenticempire/axint 📇 🏠 - Compiles TypeScript to validated Swift for Apple platforms: App Intents, SwiftUI views, WidgetKit widgets and full apps.
• AIStoryHub/etincel 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Deterministic local audit for AI writing tells (uniform paragraphs, stock transitions) plus a trainable voice layer so drafts sound closer to a real voice.
• callstackincubator/agent-device 📇 🏠 🍎 🐧 - Discovery router for the agent-device CLI: status, install guidance, version-matched help and prompts for iOS, Android, tvOS, macOS and Linux automation.
• cq27-dev/rag-rat 🦀 🏠 🍎 🪟 🐧 - Local repo intelligence: hybrid BM25/vector search, a tree-sitter code graph, queryable git and GitHub history, and persistent source-anchored memories.
• drhalto/agentmako 📇 🏠 🍎 🪟 🐧 - Local codebase intelligence backed by SQLite: context packets, indexed code and schema facts, diagnostics and optional Postgres/Supabase awareness.
• Dusheh/myclaw-toolkit 📇 ☁️ 🍎 🪟 🐧 - Developer utilities: web search, exchange rates, crypto prices, QR codes, JSON formatting, UUIDs, URL tools, domain checks and RSS feeds, some paid via x402.
• paramount-engineering/roku-dev-studio 📇 🏠 🍎 🪟 🐧 - Roku development: ECP device control, automated channel sideloading, BrightScript debugging and real-time log monitoring.
• ILoveMyJay/repocontext 📇 🏠 🍎 🪟 🐧 - AST-based codebase map, token compression and context packaging for AI coding agents and IDEs.
• machinegrade/validate 📇 ☁️ 🏠 🍎 🪟 🐧 - Deterministic validation of AI-generated artifacts: JSON Schema and OpenAPI response conformance and per-dialect SQL syntax, with typed verdicts and fix hints.
• AKzar1el/mcp-web-validator 📇 ☁️ 🏠 🍎 🪟 🐧 - Validate HTML and CSS, audit technical SEO and accessibility, check JSON-LD and public links, and capture responsive screenshots.
• halloffame12/CTX 🦀 🏠 🍎 🪟 🐧 - Indexes a repo into a local, deterministic code graph (symbols, references, dependencies) with semantic diffs and impact analysis.
• trakshan-mishra/Diffcontext 🐍 🏠 🍎 🪟 🐧 - Static-analysis context compiler for Python repos: selects callers, callees and related functions for a change and packs them into a token budget.
• alexbypa/github-projectpulse-mcp 📇 ☁️ - GitHub repository health monitoring: A-F health grades, OpenSSF security checks, DORA metrics, code scanning alerts and CI/CD status.
• TimurRakhmatullin86/mcp-drill 🐍 🏠 🍎 🪟 🐧 - Fault injection for MCP servers (timeouts, malformed JSON-RPC, corrupted outputs) with a reliability scorecard for output schemas and error conformance.

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

• infino-ai/code-context 🎖️ 📇 🏠 - Local code search for coding agents: hybrid keyword and semantic search with SQL relevance ranking over a plain-file index.

• kestiny18/spring-nacos-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Read-only Nacos config and service discovery for Spring Cloud repos: finds environments from application/bootstrap files and diffs config keys across them.

• mithun4elp/briefkit-mcp-server 📇 🏠 - Generate SaaS specifications for AI build tools: design systems, database schemas and RLS policies.

• magna-nz/aspnetcore-debugger-mcp #️⃣ 🏠 🍎 🪟 🐧 - Interactive .NET/ASP.NET Core debugging via netcoredbg: breakpoints, stepping, thread inspection, exception and deadlock analysis, and request tracing.

• marin1321/mcp-devtools 📇 🏠 🍎 🪟 🐧 - Scoped access to local dev environments (filesystem, databases, processes, OpenAPI) with a command allowlist and read-only database mode.

• EtienneChollet/ontomics 🦀 🏠 🍎 🐧 - Semantic code index that extracts domain concepts, naming conventions and behavioral similarity from codebases.

• ozgurcd/gograph 🏎️ 🏠 🍎 🪟 🐧 - AST-aware repository graph for Go codebases: struct embeds, public API surfaces, SQL queries and error mapping, giving agents context without grepping.

• LWTlong/ai-dev-analytics 📇 🏠 - Observability for AI coding: tracks token usage and time, and turns AI deviations into persistent project rules.

• 3KniGHtcZ/codebeamer-mcp 📇 ☁️ 🍎 🪟 🐧 - Codebeamer ALM: read and write work items, trackers, projects, associations, references, comments and risk management data via the REST API.

• 21st-dev/Magic-MCP - Create UI components inspired by 21st.dev design engineers.

• runyourempire/4DA 📇 🏠 🍎 🪟 🐧 - Dependency intelligence for coding agents: live CVE scanning, dependency health, upgrade planning, ecosystem news and decision memory.

• mvtandas/wp-cli-mcp 📇 🏠 - WordPress management via WP-CLI, locally or over SSH: themes, plugins, posts, menus, users, database, scaffolding and cache.

• Mogacode-ma/elementor-mcp-agent 📇 ☁️/🏠 - Multi-site WordPress Elementor management: safe edits with backup and auto-rollback, template export/import, bulk find/replace, CSS flush and screenshots.

• nipun-arora/wordpress-mcp-agent-bridge 🏠 - WordPress plugin exposing Rank Math SEO fields, JSON-LD schema and restorable content snapshots as MCP tools, plus an additive-only write gate and audit log.

• tcgunel/mobius-mcp 📇 🏠 - Build WordPress sites on the Sweipe or FlatMobile themes: import demos, build a site from a brief, review it, rewrite page copy and change settings.

• a-25/ios-mcp-code-quality-server 📇 🏠 🍎 - iOS code quality and test automation: Xcode test execution, SwiftLint integration and failure analysis. Also runs as a CLI.

• FI-Mihej/codebase-agent-mcp 🐍 🏠 🍎 🪟 🐧 - Delegates documentation and code analysis, including calls to other MCP servers, to a local or low-cost OpenAI-compatible LLM to save top-tier model tokens.

• raye-deng/open-code-review 🏠 📇 ☁️ - Code quality gate for AI-generated code, detecting hallucinated packages, phantom dependencies, stale APIs and AI-specific defects.

• repowise-dev/repowise 🐍 🏠 ☁️ - Codebase intelligence: indexes a repo into a dependency graph, git history, defect-risk code health, generated docs and architectural decisions. Runs locally.

• AgiMaulana/HuaweiAppGalleryMcp 🐍 ☁️ 🍎 🪟 🐧 - Huawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts.

• Jott2121/agent-gate 🐍 🏠 🍎 🪟 🐧 - Lets agents gate their own work: a fail-closed ship checklist, independent refute-first review and a tamper-evident, hash-chained receipts ledger.

• aos-standard/mcp-blast-radius 🐍 🏠 - Static blast-radius extraction and an AOS manifest.json divergence check (Oracle, Permitted, Prohibited), also usable as a blocking CI gate.

• aos-standard/mcp-agent-health 🐍 🏠 - Agent health reporter: advisory health scans under AOS discipline covering manifest, services, immune loop and evidence.

• aparajithn/agent-utils-mcp 🐍 ☁️ - Utility tools with x402 micropayments: JSON validation, base64, hashing, UUIDs, regex testing, Markdown and datetime conversion, cron parsing and JWT decoding.

• AI-by-design/primitiv 📇 🏠 🍎 🪟 🐧 - Local-first design contract layer: scans Figma, code, Storybook and token files, reconciles conflicts and serves a single source of truth for design rules.

• aashari/mcp-server-atlassian-bitbucket 📇 ☁️ - Atlassian Bitbucket Cloud: work with repositories, pull requests, workspaces and code.

• aashari/mcp-server-atlassian-confluence 📇 ☁️ - Atlassian Confluence Cloud: work with spaces, pages and content, with automatic ADF-to-Markdown conversion.

• aashari/mcp-server-atlassian-jira 📇 ☁️ - Atlassian Jira Cloud: work with projects, issues, comments and related development information.

• GeiserX/atlassian-browser-mcp 🐍 ☁️ - Wraps mcp-atlassian with Playwright SSO login to reach Atlassian Server/Data Center behind corporate SSO (Okta, SAML, ADFS) where API tokens are unavailable.

• HarperZ9/telos 🐍 📇 🏠 🍎 🪟 🐧 - Project Telos local tools for inspectable AI work: source intake, workspace context, routing ledgers, action receipts and verification packets.

• rust-works/omni-dev 🦀 ☁️ 🏠 - Atlassian Jira and Confluence with schema-validated Markdown/ADF conversion that flags content-model violations instead of silently dropping nodes.

• abrinsmead/mindpilot-mcp 📇 🏠 - Visualize code, architecture and other concepts as Mermaid diagrams in a locally hosted web app.

• admica/FileScopeMCP 🐍 📇 🦀 - Identifies important files in a codebase from dependency relationships, with diagrams and importance scores.

• mikusnuz/app-publish-mcp 📇 ☁️ - App Store Connect and Google Play Console: iOS and Android app management, TestFlight, builds, submissions, prices and sales reports.

• mikusnuz/cws-mcp 📇 ☁️ - Chrome Web Store extension management: upload, publish, check status, staged rollouts and metadata updates.

• mikusnuz/npm-mcp 📇 🏠 - npm package management: publish, version, search, audit, install and more.

• Wopee-io/wopee-mcp 📇 ☁️ - Autonomous web app testing: run test cases in real browsers with pass/fail results and screenshots, and generate user stories, test cases and Playwright code.

• wooxogh/adr-mcp-setup 📇 🏠 - Generates Architecture Decision Records from Claude Code conversations, with quality review, duplicate detection, a dependency graph and stale ADR alerts.

• agent-easy-use/mobile-easy-use 🏠 - Android and iOS runtime inspection and control via Frida: method hooks, state inspection, temporary overrides, UI actions and screenshots.

• CSCSoftware/AiDex 📇 🏠 🍎 🪟 🐧 - Persistent Tree-sitter code index for precise, compact code search in languages including C#, TypeScript, Python, Rust and Go.

• ahmedak/defluff 🐍 🏠 🍎 🪟 🐧 - Deterministic, offline detector for filler phrases and clichés in AI-generated prose, using a curated phrase list and returning exact spans and a 0-1 score.

• ahmedxuhri/bigindexer 🐍 🏠 🍎 🪟 🐧 - Hierarchical code intelligence: scans local source, clusters files by behavioral role, maps coupling seams and finds similar in-repo code for complex tasks.

• aidemd-mcp/server 📇 🏠 - Structured .aide spec files that give agents progressive disclosure of codebase architecture.

• aiulms/codelattice 🦀 🏠 🍎 🐧 - Read-only local code graph for Rust, Cangjie, ArkTS, TS/JS, C/C++, Python and Shell: call graphs, quality gates, change review and impact analysis.

• ellmos-ai/ellmos-codecommander-mcp 📇 🏠 🍎 🪟 🐧 - Code analysis, JSON repair, encoding fixes and import organization for local projects.

• ethbak/icon-composer-mcp 📇 🏠 🍎 - Apple Icon Composer: create .icon bundles with Liquid Glass effects (iOS 26+), tune glass effects, set dark mode appearances and export for the App Store.

• Explorer-64/imagcon-mcp 🐍 ☁️ 🍎 🪟 🐧 - Generate PWA, iOS and Android app icon sets from a text description with Google Imagen 4: all required sizes, maskable icons, splash screens and manifest.json.

• akramIOT/MCP_AI_SOC_Sher 🐍 ☁️ 📇 - Dynamic SOC security threat analysis for a Text2SQL AI agent.

• aktsmm/skill-ninja-mcp-server 📇 🏠 🍎 🪟 🐧 - Search, install and manage agent skills (SKILL.md files) from GitHub repositories, with workspace analysis for personalized recommendations.

• alimo7amed93/webhook-tester-mcp 🐍 ☁️ - Create, retrieve and delete webhooks on webhook-test.com.

• ambar/simctl-mcp 📇 🏠 🍎 - Control the iOS Simulator.

• andrewschreiber/desktopinsights-mcp 📇 ☁️ 🍎 🪟 🐧 - Look up SDKs, frameworks and dependencies used by macOS and Windows desktop apps, search by technology adoption and compare stacks via Desktop Insights.

• andypgray/resharper-cli-mcp #️⃣ 🏠 🍎 🪟 🐧 - ReSharper solution-wide inspections and code cleanup for C# solutions via JetBrains' command-line tools, without an IDE. Unofficial.

• api7/apisix-mcp 🎖️ 📇 🏠 - Query and manage all resources in Apache APISIX.

• ArchAI-Labs/fastmcp-sonarqube-metrics 🐍 🏠 🪟 🐧 🍎 - Retrieve SonarQube project information: current and historical metrics, issues and health status.

• PhpCodeArcheology/PhpCodeArcheology 🏠 🍎 🪟 🐧 - PHP static analysis: code quality metrics, problem detection, refactoring priorities, dependency graphs, git hotspots, test coverage and impact analysis.

• artmann/package-registry-mcp 🏠 📇 🍎 🪟 🐧 - Search and get up-to-date information about npm, Cargo, PyPI and NuGet packages.

• astandrik/codex-pets 📇 ☁️ - Read-only registry of animated companion packs (pets) for Codex: search, preview and install community pets and generate badges and embed cards.

• arvindand/maven-tools-mcp ☕ ☁️ 🏠 🍎 🪟 🐧 - Maven Central dependency intelligence: bulk version comparison, stability filtering, dependency age analysis, release patterns and Context7 upgrade guidance.

• augmnt/augments-mcp-server 📇 ☁️ 🏠 - Up-to-date framework documentation for React, Next.js, Laravel, FastAPI, Tailwind CSS and more.

• automation-ai-labs/mcp-link 🏎️ 🏠 - Integrate any API with AI agents using its OpenAPI schema.

• avisangle/jenkins-mcp-server 🐍 🏠 🍎 🪟 🐧 - Jenkins CI/CD: job management, build status tracking, pipeline monitoring, artifact and queue management, and batch operations.

• axliupore/mcp-code-runner 📇 🏠 - Run code in multiple programming languages locally via Docker.

• ayhammouda/python-docs-mcp-server 🐍 🏠 🍎 🪟 🐧 - Local, read-only search of the Python standard library docs with exact symbol lookup, section-level results and version-aware context.

• azer/react-analyzer-mcp 📇 🏠 - Analyze React code locally and generate docs or llm.txt for a whole project at once.

• back1ply/agent-skill-loader 📇 🏠 - Load Claude Code skills into agents without copying files: discover, read and install skills on demand.

• bbonnin/openapi-to-mcp ☕ 🏠 🍎 🪟 🐧 - Converts any OpenAPI/Swagger specification into MCP tools automatically.

• beardfaceguy/daimonos 🦀 🏠 🍎 🐧 - Compact structured-JSON replacements for built-in file, search, exec and git tools, with git, cargo, gh and docker plugins, output filtering and batching.

• BetterDB-inc/monitor 📇 ☁️ 🏠 - Valkey and Redis observability: query real-time metrics, analyze slow commands, detect hot keys and investigate performance issues.

• muvon/octocode 🦀 🏠 🍎 🪟 🐧 - Semantic code indexer with a GraphRAG knowledge graph: index a codebase and search it in natural language to understand its architecture.

• bgauryy/octocode-mcp ☁️ 📇 🍎 🪟 🐧 - Research, analysis and discovery across GitHub and npm in real time.

• bitrise-io/bitrise-mcp 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - Bitrise API: app management, build operations, artifact management and more.

• BrunoKrugel/echo-mcp 🏎️ ☁️ 📟 🪟 🐧 🍎 - Zero-configuration Go library that exposes existing Echo web framework APIs as MCP tools.

• buildkite/buildkite-mcp-server 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Buildkite: create pipelines, diagnose and fix failures, trigger builds, monitor job queues and more.

• canopy-labs/featureflip-mcp 🎖️ 📇 ☁️ - Manage Featureflip feature flags: create and toggle flags, edit targeting rules and find stale flags.

• carldaws/squiggles 📇 🏠 - Run any number of LSP servers from one YAML config for diagnostics, go-to-definition and rename, plus server-specific features like Rust macro expansion.

• carloshpdoc/memorydetective 📇 🏠 🍎 - iOS memory leak and performance investigation: reads .memgraph and .trace files, classifies retain cycles against known patterns and suggests Swift fixes.

• cerebrixos-org/tuning-engines-cli 📇 ☁️ 🍎 🪟 🐧 - Fine-tune open-source LLMs (Qwen, Llama, DeepSeek, Mistral, Gemma) on your data with LoRA, QLoRA or full fine-tuning, plus cost estimation and S3 export.

• Chunkydotdev/bldbl-mcp 📇 ☁️ 🍎 🪟 🐧 - Buildable development platform: manage tasks, track progress, get project context and collaborate with humans on software projects.

• CircleCI/mcp-server-circleci 📇 ☁️ - Fix CircleCI build failures.

• cjo4m06/mcp-shrimp-task-manager 📇 ☁️ 🏠 - Task management for coding agents with task memory, self-reflection and dependency management.

• ckanthony/gin-mcp 🏎️ ☁️ 📟 🪟 🐧 🍎 - Zero-configuration Go library that exposes existing Gin web framework APIs as MCP tools.

• ckreiling/mcp-server-docker 🐍 🏠 - Manage Docker containers, images, volumes and networks.

• ClaudeCodeNavi/claudecodenavi-mcp 📇 ☁️ - Search and share Claude Code snippets, prompts, Q&A solutions, error fixes and MCP server configurations from the ClaudeCodeNavi community.

• cocaxcode/api-testing-mcp 📇 🏠 🍎 🪟 🐧 - API testing: per-project environments with variable interpolation, saved collections, multi-step flows, assertions, load testing and OpenAPI mock generation.

• patchloom/patchloom 🦀 🏠 🍎 🪟 🐧 - Structured file edits for agents: JSON, YAML and TOML by selector, Markdown and AST edits, dry runs and multi-file transactional batches.

• PatrickSys/codebase-context 📇 🏠 🍎 🪟 🐧 - Shows agents which patterns a codebase actually uses, which files a change will affect and when there is too little context to trust an edit. Runs locally.

• CodeLogicIncEngineering/codelogic-mcp-server 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - CodeLogic code dependency analytics, architectural risk analysis and impact assessment.

• Comet-ML/Opik-MCP 🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.

• conan-io/conan-mcp 🎖️ 🐍 🏠 🍎 🪟 🐧 - Conan C/C++ package manager: create projects, manage dependencies, check licenses and scan for security vulnerabilities.

• ConfigCat/mcp-server 🎖️ 📇 ☁️ - ConfigCat feature flag platform: manage feature flags, configs, environments, products and organizations.

• context-rot-detection 📇 🏠 - Monitors agent context health: token utilization, context quality degradation and session fatigue, with 0-100 health scores and recovery recommendations.

• Contentrain/ai 📇 🏠 - Local-first content governance: model and content CRUD, validation, normalization and i18n across any framework.

• cqfn/aibolit-mcp-server ☕ - Identifies refactoring hotspots to help agents improve code.

• rafsilva85/credit-optimizer-v5 🐍 🏠 - Lowers Manus AI usage costs through model routing, smart testing and context hygiene.

• currents-dev/currents-mcp 🎖️ 📇 ☁️ - Fix Playwright test failures reported to Currents.

• ofershap/cursor-usage 📇 🏠 - AI coding usage analytics: track spend, model usage and costs across Cursor and Claude Code sessions.

• Daghis/teamcity-mcp 📇 ☁️ 🍎 🪟 🐧 - JetBrains TeamCity: builds, tests, build agents and CI/CD pipeline management, with dev and full modes switchable at runtime.

• darktw/chatpipe-mcp ☁️ - Publish HTML as live, shareable web pages with public, password-protected or email-restricted access.

• dannote/figma-use 📇 🏠 - Figma control: create shapes, text and components, and set styles, auto-layout, variables and exports.

• musepy/genable 📇 🏠 🍎 🪟 🐧 - Build and edit Figma designs: JSX-like tree creation, variables and tokens, components, cross-page navigation and screenshot-based visual verification.

• davidan90/time-node-mcp 📇 🏠 - Timezone-aware date and time operations: IANA timezones, timezone conversion and daylight saving time handling.

• davidlin2k/pox-mcp-server 🐍 🏠 - Network control and management via the POX SDN controller.

• delano/postman-mcp-server 📇 ☁️ - Interact with the Postman API.

• delimit-ai/delimit 🐍 🏠 🍎 🪟 🐧 - API governance: detects breaking changes between OpenAPI/Swagger spec versions using configurable policy rules, with structured pass/fail verdicts.

• deploy-mcp/deploy-mcp 📇 ☁️ 🏠 - Deployment tracking and monitoring with live status badges.

• docker/hub-mcp 🎖️ 📇 ☁️ 🏠 - Interact with Docker Hub: repositories, search and Docker Hardened Images.

• dorukardahan/twitterapi-docs-mcp 📇 🏠 - Offline access to TwitterAPI.io documentation: endpoint references, guides and authentication docs.

• efremidze/swift-patterns-mcp 📇 🏠 🍎 🪟 🐧 - Curated Swift and SwiftUI patterns and real-world code examples from sources like Swift by Sundell and SwiftLee.

• endorhq/cli 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor: run services like MariaDB, Postgres, Redis, Memcached, Alpine or Valkey as pre-configured apps in isolated sandboxes.

• endiagram/mcp 📇 ☁️ - Deterministic structural analysis of systems described in EN syntax: topology, bottlenecks, blast radius, tracing, diffs and centrality.

• ericbrown/project-context-mcp 🐍 🏠 - Exposes .context/ folder files as MCP resources so Claude Code can reference project documentation via @ mentions.

• etsd-tech/mcp-pointer 📇 🏠 🍎 🪟 🐧 - Visual DOM element selector for coding agents: a Chrome extension and server bridge to capture page elements with Option+Click.

• extentos/mcp-server 🎖️ 📇 🏠 🍎 🪟 🐧 - Build smart-glasses apps: scaffold, validate and simulate Meta smart glasses integrations (camera capture, voice, audio) in Android and iOS apps.

• eyaltoledano/claude-task-master 📇 ☁️ 🏠 - Task management for AI-driven development: PRD parsing, task expansion, multi-provider support and selective tool loading to save context.

• eyaushev/swagger-testcase-mcp 📇 🏠 - Generate API test cases from Swagger/OpenAPI specs (auth, validation, boundary, security and more) and export them to Gherkin, Postman, k6, pytest or TestRail.

• fantasieleven-code/callout 📇 🏠 - Multi-perspective architecture review from viewpoints like CTO, security, product and DevOps, plus AI collaboration coaching and idea scoring.

• flipt-io/mcp-server-flipt 📇 🏠 - Interact with feature flags in Flipt.

• flytohub/flyto-core 🐍 🏠 - Deterministic agent execution engine (browser, file, Docker, data, crypto, scheduling modules) with execution traces, evidence snapshots and step replay.

• ForeverTools/kiprio-mcp 🐍 ☁️ - Utility APIs: email validation, DNS lookup, WHOIS, SSL certificate inspection, IBAN validation, business day calculation, hashing and GPU prices.

• freema/mcp-design-system-extractor 📇 🏠 - Extract component information from Storybook design systems: HTML, styles, props, dependencies, theme tokens and metadata.

• gavelcode/gavel 🏎️ 🏠 - Code-quality gate for Bazel monorepos: runs lint, coverage and architecture checks from the build graph and returns a pass/fail verdict.

• GeiserX/lynxprompt-mcp 🏎️ ☁️ 🍎 🪟 🐧 - LynxPrompt prompt management: create, search and organize AI prompts and AGENTS.md/CLAUDE.md configuration files.

• gitkraken/gk-cli 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - GitKraken CLI with an MCP server wrapping GitKraken APIs as well as Jira, GitHub, GitLab and more.

• GLips/Figma-Context-MCP 📇 🏠 - Gives coding agents direct access to Figma data to implement designs in one shot.

• gofireflyio/firefly-mcp 🎖️ 📇 ☁️ - Discover, manage and codify cloud resources with Firefly.

• gorosun/unified-diff-mcp 📇 🏠 - Generate and visualize unified diffs as HTML or PNG, with side-by-side and line-by-line views for filesystem dry runs.

• ajitpratap0/GoSQLX 🏎️ ☁️ 🏠 - SQL validation, formatting, parsing, linting, security scanning and metadata extraction across multiple SQL dialects.

• gridhra/port-keeper-mcp 🏎️ 🏠 🍎 🪟 🐧 - Leases development port blocks to each clone or git worktree, writes .env files and resolves service names to URLs so parallel agents get their own ports.

• gridproof/gridproof 📇 🏠 - Renders a frontend with Playwright and audits spacing, gaps and element sizes against a design scale, returning fix hints. Tailwind-first.

• Govcraft/rust-docs-mcp-server 🦀 🏠 - Up-to-date documentation for a specific Rust crate via semantic search and LLM summarization.

• h-kazuki-pixel/layout-doctor-mcp 📇 🏠 🍎 🪟 🐧 - Renders HTML in a headless browser and detects layout defects (text overlap, element overflow, leftover placeholders) without baseline images.

• HainanZhao/mcp-gitlab-jira 📇 ☁️ 🏠 - GitLab and Jira: manage projects, merge requests, files, releases and tickets.

• HakashiKatake/docorbit 📇 🏠 🍎 🪟 🐧 - Version-aware docs for coding agents: finds llms.txt, OpenAPI and skill specs, resolves dependency versions, detects pitfalls and verifies code.

• haris-musa/excel-mcp-server 🐍 🏠 - Excel workbook creation, data operations, formatting, charts, pivot tables and formulas.

• hechtcarmel/jetbrains-debugger-mcp-plugin ☕ 🏠 - JetBrains IDE plugin giving coding agents programmatic control of the debugger.

• hechtcarmel/jetbrains-index-mcp-plugin ☕ 🏠 - JetBrains IDE plugin exposing indexing and refactoring features: rename, safe delete, find references, call and type hierarchy, diagnostics and more.

• hidai25/eval-view 🐍 🏠 🍎 🪟 🐧 - Regression testing for AI agents: save golden baselines, detect behavioral drift and block regressions in CI.

• higress-group/higress-ops-mcp-server 🐍 🏠 - Manage Higress gateway configuration and operations.

• hijaz/postmancer 📇 🏠 - Maintain and use API collections, replacing REST clients like Postman or Insomnia.

• Muhammed-AbdelGhany/rest_api_mcp 📇 🏠 🍎 🪟 🐧 - Authenticated calls to any REST API: auto-login, token caching, 2FA/OTP support, Swagger spec fetching and fuzzy endpoint search.

• hloiseaufcms/mcp-gopls 🏎️ 🏠 - Go code analysis via gopls, the Go language server.

• hoklims/stacksfinder-mcp 📇 🏠 🍎 🪟 🐧 - Deterministic tech stack recommendations scored on six dimensions: analyze and compare technologies and get stack suggestions for any project type.

• homespunapps/homespun 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Deploy and operate multi-user web apps: magic-link sign-in, a shared realtime database, per-role permissions, email notifications and file uploads.

• hungthai1401/bruno-mcp 📇 🏠 - Interact with the Bruno API client.

• hyperb1iss/droidmind 🐍 🏠 - Android device control, debugging, system analysis and UI automation, with a security framework.

• icohangar-ops/codesentinel 📇 🏠 🍎 🪟 🐧 - Detect dead code, circular dependencies, coupling and architectural drift.

• idosal/git-mcp 📇 ☁️ - Generic remote server that provides documentation for any GitHub repository or project.

• igorolv/sonar-mcp-server ☕ 🏠 🍎 🪟 🐧 - Read-only access to self-hosted SonarQube Community Build: issues, security hotspots, rules and code snippets so an agent can fix findings locally.

• IgorGanapolsky/ThumbGate 📇 🏠 - Turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks, stopping coding agents from repeating mistakes.

• iksnerd/adb-mcp 🏎️ 🏠 🍎 🪟 🐧 - Drive Android emulators and devices over adb: screenshots, UI inspection, tap/swipe/type, app lifecycle, logcat, screen recording and Gradle builds and tests.

• imatza-rh/mcp-zuul 🐍 ☁️ - Zuul CI: build failure analysis, log search, pipeline status and job configuration.

• InditexTech/mcp-server-simulator-ios-idb 📇 🏠 🍎 - Interact with iOS simulators (iPhone, iPad and more) through natural language commands.

• Ivy-Innovation/cubelife 📇 🏠 - Persistent pixel-art characters that reflect an agent's state in real time: report work state, mark tasks complete, signal errors and check status.

• InhiblabCore/mcp-image-compression 🐍 🏠 - Local compression of various image formats.

• Adityaaery20/media-mcp 🐍 🏠 🍎 🪟 🐧 - Local image and video processing: resize, convert, compress, crop, thumbnails, metadata extraction, rotate, flip, filters and ffmpeg-based video operations.

• InsForge/insforge-mcp 📇 ☁️ - Backend-as-a-service for agents building full-stack apps: auth, PostgreSQL database, storage and functions.

• io.github.hoainho/podium-mcp 📇 🏠 🍎 - Mobile E2E testing on macOS: iOS Simulator control, native UI automation, Maestro flows, React Native debugging and WebView DOM inspection.

• ios-simulator-mcp 📇 🏠 🍎 - Interact with iOS simulators: get simulator information, control UI interactions and inspect UI elements.

• isaacphi/mcp-language-server 🏎️ 🏠 - Navigate codebases with language server tools: go to definition, find references, rename and diagnostics.

• blackwell-systems/agent-lsp 🏎️ 🏠 🍎 🪟 🐧 - Stateful layer over real language servers: persistent sessions keep indexes warm, and speculative execution simulates edits in memory before writing to disk.

• IvanAmador/vercel-ai-docs-mcp 📇 🏠 - AI-powered search and querying of the Vercel AI SDK documentation.

• izzzzzi/codewiki-mcp 📇 ☁️ - Search repos, fetch AI-generated wiki docs and ask questions about any open-source repository via codewiki.google.

• j4c0bs/mcp-server-sql-analyzer 🐍 - SQL analysis, linting and dialect conversion using SQLGlot.

• jaggernaut007/Nexus-MCP 🐍 🏠 🍎 🪟 🐧 - Local hybrid code search (vector, BM25 and code graph) with structural code graph analysis and persistent semantic memory.

• jaimenbell/mcp-factory 🐍 🏠 - Manifest-driven MCP server scaffolder: generate MCP servers from YAML manifests, with batch registration and a live routing hub.

• Jambozx/onlinecybertools-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - Developer and security utilities via the onlinecybertools.com API: encoding, hashing, JWT decoding, regex testing, formatters, network diagnostics and OSINT.

• JamesANZ/system-prompts-mcp-server 📇 🏠 🍎 🪟 🐧 - Exposes a catalog of coding assistant system prompts as tools, with model-aware suggestions and persona activation to emulate agents like Cursor or Devin.

• James-Chahwan/repo-graph 🐍 🏠 - Structural codebase graph: scans entities, relationships and feature flows across languages so LLMs navigate by structure instead of grepping.

• janaraj/tnl 📇 🏠 🍎 🪟 🐧 - TNL (Typed Natural Language): per-feature English contracts that coding agents can look up, propose edits to and verify implementations against.

• janreges/ai-distiller-mcp 🏎️ 🏠 - Extracts essential code structure from large codebases into an AI-digestible format so agents write code that correctly uses existing APIs.

• jasonjmcghee/claude-debugs-for-you 📇 🏠 - VS Code extension and MCP server for language-agnostic automatic debugging via breakpoints and expression evaluation.

• jawdat6/fixgraph-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Search and contribute to a community-verified knowledge base of engineering issues and fixes, with trust scores and fix verification.

• jetbrains/mcpProxy 🎖️ 📇 🏠 - Work with JetBrains IDEs such as IntelliJ, PyCharm, WebStorm and Android Studio.

• jiezeng2004-design/PatchWarden 📇 🏠 🪟 - Local-first safety and verification layer for coding agents: workspace confinement, command allowlists, scope-violation detection and auditable task evidence.

• Jktfe/serveMyAPI 📇 🏠 🍎 - Securely store and access API keys across projects using the macOS Keychain.

• jmshinhwa/readystack-mcp 📇 🏠 🍎 🪟 🐧 - Regulation and deadline linters for EU CRA, DORA, NIS2, the EU AI Act, PCI DSS, WCAG, e-invoicing and more, reporting file, line and fix for each finding.

• jonradoff/lightcms 🏎️ ☁️ - CMS managed via natural language: publish content and manage templates, assets, themes, redirects and multi-site forks, with versioning and semantic search.

• jordandalton/restcsv-mcp-server 📇 ☁️ - Access CSV files via RestCSV.

• joshuarileydev/simulator-mcp-server 📇 🏠 - Control iOS Simulators.

• Jpisnice/shadcn-ui-mcp-server 📇 🏠 - Access shadcn/ui v4 components, blocks, demos and metadata.

• jsdelivr/globalping-mcp-server 🎖️ 📇 ☁️ - Run ping, traceroute, mtr, HTTP and DNS measurements from locations around the world via Globalping.

• julianbei/arno 🏎️ 🏠 🍎 🐧 - IDE for agents: read code by symbol, edit with compiler diagnostics, validate with the project's own build and tests, and revert to checkpoints.

• Jungle-Grid/mcp-server 🎖️ 📇 ☁️ - Estimate, submit, monitor and fetch logs for GPU inference, training, fine-tuning and batch workloads on Jungle Grid.

• kadykov/mcp-openapi-schema-explorer 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.

• kao273183/mk-qa-master 🐍 🏠 🍎 🪟 🐧 - End-to-end QA loop: analyzes web pages or mobile screens, generates and runs pytest or Maestro tests with auto-retry, and writes an optimization plan.

• Kapeli/dash-mcp-server 🐍 🏠 🍎 - Search documentation sets in Dash, the macOS API documentation browser.

• kenneives/design-token-bridge-mcp 📇 🏠 - Translates design tokens from Tailwind, CSS, Figma or W3C DTCG into Material 3, SwiftUI, Tailwind config and CSS variables, with WCAG contrast validation.

• kensaurus/mushi-mushi 📇 🏠 ☁️ 🍎 🪟 🐧 - Bug-report triage and fix dispatch: plain-English diagnoses of user-reported bugs with evidence, blast radius and a fix prompt, then automated GitHub fix PRs.

• kerbelp/metatron 🐍 🏠 🍎 🪟 🐧 - Self-hosted server that captures design patterns, conventions and decisions from git history and developer feedback and serves them to coding agents.

• kevinswint/xcode-studio-mcp 📇 🏠 🍎 - iOS development tools: build, run, screenshot and interact with the iOS Simulator.

• kindly-software/kdb 🦀 ☁️ - Time-travel debugger with bidirectional execution replay, hash-chain audit logging and SIMD-accelerated stack unwinding.

• knewstimek/agent-tool 🏎️ 🏠 🍎 🪟 🐧 - Encoding-aware file read/edit for coding agents with indentation conversion and .editorconfig support, plus SSH, SFTP, process management and system utilities.

• KryptosAI/mcp-observatory 📇 🏠 🍎 🪟 🐧 - Regression testing for MCP servers: discovers configured servers, checks capabilities, invokes tools, detects schema drift and recommends new servers.

• kyisaiah47/compound-mcp 📇 ☁️ - Read-only lookups for facts newer than a model's training cutoff: AI model costs, dependency maintenance, SaaS stack costs, shadcn registry items and more.

• LadislavSopko/mcp-ai-server-visual-studio #️⃣ 🏠 🪟 - Roslyn-based Visual Studio integration: semantic code navigation, symbol search, inheritance trees, call graphs, safe rename and build/test execution.

• kimwwk/repocrunch 🐍 🏠 🍎 🪟 🐧 - Analyze GitHub repositories' tech stack, dependencies, architecture, health metrics and security indicators with deterministic JSON output.

• lamemind/mcp-server-multiverse 📇 🏠 - Middleware that runs multiple isolated instances of the same MCP servers side by side with unique namespaces and configurations.

• MarcelRoozekrans/roslyn-codelens-mcp #️⃣ 🏠 🍎 🪟 🐧 - Roslyn-based .NET code intelligence: type hierarchies, call graphs, DI registrations, diagnostics, code fixes and complexity metrics from pre-built indexes.

• langfuse/mcp-server-langfuse 🐍 🏠 - Access and manage LLM application prompts created with Langfuse Prompt Management.

• lisamaraventano-spine/mcp-server 📇 🏠 🍎 🪟 🐧 - Underground Cultural District: developer utilities (UUID, JSON, Base64, hashing, JWT, regex, cron), creative tools and a marketplace of digital goods.

• linuxsuren/atest-mcp-server 📇 🏠 🐧 - Manage API test suites and test cases with atest.

• linw1995/nvim-mcp 🦀 🏠 🍎 🪟 🐧 - Interact with Neovim.

• jarvisassistantux/loopsense 📇 🏠 - Feedback loop for coding agents: CI monitoring, process watching, file change detection and HTTP polling.

• logisky/logisheets-mcp 🎖️ 📇 🏠 🍎 🪟 🐧 - Local Excel-compatible spreadsheet engine based on LogiSheets: deterministic formulas, named blocks, column rules, scenario scans, goal-seek and .xlsx export.

• lorenzo-cambiaghi/LynxMCP 🐍 🏠 🍎 🪟 🐧 - Local semantic code search with AST-aware chunking, hybrid BM25 and dense retrieval, and a code knowledge graph over codebases, docs sites and PDFs.

• louis030195/gptzero-mcp 📇 ☁️ 🍎 🪟 🐧 - Detect AI-generated text via the GPTZero API, with confidence scores, probability breakdowns and French and Spanish support.

• lpigeon/ros-mcp-server 🐍 🏠 🍎 🪟 🐧 - Control robots by converting natural language commands into ROS or ROS2 control commands.

• lpigeon/unitree-go2-mcp-server 🐍 🏠 🐧 - Control the Unitree Go2 robot with natural language commands interpreted by an LLM.

• LucasGorgal/localfig 📇 🏠 🍎 🪟 - Exposes the Figma desktop app's Plugin API on the open file: inline renders, design token reading and one undo step per call, without the cloud API.

• LumabyteCo/clarifyprompt-mcp 📇 ☁️ 🍎 🪟 🐧 - Turns vague prompts into platform-optimized prompts for AI tools across image, video, voice, music, code, chat and document categories.

• Luqueee/kivgraph 🏎️ 🏠 🍎 🐧 - Local code graph for coding agents: find code by intent, follow callers and references, inspect blast radius and trace dependencies across repositories.

• madhan-g-p/DevDocs-MCP 📇 🏠 🍎 🐧 - Version-pinned, offline documentation sourced from DevDocs.io.

• impossiblecode/overseer-nvim-mcp 📇 🏠 🍎 🐧 - Runs long-running commands a coding agent starts in Neovim (dev servers, watchers) as overseer.nvim tasks you can watch and stop from your task list.

• paulburgess1357/nvim-mcp 🐍 🏠 🐧 - Control Neovim instances via msgpack-RPC: read and edit buffers, run commands, send keys, query LSP diagnostics and annotate code with highlights.

• paulhkang94/markview 🏠 🍎 - Open and render Markdown files in MarkView, a native macOS Markdown preview app.

• MarcelRoozekrans/memorylens-mcp #️⃣ 🏠 🪟 - On-demand .NET memory profiling with JetBrains dotMemory: detects memory leaks, LOH fragmentation and anti-patterns, and suggests code fixes.

• martingeidobler/android-mcp-server 📇 🏠 - Android device control via ADB: screenshots, UI tree inspection, touch automation, logcat and compound actions like tap-and-wait.

• mattjegan/swarmia-mcp 🐍 🏠 🍎 🐧 - Read-only access to Swarmia metrics for quick reporting.

• meanands/npm-package-docs-mcp ☁️ - Up-to-date documentation for npm packages, fetched from the latest README in the package's GitHub repository.

• mcpware/ui-annotator-mcp 📇 🏠 - Annotates any web page with hover labels for AI assistants via reverse proxy injection, without browser extensions.

• microservices-sh/mcp 📇 ☁️ 🏠 - Inspect microservices.sh Cloudflare-native modules and templates, generate app plans and projects, run checks and trigger confirmation-gated preview deploys.

• mhmzdev/Figma-Flutter-MCP 📇 🏠 - Gives coding agents Figma data to write Flutter code, including asset exports, widgets and full-screen implementations.

• Michael-WhiteCapData/ollama-handoff 🐍 🏠 🍎 🪟 🐧 - Offload summaries, drafts, extractions and first-pass code reviews from a cloud LLM agent to a local Ollama model via handoff tools with built-in prompts.

• MikeRecognex/mcp-codebase-index 🐍 🏠 🍎 🪟 🐧 - Structural codebase indexer for querying functions, classes, imports, dependency graphs and change impact.

• mmorris35/devplan-mcp-server 📇 ☁️ - Generate step-by-step development plans (PROJECT_BRIEF.md, DEVELOPMENT_PLAN.md, CLAUDE.md) using the ClaudeCode-DevPlanBuilder methodology.

• MnemeHQ/mneme 🐍 📇 🏠 🍎 🪟 🐧 - Architectural decision governance for coding agents: submit proposals and query canonical decisions and their lineage, while humans keep final authority.

• mobile-next/mobile-mcp 📇 🏠 🐧 🍎 - Android and iOS app and device automation, development and app scraping on simulators, emulators and physical devices.

• MobileReality/mdma 📇 ☁️ 🏠 🍎 🪟 🐧 - Exposes the MDMA spec (interactive Markdown applications with mounted components), authoring prompts, package metadata and live docs.

• saranshbamania/mobile-device-mcp 📇 🏠 🍎 🪟 - Control Android devices and iOS simulators: AI visual analysis, Flutter widget tree inspection, element finding, video recording and test script generation.

• getmockd/mockd 🏎️ 🏠 🍎 🪟 🐧 - Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE and SOAP APIs with chaos engineering, stateful CRUD, spec imports and deterministic seeded responses.

• mockherodev/mcp-server 📇 ☁️ - Synthetic test data generation: detect schemas from SQL or JSON and generate JSON, CSV or SQL data.

• mrexodia/user-feedback-mcp 🐍 🏠 - Enable a human-in-the-loop feedback workflow in AI coding tools.

• muhannad-hash/git-context-mcp 📇 🏠 🍎 🪟 🐧 - Explains why code exists by tracing lines back to commits, GitHub PR descriptions and linked issues, plus file history, commit search and contributors.

• mumez/pharo-smalltalk-interop-mcp-server 🐍 🏠 - Pharo Smalltalk integration: code evaluation, class and method introspection, package management, test execution and project installation in Pharo images.

• n8daniels/RulesetMCP 📇 🏠 - Keeps agents grounded in project rules: query coding standards, validate snippets and get task-specific guidance from version-controlled rule files.

• Nagarjuna2997/ios-agent-skill 📇 🏠 🍎 🪟 🐧 - Swift code reviews, local Apple references and app scaffolding, plus simulator tools on macOS with Xcode.

• najaeda/naja-scope 🐍 🏠 - Explore elaborated SystemVerilog/Verilog designs (RTL or gate-level netlists) with najaeda: trace fan-in/fan-out, walk module hierarchy and jump to source.

• Souzix76/n8n-workflow-tester-safe 📇 🏠 - Test, score and inspect n8n workflows with config-driven test suites, two-tier scoring, execution traces and a built-in node catalog.

• AutomateLab-tech/n8n-mcp 📇 🏠 - Generate n8n workflow JSON from natural language, lint for deprecated nodes, missing typeVersion and broken connections, and debug per-node execution failures.

• narumiruna/gitingest-mcp 🐍 🏠 - Convert any Git repository into a text digest of its codebase using gitingest.

• Neem2004/android-mcp-server 📇 🏠 - ADB-based Android access: read-only logcat, UI hierarchy, package listing and allowlisted shell commands.

• neilberkman/editorconfig_mcp 📇 🏠 - Formats files using .editorconfig rules so AI-generated code follows project formatting standards.

• Neo1228/spring-boot-starter-swagger-mcp ☕ ☁️ 🏠 - Turn a Spring Boot application into an MCP server by reusing its existing Swagger/OpenAPI documentation.

• ni-c/woodpecker-ci-mcp 📇 🏠 - Drive a self-hosted Woodpecker CI: read failing step logs, restart, cancel or approve pipelines, and manage secrets, registries, crons, agents and the queue.

• nikolai-vysotskyi/trace-mcp 📇 🏠 🍎 🪟 🐧 - Framework-aware code intelligence via a cross-language dependency graph: routes, ORM relations, DI trees, impact analysis, call graphs and refactoring.

• Nishant-Chaudhary5338/mcp-toolkit 📇 🏠 🍎 🪟 🐧 - React/TypeScript development toolkit: component scaffolding, dependency audits, WCAG checks, test generation, type enforcement and monorepo management.

• nk3750/jitapi 🐍 ☁️ 🏠 🍎 🪟 🐧 - Discover and call API endpoints from OpenAPI specs using semantic search and dependency graphs, planning multi-step workflows without loading entire specs.

• no-materials/hird 🦀 🏠 🍎 🪟 🐧 - Query the Hirð compiler (typed actors on the BEAM): type inference, definition lookup, effect rows, IR fragments, actor protocols and supervision graphs.

• Neverlow512/agent-droid-bridge 🐍 🏠 - Control Android devices and emulators via ADB: UI inspection, screen interaction, ADB commands and change detection.

• Odrin/rhizome-mcp 🏎️ 🏠 🍎 🪟 🐧 - Local-first task tracking and coordination for coding agents: durable issues, leases, checkpoints, decisions, dependency graphs and review workflows.

• ofershap/mcp-server-devutils 📇 🏠 - Developer utilities: Base64, UUID, hashing, JWT decoding, cron parsing, timestamps, JSON and regex.

• ofershap/mcp-server-dns 📇 🏠 - DNS lookups, reverse DNS, WHOIS and domain availability checks.

• ofershap/mcp-server-docker 📇 🏠 - Manage Docker containers, images, volumes, networks and Compose services.

• ofershap/mcp-server-github-actions 📇 ☁️ - GitHub Actions: view workflow runs, read logs, re-run failed jobs and manage CI/CD.

• ofershap/mcp-server-github-gist 📇 ☁️ - Create, read, update, list and search GitHub Gists.

• ofershap/mcp-server-markdown 📇 🏠 - Search, extract sections, list headings and find code blocks across Markdown files.

• ofershap/mcp-server-npm-plus 📇 ☁️ - npm package search, bundle size checks, vulnerability scans and download comparisons.

• ofershap/mcp-server-scraper 📇 ☁️ - Web scraping: extract clean Markdown, links and metadata from any URL.

• ooples/token-optimizer-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Token optimization through caching and compression, with tools for API optimization, code analysis and real-time monitoring.

• OpenZeppelin/contracts-wizard - Generate secure smart contracts in multiple languages from OpenZeppelin Wizard templates.

• OverlayQA/mcp 📇 ☁️ 🏠 - WCAG accessibility and color-contrast audits plus QA issue tracking from your coding agent.

• optimaquantum/claude-critical-rules-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Enforces critical rules for Claude to prevent documented failure patterns, with a compliance verification checklist and rules summary.

• paladini/devutils-mcp-server 📇 🏠 🍎 🪟 🐧 - Developer utilities: hashing, Base64/hex/URL encoding, UUID and password generation, JWT decoding, JSON/YAML/XML formatting, timestamps, CIDR and text tools.

• paracetamol951/P-Link-MCP 🏠 🐧 🍎 ☁️ - HTTP 402 (Payment Required) implementation using Solana.

• pasichDev/docket 📇 🏠 🍎 🪟 🐧 - Shared todo list and backlog for coding agents, filed per project by git remote, with claims to avoid duplicate work and a local web dashboard.

• mcpware/pagecast 📇 🏠 - Record browser pages as GIF or video: AI-driven demo recordings with scroll, click and hover interactions via Playwright and ffmpeg.

• jcooley8/pincushion-plugin 📇 ☁️ 🏠 🍎 🪟 🐧 - Visual feedback for coding agents: stakeholders drop pins on a live app, and the agent reads each pin's selector, screenshot, DOM snippet and thread to fix it.

• pipepie/pipepie 🏎️ 🏠 - Self-hosted webhook relay and tunnel with Noise NK encryption: inspect requests, replay webhooks, trace AI pipelines, manage tunnels and subdomains.

• pmptwiki/pmpt-cli 📇 🏠 - Record and share AI-driven development history: saves project milestones with summaries, generates planning prompts and publishes to pmptwiki.

• pofky/asc-mcp 📇 🏠 🍎 - App Store Connect control: metadata edits, screenshot and binary uploads, TestFlight, IAPs, subscriptions, release preflight audits, submission and release.

• PostHog/posthog 🎖️ 📇 ☁️ - Interact with PostHog analytics, feature flags, error tracking and more.

• soulware-studio/promethic-mcp ☁️ - Prompt library with versioned prompts and per-version model settings for text, image and JSON; tracks edits and proposes refined versions.

• pylonapi/pylon-mcp 📇 ☁️ - x402 API gateway for web extraction, search, translation, image generation, screenshots, PDF and OCR, paid per call in USDC on Base.

• Pratyay/mac-monitor-mcp 🐍 🏠 🍎 - Identifies resource-intensive processes on macOS and suggests performance improvements.

• promptexecution/just-mcp 🦀 🏠 - Justfile integration: run CLI or script commands with parameters and environment variable support.

• pskill9/website-downloader - Download entire websites using wget, preserving their structure and converting links to work locally.

• PSU3D0/spreadsheet-mcp 🦀 🏠 🪟 - Token-efficient spreadsheet analysis and editing (xlsx/xlsm) with region detection, structured reads, formula and style inspection, forking and recalculation.

• grahamrowe82/pt-edge 🐍 ☁️ 🍎 🪟 🐧 - Tracks open-source AI projects across GitHub, PyPI, npm, Hugging Face, Docker Hub and Hacker News for discovery, comparison and trend analysis.

• public-ui/kolibri 📇 ☁️ 🏠 - Accessible KoliBri web component samples, specs, docs and scenarios.

• pzalutski-pixel/javalens-mcp ☕ 🏠 - Semantic Java analysis via Eclipse JDT: compiler-accurate navigation, refactoring, find references, call hierarchy and code metrics.

• pzalutski-pixel/godotlens-mcp 🐍 🏠 - Semantic GDScript analysis via Godot's built-in LSP: navigation, references, diagnostics, rename and file sync.

• pzalutski-pixel/sharplens-mcp #️⃣ 🏠 - Semantic C#/.NET analysis via Roslyn: navigation, refactoring, find usages and code intelligence.

• qainsights/jmeter-mcp-server 🐍 🏠 - Performance testing with JMeter.

• qainsights/k6-mcp-server 🐍 🏠 - Performance testing with Grafana k6.

• qainsights/locust-mcp-server 🐍 🏠 - Performance testing with Locust.

• benswel/qr-agent-core 📇 ☁️ - Dynamic QR codes: create, update, track and retarget QR codes of various types without regenerating images.

• QuantGeekDev/docker-mcp 🏎️ 🏠 - Docker container management and operations.

• Quantum3-Labs/ARBuilder 🐍 ☁️ 🏠 🍎 🪟 🐧 - Code generator for Arbitrum: Stylus smart contracts, SDK bridging, full-stack dApps and Orbit chain deployment, backed by RAG over Arbitrum documentation.

• r-huijts/xcode-mcp-server 📇 🏠 🍎 - Xcode integration for project management, file operations and build automation.

• rabdulsal/appstore-release-mcp 📇 🏠 🍎 - Runs the App Store release cycle for iOS/macOS apps: version bump, archive, signing and TestFlight upload via fastlane, metadata updates and review submission.

• ReAPI-com/mcp-openapi 📇 🏠 - Discover and explain OpenAPI specifications and generate code or mock data from them.

• RepoAssay/repo-test-architect 📇 🏠 🍎 🪟 🐧 - Local, read-only test architecture audits for JS/TS, C#, Elixir, Go, Kotlin, PHP, Python, Ruby, Rust and Swift, with evidence-backed findings and test plans.

• Vbj1808/retrieval-lens 📇 🏠 - Flight recorder for RAG retrieval: logs chunks, scores, sources and rankings to audit, replay and diff retrieval runs.

• reflagcom/mcp 🎖️ 📇 ☁️ - Manage Reflag feature flags from chat in your IDE.

• Rootly-AI-Labs/Rootly-MCP-server 🎖️ 🐍 ☁️ 🍎 - Access Rootly, the incident management platform.

• ronantakizawa/a11ymcp 📇 🏠 - Test URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core, including color contrast, ARIA validation and orientation lock detection.

• rsdouglas/janee 📇 🏠 🍎 🪟 🐧 - Self-evolving server that uses an LLM to create, test and refine its own tools at runtime from natural language descriptions.

• ryan0204/github-repo-mcp 📇 ☁️ 🪟 🐧 🍎 - Browse GitHub repositories, explore directories and view file contents.

• sarveshsea/memi 📇 🏠 - Design-system memory for coding agents: UI audits, Tailwind token extraction, shadcn registry workflows, Figma context, design docs and quality diagnostics.

• saurav61091/mcp-openapi 📇 ☁️ 🏠 - Turn any OpenAPI 3.x spec into callable MCP tools, with Bearer, API key and Basic auth support.

• sbroenne/mcp-server-excel #️⃣ 🏠 🪟 - Automate the Excel app on Windows: Power Query, DAX, VBA, PivotTables, tables, charts, ranges and formatting.

• SDGLBL/mcp-claude-code 🐍 🏠 - Implements Claude Code-like capabilities for code understanding, modification and project analysis.

• seldonframe/reelier 📇 🏠 🍎 🪟 🐧 - Record an agent's MCP tool-call workflow, replay it deterministically without tokens and diff runs to catch drift, for CI and snapshot tests.

• selvage-lab/selvage 🐍 🏠 - LLM-based code review with AST-based context extraction, supporting Claude, GPT, Gemini and other models via OpenRouter.

• NavinAgrawal/mcp-broker 🐍 🏠 🍎 🪟 🐧 - Local MCP broker exposing one client entry that routes to many upstream MCP servers, with profile gates, lifecycle management and mutating-tool allowlists.

• notasandy/mcp-code-sanitizer 🐍 🏠 🍎 🪟 🐧 - Code review via Groq: finds bugs, vulnerabilities and SQL injections, compares and explains code, generates tests and HTML reports.

• shellsage-ai/mcp-server-boilerplate 📇 🐍 🏠 - Starter templates for MCP servers in TypeScript and Python, with tool, resource and prompt patterns.

• SegfaultSorcerer/heap-seance 🐍 🏠 🍎 🪟 🐧 - Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT and async-profiler, with conservative scans, deep forensics and confidence-based verdicts.

• sequa-ai/sequa-mcp 📇 ☁️ 🐧 🍎 🪟 - Gives AI coding tools context from your entire codebase and docs via Sequa.

• SimplyLiz/CodeMCP 🏎️ 🏠 🍎 🪟 🐧 - Code intelligence via SCIP indexing for Go, TypeScript, Python, Rust and Java: semantic search, impact analysis, call graphs and ownership detection.

• skullzarmy/vibealive 📇 🏠 🍎 🪟 🐧 - Find unused files and APIs in Next.js projects, with project analysis tools exposed over MCP.

• smplkit/mcp 📇 ☁️ - Schedule HTTP jobs (cron, one-off or on-demand) with retries and run history.

• snaggle-ai/openapi-mcp-server 🏎️ 🏠 - Connect to any HTTP/REST API server using an OpenAPI v3 spec.

• specshield26/specshield-mcp-server 📇 ☁️ - OpenAPI breaking-change detection and migration guides to check whether an API change is safe to ship.

• srijanshukla18/xray 🐍 🏠 - Code intelligence via ast-grep: map project structure, fuzzy-find symbols and assess change impact in Python, JS/TS and Go.

• srclight/srclight 🐍 🏠 - Code indexing with SQLite FTS5, tree-sitter and embeddings for symbol search, call graphs, git intelligence and hybrid semantic search.

• st3v3nmw/sourcerer-mcp 🏎️ ☁️ - Semantic code search and navigation that reduces token waste.

• stass/lldb-mcp 🐍 🏠 🐧 🍎 - LLDB integration for binary and core file analysis, debugging and disassembly.

• stfade/moth 📇 🏠 - Structured bug-fix analysis and project-local memory of verified fixes for coding agents.

• storybookjs/storybook 📇 🏠 - Helps agents write and test Storybook stories for UI components.

• SuresoftTechnologies/dvera-plugin 🎖️ 🐍 🏠 🪟 🐧 - Drives Controller Tester (CT) C/C++ verification: project setup, analysis, test generation and execution, statement/branch/MC-DC coverage and report export.

• tactual-dev/tactual 📇 🏠 🍎 🪟 🐧 - Screen-reader navigation cost analyzer that models assistive technology user effort with per-profile scoring, graph-based pathfinding and navigation traces.

• TamarEngel/jira-github-mcp - Integrates Jira and GitHub to automate developer workflows from issue tracking to branches, commits, pull requests and merges.

• tao-izm/devpulse-mcp 📇 🏠 - Real-time diagnostic snapshot of the local dev environment: framework, running services, recent errors and git state.

• TCSoftInc/testcollab-mcp-server ☁️ - List, create and update test cases in TestCollab with filtering, sorting and pagination.

• TKMD/ReftrixMCP 📇 🏠 🐧 🍎 - Web design analysis: layout extraction, motion detection, quality scoring and semantic search, turning web pages into structured design knowledge.

• TencentEdgeOne/edgeone-pages-mcp 📇 ☁️ - Deploy HTML content to EdgeOne Pages and get a public URL.

• testdino-hq/testdino-mcp 🎖️ 📇 ☁️ - Review TestDino test runs, debug failures and manage manual test cases using natural language.

• tgeselle/bugsnag-mcp 📇 ☁️ - Interact with Bugsnag.

• thecombatwombat/replicant-mcp 📇 🏠 🍎 🪟 🐧 - Android development: build APKs, launch emulators, manage devices, automate UI and analyze logs.

• themesberg/flowbite-mcp 📇 🏠 🍎 🪟 🐧 - AI assistance for Flowbite, the open-source UI framework based on Tailwind CSS.

• theserverlessdev/wsc 📇 ☁️ 🏠 - Prose linter and AI-slop detector: weasel words, passive voice, hedging and research-cited AI writing tells.

• tipdotmd/tip-md-x402-mcp-server 📇 ☁️ - Cryptocurrency tipping using the x402 payment protocol and CDP Wallet.

• x402node/x402-mcp 🎖️ 📇 🏠 - Exposes x402-paid APIs discovered from Coinbase Bazaar, handling USDC micropayments on Base.

• Mibayy/token-savior 🐍 🏠 🍎 🪟 🐧 - Structural code intelligence: navigate and edit code by symbol, with dependency graphs, call chains, dead code detection and structural diffs.

• Tokenectomy-Labs/Tokenectomy 🦀 🏠 🍎 🪟 🐧 - Log noise removal, secret redaction and atomic compiler patch verification with instant rollback for AI debugging sessions.

• Tommertom/awesome-ionic-mcp 📇 🏠 - Ionic coding assistant for building mobile apps with React, Angular, Vue or vanilla JS.

• tosin2013/mcp-adr-analysis-server 📇 ☁️ 🏠 - Architectural analysis for software projects: technology stack detection, ADR management, security checks, TDD workflow and deployment readiness validation.

• TranQui004/signalint 📇 🏠 🍎 🪟 🐧 - Compact JavaScript/TypeScript diagnostics: clusters and prioritizes Oxlint, tsc and Biome issues, caches results and detects recurring diagnostic loops.

• tumf/mcp-text-editor 🐍 🏠 - Line-oriented text file editor with partial file access to minimize token usage.

• ukkit/memcord 🐍 🏠 🐧 🍎 - Organize and search chat history with AI-generated summaries and secure memory.

• utensils/mcp-nixos 🐍 🏠 - Information on NixOS packages, system options, Home Manager configurations and nix-darwin macOS settings.

• V0v1kkk/DotNetMetadataMcpServer #️⃣ 🏠 🍎 🪟 🐧 - Type information from .NET projects: assembly exploration, namespace discovery, type reflection and NuGet integration.

• valado/pantheon-mcp - Serves task-specific instructions to agents instead of static Markdown files.

• var-gg/mcp 📇 ☁️ - Enforces team naming conventions in AI-generated code.

• vasayxtx/mcp-prompt-engine 🏎️ 🏠 🪟️ 🐧 🍎 - Manage and serve dynamic prompt templates using a text template engine.

• veelenga/claude-mermaid 📇 🏠 🍎 🪟 🐧 - Render Mermaid diagrams with live reload, themes and SVG, PNG or PDF export.

• vercel/next-devtools-mcp 🎖️ 📇 🏠 - Next.js runtime diagnostics, route inspection, dev server logs, docs search and upgrade guides for coding agents.

• vighriday/Veris 📇 🏠 🍎 🪟 🐧 - Behavioral verification for TS/JS repos: builds a behavioral graph, clusters workflows, detects drift and generates adversarial probes with risk scores.

• verifyax/verifyax-mcp 📇 ☁️ - Agent evaluation, simulation testing and functional/non-functional verification workflows on the VerifyAX platform.

• vezlo/src-to-kb 📇 🏠 ☁️ - Convert source code repositories into searchable knowledge bases using chunking, OpenAI embeddings and GPT-5 search.

• vivekvells/mcp-pandoc - Document format conversion using Pandoc: Markdown, HTML, PDF, DOCX, CSV and more.

• VikrantSingh01/adaptive-cards-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Generate, validate, optimize and transform Adaptive Cards for Teams, Outlook, Copilot and ChatGPT, with accessibility scoring and host compatibility checks.

• VOYAGER-Inc/excel-vision-mcp 🐍 🏠 🍎 🪟 🐧 - Reads Excel files with embedded images mapped to their cells and meaningful formatting such as colors and strikethrough; supports writes with atomic saves.

• VSCode Devtools 📇 - Connect to the VS Code IDE and use semantic tools like find usages.

• VrtxOmega/Ollama-Omega 🐍 🏠 🍎 🪟 🐧 - Chat, generate, pull, list and inspect models with Ollama.

• VrtxOmega/omega-brain-mcp 🐍 🏠 🍎 🪟 🐧 - AI execution pipeline with NAEF logic constraints, VERITAS build gates, semantic vault integration and Tri-Node Cortex validations to curb hallucination.

• Webvizio/mcp 🎖️ 📇 - Converts website and web app feedback and bug reports into context-enriched developer tasks for coding agents via Webvizio.

• whyy9527/ariadne 🐍 🏠 - Offline cross-service API dependency graph: find GraphQL operations, REST endpoints, Kafka topics and frontend queries related to a business term or endpoint.

• willianpinho/mcp-gateway-scan 📇 🏠 - Read-only static scanner that scores MCP and agent-gateway repos on RBAC, fail-closed behavior, supply chain, observability, cost and secrets handling.

• WiseVision/mcp_server_ros_2 🐍 - ROS 2 integration for AI-driven robotics applications and services.

• wn01011/llm-token-tracker 📇 🏠 🍎 🪟 🐧 - Token usage and cost tracking for OpenAI and Claude APIs with real-time session tracking.

• Wolfe-Jam/claude-faf-mcp 📇 🏠 - Persistent project context in the .faf (Foundational AI-context Format), with project DNA and Podium scoring.

• Wolfe-Jam/faf-mcp 📇 🏠 - Persistent project context in the IANA-registered .faf format, with AI-readiness scoring.

• Wooonster/hocr_mcp_server 🐍 🏠 - Extract handwritten math formulas from uploaded images as LaTeX using a vision-language model, with a Vue frontend.

• wyattjoh/jsr-mcp 📇 ☁️ - Access JSR, the JavaScript Registry.

• xcodebuild 🍎 - Build iOS Xcode workspaces or projects and feed errors back to the LLM.

• XixianLiang/HarmonyOS-mcp-server 🐍 🏠 - Device control and UI automation for HarmonyOS Next devices.

• xzq.xu/jvm-mcp-server 📇 🏠 - JVM-based MCP server implementation.

• yangkyeongmo@/mcp-server-apache-airflow 🐍 🏠 - Connect to Apache Airflow.

• yanmxa/scriptflow-mcp 📇 🏠 - Turns repetitive AI interactions into persistent, executable Bash, Python, Node.js or TypeScript scripts.

• ycs77/apifable 📇 🏠 - Explore OpenAPI specs, search endpoints and generate TypeScript types.

• yikakia/godoc-mcp-server 🏎️ ☁️ 🪟 🐧 🍎 - Query Go package information on pkg.go.dev.

• yiwenlu66/PiloTY 🐍 🏠 - Control interactive terminals (PTY) with stateful sessions, SSH connections and background process management.

• YuChenSSR/mindmap-mcp-server 🐍 🏠 - Generate interactive mind maps.

• YuChenSSR/multi-ai-advisor 📇 🏠 - Query multiple Ollama models and combine their responses for diverse perspectives on a single question.

• YuliiaKovalova/dotnet-template-mcp #️⃣ 🏠 🍎 🪟 🐧 - Search, inspect, preview and create dotnet new projects via the .NET Template Engine, with parameter validation, defaults and NuGet resolution.

• Yutarop/ros-mcp 🐍 🏠 🐧 - Control robots with natural language via ROS 2 topics, services and actions.

• yWorks/mcp-typescribe 📇 🏠 - Provides TypeScript API information so agents can work with APIs not in their training data.

• ypollak2/llm-router 🐍 🏠 🍎 🪟 🐧 - Subscription-aware LLM router for Claude Code: routes tasks to providers like OpenAI, Gemini, Groq and Ollama by complexity, subscription usage and cost.

• zaebee/codegraph-brain 🐍 🏠 - Local Python/TypeScript code graph: call tracing, multi-hop impact analysis, authz reachability audits, coupling metrics and architectural drift detection.

• zaizaizhao/mcp-swagger-server 📇 ☁️ 🏠 - Converts OpenAPI/Swagger specifications to MCP format so AI assistants can call REST APIs.

• zcaceres/fetch-mcp 📇 🏠 - Fetch JSON, text and HTML data.

• zelentsov-dev/asc-mcp 🏠 🍎 - Manage App Store Connect apps, builds, TestFlight, subscriptions, reviews and more via its API.

• zenml-io/mcp-zenml 🐍 🏠 ☁️ - Connect to ZenML MLOps and LLMOps pipelines.

• zillow/auto-mobile 📇 🏠 🐧 - Android automation tool suite for developer workflows and testing.

• ztuskes/garmin-documentation-mcp-server 📇 🏠 - Offline Garmin Connect IQ SDK documentation with search and API examples.

• drumst0ck/uploadkit 🎖️ 📇 🏠 🍎 🪟 🐧 - UploadKit's React upload components, Next.js route handler scaffolds, bring-your-own-storage setup (S3, R2, GCS, B2) and full-text docs search.

• DigiCatalyst-Systems/dep-diff-mcp 📇 🏠 🍎 🪟 🐧 - Turns npm or PyPI lockfile diffs into upgrade plans with semver classification, breaking changes, fixed CVEs, migration links and risk-ranked recommendations.

• hikmahtech/drwhome 📇 ☁️ - Developer utilities: Base64 and URL encoding, JWT decoding, DNS lookup, UUID generation, JSON formatting, User-Agent parsing and IP lookup.

• skyhook-io/radar 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Query Kubernetes cluster topology, resources, events, logs and Helm/GitOps state across clusters via Radar, a Kubernetes visibility tool.

• NazarKalytiuk/tarn 🦀 🏠 🍎 🪟 🐧 - API testing tool with YAML tests and structured JSON failures agents can act on: run, validate, inspect, rerun failed tests and get fix plans.

• tooluse-labs/perfetto-mcp-rs 🦀 🏠 🍎 🪟 🐧 - Perfetto trace analysis: run PerfettoSQL queries on trace files, with Chrome tools for page loads, scroll jank, main-thread hotspots and stdlib discovery.

• mshegolev/jaeger-mcp 🐍 ☁️ 🏠 - Query Jaeger distributed tracing: list services and operations, search and fetch traces, and view service dependencies.

• parasxos/cpp26-adapter 🐍 🏠 🍎 🪟 🐧 - C++26 paper reference backing a Claude Code plugin: paper lookup, fuzzy search and compiler support status over the ISO/IEC 14882:2026 corpus.

• graphpilot-oss/graphpilot 📇 🏠 🍎 🪟 🐧 - Structural memory for coding agents: indexes TypeScript/JavaScript repos for callers, callees, symbol locations and branch-aware blast-radius impact.

• Disentinel/grafema 📇 🏠 🍎 🪟 🐧 - Semantic code graph: indexes a codebase into a typed graph for call-chain tracing, data-flow analysis, semantic search and invariant checking.

• laszlopere/mcp-abacus 🐍 🏠 🍎 🐧 - Offline calculator that evaluates expressions in fixed-point, IEEE-754 double or exact rational arithmetic, labelling each answer exact or inexact.

• joaoh82/rustunnel 🦀 🏠 ☁️ - Create and manage public HTTP, TCP and UDP tunnels to local services with custom subdomains, regions and load-balanced pools, managed cloud or self-hosted.

• JSungMin/vs-token-safer 📇 🏠 🍎 🪟 🐧 - Routes code search through language-server indexes (clangd, Roslyn, tsserver, pyright) instead of grep, plus symbol-level edits and git/p4 output compaction.

• ysalitrynskyi/opn-mcp 📇 ☁️ 🏠 - Shorten links, read click analytics, generate branded QR codes and manage links on opn.onl, the open-source, self-hostable URL shortener.

• mambalabsdev/mcp-domain-deliverability-checker 📇 ☁️ - Audit a domain's email deliverability (SPF, DKIM, DMARC, MX, blacklists, catch-all, domain age) and get a health score via an Apify actor.

• ozers/hooksense-mcp 📇 ☁️ - Webhook callbacks for AI agents: create callback URLs, wait for signature-verified webhooks instead of polling, verify HMAC and list or replay callbacks.

• Eltortilla1/synapse-code-mcp 📇 🏠 🍎 🪟 🐧 - Structural code context via TypeScript AST analysis: compressed symbol indexes, dependency graphs and git diffs, without a vector database or embeddings.

• richer-richard/fenestra 🦀 🏠 - Headless rendering and verification of native Rust GUIs: accessibility tree, semantic selectors, contrast and focus-order checks, and screenshot diffs.

• chaoz23/inkcheck 📇 🏠 🍎 🪟 🐧 - CI for ink interactive-fiction stories: compiles, playtests every branch and finds runtime errors, unreachable knots and every distinct ending.

• swapnanil/vectr 🐍 🏠 🍎 🪟 🐧 - Semantic codebase search and persistent working memory: hybrid dense and BM25 search over AST-aware chunks, a symbol graph and notes that survive restarts.

• SunrisesIllNeverSee/sigrank-mcp 📇 🏠 🍎 🪟 🐧 - Leaderboard ranking AI coding operators by token efficiency, with signed submissions, diagnostics and simulations; only token counts leave the machine.

• Bishop81/imagedimensions-mcp 📇 ☁️ - Audit images on a web page via the imagedimensions.com API: natural vs rendered dimensions, oversized-image detection and format breakdown.

• sebastienrousseau/rlg 🦀 🏠 🍎 🪟 🐧 - Log tools for on-call and SRE workflows over rlg (RustLogs) files: tail events by level or target, filter with JSON-path predicates and summarize errors.

• chrassy/klanex-mcp 🎖️ 📇 ☁️ - Async execution for agent tool calls: payload schema checks, retries and circuit breakers, idempotency keys, approval gates, replay and signed-webhook results.

• get-tmonier/argot 🎖️ 🦀 🏠 🍎 🪟 🐧 - Checks agent-written code against the repo's git-history patterns, flagging foreign dependencies, reinvented functions, misplaced code and gamed tests.

• MikhailHal/ariadne ☕ 🏠 🍎 🪟 🐧 - Affected-test selection for Kotlin/Android projects: finds the unit tests impacted by working-tree changes via function-level static analysis.

• PackkitLabs/packkit-mcp 📇 🏠 - Scaffold and upgrade multi-language projects with the create-packkit generators, and compose a frontend and backend into one fullstack repo.

• gvasile29/qai-consultant 🐍 🏠 🍎 🪟 🐧 - Local retrieval over ISTQB, OWASP, IEEE, ISO and EU AI Act QA standards, plus QA effort estimation, QA document review and JUnit/CSV flakiness analysis.

• MGM-FALCON/quelllm-mcp 🐍 ☁️ 🍎 🪟 🐧 - Search the quelllm.fr open-weights LLM catalog: compare models by parameters, VRAM per quantization, speed and license, and estimate VRAM and costs.

• imqueue/mcp 📇 🏠 - Search @imqueue docs, scaffold typed services and clients, access the CLI and manage your service fleet.

• WCAG-Compliance/wcagc-mcp 🎖️ 📇 ☁️ 🏠 - Accessibility scanning with axe-core (WCAG 2.1 AA, EN 301 549, PDF/UA) via wcagc: scan URLs and PDFs, crawl sites, replay journeys and read violation trends.

• srbsa/diffgate 📇 🏠 🍎 🪟 🐧 - Deterministic guardrail for AI-written diffs: AST-based checks for SQLi, SSRF, XXE, hardcoded secrets and over-abstraction, scoped to the changed lines.

• shakaran/symfony-agent-mcp 📇 🏠 🍎 🪟 🐧 - Read-only introspection of Symfony codebases: routes, controllers, services, entities, schema, migrations, Doctrine, Messenger, Twig and API Platform.

• ms-methos/jsonfabrica-mcp-server 📇 🏠 🍎 🪟 🐧 - Generate realistic, schema-conformant JSON test data (single documents or relational batches) from reusable templates via the JsonFabrica API.

• servelink-swyftlabs/serve-mcp 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Public HTTPS links for local files, directories or dev servers, via a live tunnel or published copy, with password protection, TTLs and named subdomains.

• Yocoolab/mcp-server 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Pin visual feedback on live web pages with the Yocoolab extension and hand it to coding agents with the element, selector and screenshot attached.

• JeanFrancoisGagne/crapkit 🎖️ 🐍 🏠 🍎 🪟 🐧 - Read-only per-function CRAP scores (complexity and coverage) that point to the worst function to fix next, with uncovered lines and near-duplicates.

• KallistoX/mcp-unifi-applications 🐍 🏠 🍎 🪟 🐧 - Query UniFi API docs (Network, Protect, Site Manager and more): endpoint search, field-level schemas and code examples. Docs only, no controller access.

• xarl3z/magzdown-agent-tools 📇 🏠 🍎 🪟 🐧 - Turn Markdown into a shareable link rendered as a typeset document (tables, Mermaid, math, pagination); content is stored in the URL, not uploaded.

• gba3124/anyhook-mcp 🎖️ 📇 ☁️ 🏠 - Create live webhook endpoints and read back the deliveries they receive; endpoints keep working after the session ends.

• metabolism-tools/workspace-metabolism 🐍 🏠 🍎 🪟 🐧 - Policy layer for multi-agent workspaces: a JSON file sets what each path is worth, agents dry-run cleanup plans, and actions land in a hash-chained journal.

• WilliamSmithEdward/xlide_mcp 🐍 🏠 🍎 🪟 🐧 - Read, write, analyze and test VBA in Excel, Word, PowerPoint and Access files, with static analysis; the file layer works without Office installed.

• motock/fagan 🐍 🏠 - Autonomous coding pipeline: a frontier model plans and reviews, a local model implements under TDD, and a merge gate re-runs the suite on the rebased branch.

• A1-x-Tech/mcp-yandex-dostavka 📇 ☁️ - Yandex Delivery B2B API: express-courier claims (price check, create, track, cancel) and pickup-point/NDD orders.

• A1-x-Tech/mcp-yango-delivery 📇 ☁️ - Yango Delivery B2B API (international Yandex Delivery): express-courier price checks, delivery claims, courier tracking and confirmation codes.

• jordandalton/doordash-mcp-server 🐍 - Unofficial DoorDash Delivery integration.

• arthurpanhku/DragonMCP 📇 🏠 ☁️ 🍎 - Greater China local services: Meituan/Ele.me delivery, Didi ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 rail and Taobao/JD shopping.

• catrinmdonnelly/royalmail-mcp 📇 ☁️ - Book, label, track and cancel Royal Mail and Parcelforce shipments across UK and international services.

• CydVilla/peckish 📇 🏠 🍎 - Order food and groceries on DoorDash via its CLI (macOS arm64): search stores, compare fee-included totals, build carts; orders need user approval.

• iafanasov/packzoo-mcp 📇 ☁️ - Compare parcel and letter delivery prices across carriers in 27 European countries.

• smklog/parcel-shipping-rates-mcp 🎖️ ☁️ - Live USPS, UPS, FedEx and DHL rates for parcels shipped from the US, from a plain item description, plus checkout links, checkout status and tracking.

• warpfreight/warp-agent-mcp 📇 ☁️ - Book LTL, FTL, van and box-truck freight through the Warp network, with in-chat login, Stripe-charged bookings and carrier dispatch.

• Dudude-bit/yandex-lavka-mcp 🐍 ☁️ - Unofficial Yandex Lavka (Russia) grocery ordering: search the catalog, build a cart and place orders with two-step confirmation before any charge.

• Yang1Bai/claw-tsaver 🐍 🏠 🍎 🪟 🐧 - MCP proxy that replaces oversized tool results with a preview and an on-demand handle to save tokens.

• childrentime/reactuse 📇 🏠 🍎 🪟 🐧 - Discover ReactUse React Hooks: signatures, demos and usage patterns from the library docs.

• kannajune/mcp-architect 🐍 🏠 - Local codebase architecture analysis: tech-stack overview, internal dependency graph with cycle detection, risk hotspots and module summaries.

• todah-zg/codemagic-mcp 📇 ☁️ - Build, sign and publish iOS and Android apps via Codemagic CI/CD, App Store Connect and Google Play.

• deslay1/amendor-mcp 📇 ☁️ - Let non-technical users request UI changes on your live site, then pull each request with its element and page into your coding agent to open a PR.

• LS-SIEM-LLP/qa-probe 📇 🏠 🍎 🪟 🐧 - Probe live APIs and classify why each endpoint failed, with root cause, evidence and confidence. Supports FastAPI, Express, Next.js, tRPC and GraphQL.

• zyqzyq/Unfour 🦀 🏠 🪟 🍎 - Local-first backend dev workspace: API debugging, SSH, database and diagnostics tools, with scoped safety policies and confirmation for risky actions.

• getproxykit/proxykit-mcp 🏎️ 🏠 🍎 🪟 🐧 - Drive the local ProxyKit MITM debugging proxy: inspect HTTP(S), gRPC and WebSocket traffic, create mocks and rewrites, replay requests and run chaos scenarios.

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

• inity13/decisionmatrix-mcp 📇 ☁️ - Deterministic multi-criteria decision analysis: rank options on weighted criteria via weighted-sum, weighted-product or TOPSIS, with sensitivity analysis.
• abhiphile/fermat-mcp 🐍 🏠 🍎 🪟 🐧 - Math engine combining SymPy, NumPy and Matplotlib for symbolic algebra, numerical computing and data visualization.
• agmonetti/mathmethods-mcp 🐍 🏠 🍎 🪟 🐧 - Numerical methods: root finding, numerical integration, differential equations (RK4) and Lagrange interpolation.
• Archerkattri/mathlas 🐍 🏠 - Math tools for agents: theorem search, PSLQ constant identification, OEIS lookup, Lean kernel checks and applicability checklists.
• arrismo/kaggle-mcp 🐍 ☁️ - Connect to Kaggle to download and analyze datasets.
• aurelio-nakamura/dataloupe 📇 🏠 🍎 🪟 🐧 - Offline tabular data access: describe, preview and query CSV, TSV, JSON, Parquet and Excel files, diff datasets and build an interactive HTML explorer.
• avisangle/calculator-server 🏎️ 🏠 - Mathematical computations: basic arithmetic, advanced functions, statistical analysis, unit conversions and financial calculations.
• bradleylab/stella-mcp 🐍 🏠 - Create, read, validate and save Stella system dynamics models (.stmx files in XMILE format) for scientific simulation and modeling.
• Bright-L01/networkx-mcp-server 🐍 🏠 - Graph analysis with NetworkX: centrality algorithms, community detection, PageRank and graph visualization.
• chohyerinn/filter-mcp-server 🐍 �