punkpeye/awesome-mcp-servers: A collection of MCP servers.

[!important] Important Read The State of MCP in 2025 report.

[!important] Important Awesome MCP Servers web directory.

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

What is MCP?

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.

Clients

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

[!tip] Tip Glama Chat is a multi-modal AI client with MCP support & AI gateway.

Tutorials

Community

Legend

🎖️ – official implementation
programming language
- 🐍 – Python codebase
  - 📇 – TypeScript (or JavaScript) codebase
  - 🏎️ – Go codebase
  - 🦀 – Rust codebase
  - #️⃣ - C# Codebase
  - ☕ - Java codebase
  - 🌊 – C/C++ codebase
  - 💎 - Ruby codebase
scope
- ☁️ - Cloud Service
  - 🏠 - Local Service
  - 📟 - Embedded Systems
operating system
- 🍎 – For macOS
  - 🪟 – For Windows
  - 🐧 - For Linux

[!note] Note Confused about Local 🏠 vs Cloud ☁️?

Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser.

Use cloud when MCP server is talking to remote APIs, e.g. weather API.

Server Implementations

[!note] Note We now have a web-based directory that is synced with the repository.

🔗 Aggregators

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

1mcp/agent 📇 ☁️ 🏠 🍎 🪟 🐧 - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.
tadas-github/a2asearch-mcp 📇 ☁️ - MCP server to search 4,800+ MCP servers, AI agents, CLI tools and agent skills. Install: npx -y a2asearch-mcp. Ask Claude: “Find MCP servers for database access”. Free, no auth required.
Aganium/agenium 📇 ☁️ 🍎 🪟 🐧 - Bridge any MCP server to the agent:// network — DNS-like identity, discovery, and trust for AI agents. Makes your tools discoverable and callable by other agents via agent:// URIs with mTLS, trust scores, and capability search.
espadaw/Agent47 📇 ☁️ - Unified job aggregator for AI agents across 9+ platforms (x402, RentAHuman, Virtuals, etc).
AgentHotspot 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search, integrate and monetize MCP connectors on the AgentHotspot MCP marketplace
rhein1/agoragentic-integrations 📇 ☁️ - Agent-to-agent marketplace where AI agents discover, invoke, and pay for services from other agents using USDC on Base L2.
arikusi/deepseek-mcp-server 📇 ☁️ 🍎 🪟 🐧 - MCP server for DeepSeek AI with chat, reasoning, 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, manage solution lifecycle, and connect from any AI environment via stdio or HTTP.
askbudi/roundtable 📇 ☁️ 🏠 🍎 🪟 🐧 - Meta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through intelligent auto-discovery and standardized MCP interface, providing zero-configuration access to the entire AI coding ecosystem.
blockrunai/blockrun-mcp 📇 ☁️ 🍎 🪟 🐧 - Access 30+ AI models (GPT-5, Claude, Gemini, Grok, DeepSeek) without API keys. Pay-per-use via x402 micropayments with USDC on Base.
Data-Everything/mcp-server-templates 📇 🏠 🍎 🪟 🐧 - One server. All tools. A unified MCP platform that connects many apps, tools, and services behind one powerful interface—ideal for local devs or production agents.
duaraghav8/MCPJungle 🏎️ 🏠 - Self-hosted MCP Server registry for enterprise AI Agents
edgarriba/prolink 🐍 ☁️ 🏠 🍎 🪟 🐧 - Agent-to-agent marketplace middleware — MCP-native discovery, negotiation, and transaction between AI agents
entire-vc/evc-spark-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Search and discover AI agents, skills, prompts, bundles and MCP connectors from a curated catalog of 4500+ assets.
glenngillen/mcpmcp-server ☁️ 📇 🍎 🪟 🐧 - A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow.
carlosahumada89/govrider-mcp-server ☁️ 📇 - Match your tech product or consulting service to thousands of live government tenders, RFPs, grants, and frameworks from 25+ official sources worldwide.
gzoonet/cortex 📇 🏠 - Local-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, builds a queryable knowledge graph with web dashboard and CLI. Provides 4 MCP tools: get_status, list_projects, find_entity, query_cortex.
hamflx/imagen3-mcp 📇 🏠 🪟 🍎 🐧 - A powerful image generation tool using Google’s Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls.
hashgraph-online/hashnet-mcp-js 📇 ☁️ 🍎 🪟 🐧 - MCP server for the Registry Broker. Discover, register, and chat with AI agents on the Hashgraph network.
isaac-levine/forage 📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery for AI agents. Searches registries, installs MCP servers as subprocesses, and persists tool knowledge across sessions — no restarts needed.
jaspertvdm/mcp-server-gemini-bridge 🐍 ☁️ - Bridge to Google Gemini API. Access Gemini Pro and Flash models through MCP.
jaspertvdm/mcp-server-ollama-bridge 🐍 🏠 - Bridge to local Ollama LLM server. Run Llama, Mistral, Qwen and other local models through MCP.
jaspertvdm/mcp-server-openai-bridge 🐍 ☁️ - Bridge to OpenAI API. Access GPT-4, GPT-4o and other OpenAI models through MCP.
Jovancoding/Network-AI 📇 🏠 🍎 🪟 🐧 - Multi-agent orchestration MCP server with race-condition-safe shared blackboard. 20+ MCP tools: blackboard read/write, agent spawn/stop, FSM transitions, budget tracking, token management, and audit log query. npx network-ai-server --port 3001.
julien040/anyquery 🏎️ 🏠 ☁️ - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database. Local-first and private by design.
juspay/neurolink 📇 ☁️ 🏠 🍎 🪟 🐧 - Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models with multi-agent orchestration, HITL workflows, guardrails middleware, and context summarization.
K-Dense-AI/claude-skills-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Intelligent search capabilities to let every model and client use Claude Agent Skills like native.
khalidsaidi/ragmap 📇 ☁️ 🏠 🍎 🪟 🐧 - MapRag: RAG-focused subregistry + MCP server to discover and route to retrieval-capable MCP servers using structured constraints and explainable ranking.
merterbak/Grok-MCP 🐍 ☁️ 🍎 🪟 🐧 - MCP server for xAI’s Grok API with agentic tool calling, image generation, vision, and file support.
metatool-ai/metatool-app 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
MikkoParkkola/mcp-gateway 🏎️ 🏠 🍎 🪟 🐧 - Universal MCP gateway with single-port multiplexing and Meta-MCP. 4 meta-tools replace 100+ registrations, saving 95% context window. Hot-reloadable capabilities, OpenAPI auto-import, 42 starter capabilities (25 zero-config).
mindsdb/mindsdb - Connect and unify data across various platforms and databases with MindsDB as a single MCP server.
oxgeneral/agentnet 🐍 ☁️ 🍎 🪟 🐧 - Agent-to-agent referral network where AI agents discover, recommend, and refer users to each other. Features bilateral trust model, credit economy, and 7 MCP tools for agent registration, discovery, and referral tracking.
particlefuture/MCPDiscovery 🐍 ☁️ 🏠 🍎 🪟 - MCP of MCPs. Automatic discovery and configure MCP servers on your local machine.
PipedreamHQ/pipedream ☁️ 🏠 - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.
portel-dev/ncp 📇 ☁️ 🏠 🍎 🪟 🐧 - NCP orchestrates your entire MCP ecosystem through intelligent discovery, eliminating token overhead while maintaining 98.2% accuracy.
profullstack/mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - A comprehensive MCP server aggregating 20+ tools including SEO optimization, document conversion, domain lookup, email validation, QR generation, weather data, social media posting, security scanning, and more developer utilities.
robhunter/agentdeals 📇 ☁️ - 1,500+ developer infrastructure deals, free tiers, and startup programs across 54 categories. Search deals, compare vendors, plan stacks, and track pricing changes. REST API and web browser at agentdeals.dev.
rupinder2/mcp-orchestrator 🐍 🏠 🍎 🪩 🐧 - Central hub that aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading.
sitbon/magg 🍎 🪟 🐧 ☁️ 🏠 🐍 - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.
sonnyflylock/voxie-ai-directory-mcp 📇 ☁️ - AI Phone Number Directory providing access to AI services via webchat. Query Voxie AI personas and third-party services like ChatGPT, with instant webchat URLs for free interactions.
SureScaleAI/openai-gpt-image-mcp 📇 ☁️ - OpenAI GPT image generation/editing MCP server.
sxhxliang/mcp-access-point 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server in one click without making any code changes.
TheLunarCompany/lunar#mcpx 📇 🏠 ☁️ 🍎 🪟 🐧 - MCPX is a production-ready, open-source gateway to manage MCP servers at scale—centralize tool discovery, access controls, call prioritization, and usage tracking to simplify agent workflows.
thinkchainai/mcpbundles - MCP Bundles: Create custom bundles of tools and connect providers with OAuth or API keys. Use one MCP server across thousands of integrations, with programmatic tool calling and MCP UI for managing bundles and credentials.
tigranbs/mcgravity 📇 🏠 - A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing requests across multiple MCP servers, similar to how Nginx works for web servers.
toadlyBroodle/satring 🐍 ☁️ 🍎 🪟 🐧 - Discover and compare L402 + x402 paid API services from satring.com, the best curated Lightning and USDC API directory.
VeriTeknik/pluggedin-mcp-proxy 📇 🏠 - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers.
ViperJuice/mcp-gateway 🐍 🏠 🍎 🪟 🐧 - A meta-server for minimal Claude Code tool bloat with progressive disclosure and dynamic server provisioning. Exposes 9 stable meta-tools, auto-starts Playwright and Context7, and can dynamically provision 25+ MCP servers on-demand from a curated manifest.
WayStation-ai/mcp ☁️ 🍎 🪟 - Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). Takes less than 90 secs.
wegotdocs/open-mcp 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org
whiteknightonhorse/APIbase 📇 ☁️ - Unified API hub for AI agents with 56+ tools across travel (Amadeus, Sabre), prediction markets (Polymarket), crypto, and weather. Pay-per-call via x402 micropayments in USDC.
rplryan/x402-discovery-mcp 🐍 ☁️ - Runtime discovery layer for x402-payable APIs. Agents discover and route to pay-per-call x402 endpoints by capability, get quality-ranked results with trust scores (0-100), and pay per query via x402. Includes MCP server, Python SDK, and CLI (npm install -g x402scout).
x402-index/x402search-mcp 📇 ☁️ 🍎 🪟 🐧 - Search 14,000+ x402-enabled HTTP APIs by keyword. Agents pay $0.01 USDC per search via x402 micropayments on Base mainnet — no API keys required. Larger index than any other x402 discovery layer.
ikoskela/wisepanel-mcp 📇 ☁️ 🍎 🪟 🐧 - Multi-agent deliberation with divergent context enhancement. Roles are dynamically generated to surround the question-space and maximize divergent dialog across ChatGPT, Claude, Gemini, and Perplexity.
YangLiangwei/PersonalizationMCP 🐍 ☁️ 🏠 🍎 🪟 🐧 - Comprehensive personal data aggregation MCP server with Steam, YouTube, Bilibili, Spotify, Reddit and other platforms integrations. Features OAuth2 authentication, automatic token management, and 90+ tools for gaming, music, video, and social platform data access.

🚀 Aerospace & Astrodynamics

gregario/astronomy-oracle 📇 🏠 🍎 🪟 🐧 - Accurate astronomical catalog data and observing session planner. 13,000+ deep-sky objects from OpenNGC with deterministic visibility, rise/transit/set, and alt/az calculations. npx astronomy-oracle
IO-Aerospace-software-community/mcp-server #️⃣ ☁️/🏠 🐧 - IO Aerospace MCP Server: a.NET-based MCP server for aerospace & astrodynamics — ephemeris, orbital conversions, DSS tools, time conversions, and unit/math utilities. Supports STDIO and SSE transports; Docker and native.NET deployment documented.

🎨 Art & Culture

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

8enSmith/mcp-open-library 📇 ☁️ - A MCP server for the Open Library API that enables AI assistants to search for book information.
abhiemj/manim-mcp-server 🐍 🏠 🪟 🐧 - A local MCP server that generates animations using Manim.
austenstone/myinstants-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - A soundboard MCP server with millions of meme sounds from myinstants.com. Search, play, and browse categories — let your AI agent play vine boom when code compiles. npx myinstants-mcp
ahujasid/blender-mcp 🐍 - MCP server for working with Blender
albertnahas/icogenie-mcp 📇 ☁️ - AI-powered SVG icon generation MCP server. Generate production-ready SVG icons from text descriptions with customizable styles.
aliafsahnoudeh/shahnameh-mcp-server 🐍 🏠 🍎 🪟 🐧 - MCP server for accessing the Shahnameh (Book of Kings) Persian epic poem by Ferdowsi, including sections, verses and explanations.
asmith26/jupytercad-mcp 🐍 🏠 🍎 🪟 🐧 - An MCP server for JupyterCAD that allows you to control it using LLMs/natural language.
burningion/video-editing-mcp 🐍 - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
cantian-ai/bazi-mcp 📇 🏠 ☁️ 🍎 🪟 - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis
Cifero74/mcp-apple-music 🐍 🏠 🍎 - Full Apple Music integration: search catalog, browse personal library, manage playlists, and get personalised recommendations.- codex-curator/studiomcphub 🐍 ☁️ - 32 creative AI tools (18 free) for autonomous agents: image generation (SD 3.5), ESRGAN upscaling, background removal, product mockups, CMYK conversion, print-ready PDF, SVG vectorization, invisible watermarking, AI metadata enrichment, provenance, Arweave storage, NFT minting, and 53K+ museum artworks. Pay per call via x402/Stripe/GCX.
ConstantineB6/comfy-pilot 🐍 🏠 - MCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal.
cswkim/discogs-mcp-server 📇 ☁️ - MCP server to interact with the Discogs API
diivi/aseprite-mcp 🐍 🏠 - MCP server using the Aseprite API to create pixel art
djalal/quran-mcp-server 📇 ☁️ MCP server to interact with Quran.com corpus via the official REST API v4.
drakonkat/wizzy-mcp-tmdb 📇 ☁️ - A MCP server for The Movie Database API that enables AI assistants to search and retrieve movie, TV show, and person information.
gavxm/ani-mcp 📇 🏠 - MCP server for AniList with taste-aware recommendations, watch analytics, social tools, and full list management.
GenWaveLLC/svgmaker-mcp 📇 ☁️ - Provides AI-driven SVG generation and editing via natural language, with real-time updates and secure file handling.
jau123/MeiGen-AI-Design-MCP 📇 ☁️ 🏠 - AI image generation & editing MCP server with 1,500+ curated prompt library, smart prompt enhancement, and multi-provider routing (local ComfyUI, MeiGen Cloud, OpenAI-compatible APIs).
khglynn/spotify-bulk-actions-mcp 🐍 ☁️ - Bulk Spotify operations with confidence-scored song matching, batch playlist creation from CSV/podcast lists, and library exports for discovering your most-saved artists and albums.
mikechao/metmuseum-mcp 📇 ☁️ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection.
mikan-atomoki/text-to-model 🐍 🏠 🪟 🍎 - Turn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets, and JIS standard parts.
molanojustin/smithsonian-mcp 🐍 ☁️ - MCP server that provides AI assistants with access to the Smithsonian Institution’s Open Access collections.
OctoEverywhere/mcp #️⃣ ☁️ - A 3D printer MCP server that allows for getting live printer state, webcam snapshots, and printer control.
omni-mcp/isaac-sim-mcp 📇 ☁️ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc.
PatrickPalmer/MayaMCP 🐍 🏠 - MCP server for Autodesk Maya
peek-travel/mcp-intro ☁️ 🍎 🪟 🐧 - Remote MCP Server for discovering and planning experiences, at home and on vacation
r-huijts/oorlogsbronnen-mcp 📇 ☁️ - Oorlogsbronnen (War Sources) API integration for accessing historical WWII records, photographs, and documents from the Netherlands (1940-1945)
r-huijts/rijksmuseum-mcp 📇 ☁️ - Rijksmuseum API integration for artwork search, details, and collections
raveenb/fal-mcp-server 🐍 ☁️ - Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude Desktop
samuelgursky/davinci-resolve-mcp 🐍 - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control
tasopen/mcp-alphabanana 📇 🏠 🍎 🪟 🐧 - Local MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping, up to 14 reference images, and Google Search grounding.
TwelveTake-Studios/reaper-mcp 🐍 🏠 🍎 🪟 🐧 - MCP server enabling AI assistants to control REAPER DAW for mixing, mastering, MIDI composition, and full music production with 129 tools
yuna0x0/anilist-mcp 📇 ☁️ - A MCP server integrating AniList API for anime and manga information
yuvalsuede/agent-media 📇 ☁️ 🍎 🪟 🐧 - CLI and MCP server for AI video and image generation with unified access to 7 models (Kling, Veo, Sora, Seedance, Flux, Grok Imagine). Provides 9 tools for generating, managing, and browsing media.

📐 Architecture & Design

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

betterhyq/mermaid-grammer-inspector-mcp 📇 🏠 🍎 🪟 🐧 - A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and providing comprehensive grammar checking capabilities
BV-Venky/excalidraw-architect-mcp 🐍 🏠 🍎 🪟 🐧 - Generate beautiful Excalidraw architecture diagrams with auto-layout, architecture-aware component styling, and stateful editing. 50+ technology mappings including databases, message queues, caches, and more. No API keys required.
erajasekar/ai-diagram-maker-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI Diagram Maker — generate flowcharts, sequence diagrams, ERDs, system/network architecture, UML, mindmap, and workflow from natural language, code, ASCII, images, or Mermaid. Inline rendering using MCP Apps UI and editable diagram URLs. Requires API key.
GittyBurstein/mermaid-mcp-server 🐍 ☁️ - MCP server that turns local projects or GitHub repositories into Mermaid diagrams and renders them via Kroki.
Narasimhaponnada/mermaid-mcp 📇 ☁️ 🍎 🪟 🐧 - AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture diagrams, state machines, and more. Features 50+ pre-built templates, advanced layout engines, SVG/PNG/PDF exports, and seamless integration with GitHub Copilot, Claude, and any MCP-compatible client. Install via NPM: npm install -g @narasimhaponnada/mermaid-mcp-server

Biology, Medicine and Bioinformatics

ammawla/encode-toolkit 🐧 - MCP server and Claude Plugin for a full ENCODE Project genomic data and analysis toolkit — search, download, track, and analyze functional genomics experiments.
cafferychen777/ChatSpatial 🐍 🏠 - MCP server for spatial transcriptomics analysis with 60+ integrated methods covering cell annotation, deconvolution, spatial statistics, and visualization.
dnaerys/onekgpd-mcp ☕ ☁️ 🍎 🪟 🐧- real-time access to 1000 Genomes Project dataset
fulcradynamics/fulcra-context-mcp 🐍 ☁️ - MCP server for accessing personal health and biometric data including sleep stages, heart rate, HRV, glucose, workouts, calendar, and location via the Fulcra Life API with OAuth2 consent.
genomoncology/biomcp 🐍 ☁️ - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
hlydecker/ucsc-genome-mcp 🐍 ☁️ - MCP server to interact with the UCSC Genome Browser API, letting you find genomes, chromosomes, and more.
JamesANZ/medical-mcp 📇 🏠 - An MCP server that provides access to medical information, drug databases, and healthcare resources. Enables AI assistants to query medical data, drug interactions, and clinical guidelines.
longevity-genie/biothings-mcp 🐍 🏠 ☁️ - MCP server to interact with the BioThings API, including genes, genetic variants, drugs, and taxonomic information.
longevity-genie/gget-mcp 🐍 🏠 ☁️ - MCP server providing a powerful bioinformatics toolkit for genomics queries and analysis, wrapping the popular gget library.
longevity-genie/opengenes-mcp 🎖️ 🐍 🏠 ☁️ - MCP server for a queryable database for aging and longevity research from the OpenGenes project.
longevity-genie/synergy-age-mcp 🎖️ 🐍 🏠 ☁️ - MCP server for the SynergyAge database of synergistic and antagonistic genetic interactions in longevity.
OHNLP/omop_mcp 🐍 🏠 ☁️ - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.
the-momentum/apple-health-mcp-server 🐍 🏠 🍎 🪟 🐧 - An MCP server that provides access to exported data from Apple Health. Data analytics included.
the-momentum/fhir-mcp-server 🐍 🏠 ☁️ - MCP Server that connects AI agents to FHIR servers. One example use case is querying patient history in natural language.
wso2/fhir-mcp-server 🐍 🏠 ☁️ - Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs. Provides seamless integration with FHIR servers, enabling AI assistants to search, retrieve, create, update, and analyze clinical healthcare data with SMART-on-FHIR authentication support.

📂 Browser Automation

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

34892002/bilibili-mcp-js 📇 🏠 - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts.
agent-infra/mcp-server-browser 📇 🏠 - Browser automation capabilities using Puppeteer, both support local and remote browser connection.
aparajithn/agent-scraper-mcp 🐍 ☁️ - Web scraping MCP server for AI agents. 6 tools: clean content extraction, structured scraping with CSS selectors, full-page screenshots via Playwright, link extraction, metadata extraction (OG/Twitter cards), and Google search. Free tier with x402 micropayments.
apireno/DOMShell 📇 🏠 - Browse the web using filesystem commands (ls, cd, grep, click). 38 MCP tools map Chrome’s Accessibility Tree to a virtual filesystem via a Chrome Extension.
automatalabs/mcp-server-playwright 🐍 - An MCP server for browser automation using Playwright
BB-fat/browser-use-rs 🦀 Lightweight browser automation MCP server in Rust with zero dependencies.
bighippoman/intercept-mcp 📇 🏠 - Multi-tier fallback chain for fetching web content as clean markdown. Handles tweets, YouTube, arXiv, PDFs, and regular pages with 9 fallback strategies.
blackwhite084/playwright-plus-python-mcp 🐍 - An MCP python server using Playwright for browser automation,more suitable for llm
browserbase/mcp-server-browserbase 🎖️ 📇 - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
browsermcp/mcp 📇 🏠 - Automate your local Chrome browser
brutalzinn/simple-mcp-selenium 📇 🏠 - An MCP Selenium Server for controlling browsers using natural language in Cursor IDE. Perfect for testing, automation, and multi-user scenarios.
co-browser/browser-use-mcp-server 🐍 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.
Custodia-Admin/pagebolt-mcp 📇 ☁️ - MCP server for screenshots, PDFs, OG images, and narrated video recording from Claude Desktop, Cursor, and Windsurf.
eat-pray-ai/yutu 🏎️ 🏠 🍎 🐧 🪟 - A fully functional MCP server and CLI for YouTube to automate YouTube operation
executeautomation/playwright-mcp-server 📇 - An MCP server using Playwright for browser automation and webscrapping
eyalzh/browser-control-mcp 📇 🏠 - An MCP server paired with a browser extension that enables LLM clients to control the user’s browser (Firefox).
fradser/mcp-server-apple-reminders 📇 🏠 🍎 - An MCP server for interacting with Apple Reminders on macOS
freema/firefox-devtools-mcp 📇 🏠 - Firefox browser automation via WebDriver BiDi for testing, scraping, and browser control. Supports snapshot/UID-based interactions, network monitoring, console capture, and screenshots.
getrupt/ashra-mcp 📇 🏠 - Extract structured data from any website. Just prompt and get JSON.
hanzili/comet-mcp 📇 🏠 🍎 - Connect to Perplexity Comet browser for agentic web browsing, deep research, and real-time task monitoring.
LarryWalkerDEV/mcp-immostage 📇 ☁️ - AI virtual staging for real estate. Stage empty rooms, beautify floor plans into 3D renders, classify room images, generate property descriptions, and get style recommendations.
markmircea/Selenix-MCP-Server 📇 🏠 🍎 🪟 🐧 - MCP server bridging Claude Desktop with Selenix for browser automation and testing. Create, run, debug, and manage browser tests through natural language.
imprvhub/mcp-browser-agent 📇 🏠 - A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities.
kimtaeyoon83/mcp-server-youtube-transcript 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis
samson-art/transcriptor-mcp 📇 ☁️ - Transcriptor MCP is your choice when you need transcripts and metadata for AI, summarization, or content analysis
kimtth/mcp-aoai-web-browsing 🐍 🏠 - A minimal server/client MCP implementation using Azure OpenAI and Playwright.
junipr-labs/mcp-server 📇 ☁️ - Web intelligence API for AI agents — screenshot capture, PDF generation, page metadata extraction, and 75+ specialized data extractors for news, social media, SERP, pricing, and more. Free tier included.
lightpanda-io/gomcp 🏎 🏠/☁️ 🐧/🍎 - An MCP server in Go for Lightpanda, the ultra fast headless browser designed for web automation
microsoft/playwright-mcp - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots
modelcontextprotocol/server-puppeteer 📇 🏠 - Browser automation for web scraping and interaction
ndthanhdev/mcp-browser-kit 📇 🏠 - An MCP Server that enables AI assistants to interact with your local browsers.
nnemirovsky/iwdp-mcp 🏎️ 🏠 🍎 🐧 - iOS Safari debugging via ios-webkit-debug-proxy — MCP server with full WebKit Inspector Protocol support (DOM, CSS, Network, Storage, Debugger, and more)
olostep/olostep-mcp-server 📇 ☁️ - Web scraping, crawling, and search API. Extract content in Markdown/JSON, batch process 10k URLs, and get AI-powered answers with citations.
operative_sh/web-eval-agent 🐍 🏠 🍎 - An MCP Server that autonomously debugs web applications with browser-use browser agents
ofershap/real-browser-mcp 📇 🏠 - MCP server + Chrome extension that gives AI agents control of the user’s real browser with existing sessions, logins, and cookies. No headless browser, no re-authentication.
Pantheon-Security/chrome-mcp-secure 📇 🏠 🍎 🪟 🐧 - Security-hardened Chrome automation with post-quantum encryption (ML-KEM-768 + ChaCha20-Poly1305), secure credential vault, memory scrubbing, and audit logging. 22 tools for browser automation and secure logins.
PhungXuanAnh/selenium-mcp-server 🐍 🏠 🍎 🪟 🐧 - A Model Context Protocol server providing web automation capabilities through Selenium WebDriver
pskill9/web-search 📇 🏠 - An MCP server that enables free web searching using Google search results, with no API keys required.
realwigu/mcp-doctor 📇 🏠 🍎 🪟 🐧 - Zero-config diagnostics for MCP servers. Auto-discovers configs across Claude Code, Cursor, VS Code, Windsurf, and Claude Desktop, then tests connections via JSON-RPC handshake, audits security issues, and benchmarks latency. Also runs as an MCP server itself.
recursechat/mcp-server-apple-shortcuts 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts
Retio-ai/pagemap 🐍 🏠 - Compresses ~100K-token HTML into 2-5K-token structured maps while preserving every actionable element. AI agents can read and interact with any web page at 97% fewer tokens.
serkan-ozal/browser-devtools-mcp 📇 - An MCP Server enables AI assistants to autonomously test, debug, and validate web applications.
softvoyagers/pageshot-api 📇 ☁️ - Free webpage screenshot capture API with format, viewport, and dark mode options. No API key required.
User0856/snaprender-mcp 📇 ☁️ - Screenshot API for AI agents — capture any website as PNG, JPEG, WebP, or PDF with device emulation, dark mode, ad blocking, and cookie banner removal. Free tier included.
webdriverio/mcp 📇 🏠 - Browser and mobile app automation using WebdriverIO, enabling AI agents to control browsers, interact with web elements, and automate native Android and iOS apps via the WebDriver and Appium protocols.
xspadex/bilibili-mcp 📇 🏠 - A FastMCP-based tool that fetches Bilibili’s trending videos and exposes them via a standard MCP interface.
PrinceGabriel-lgtm/freshcontext-mcp ☁️ 🏠 - Real-time web intelligence with freshness timestamps. GitHub, HN, Scholar, arXiv, YC, jobs, finance, package trends — every result stamped with how old it is.

☁️ Cloud Platforms

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

4everland/4everland-hosting-mcp 🎖️ 📇 🏠 🍎 🐧 - An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave.
aashari/mcp-server-aws-sso 📇 ☁️ 🏠 - AWS Single Sign-On (SSO) integration enabling AI systems to securely interact with AWS resources by initiating SSO login, listing accounts/roles, and executing AWS CLI commands using temporary credentials.
alexbakers/mcp-ipfs 📇 ☁️ - upload and manipulation of IPFS storage
aparajithn/agent-deploy-dashboard-mcp 🐍 ☁️ - Unified deployment dashboard MCP server across Vercel, Render, Railway, and Fly.io. 9 tools for deploy status, logs, environment variables, rollback, and health checks across all platforms. Free tier with x402 micropayments.
arnstarn/mcp-server-spotinst 🐍 ☁️ - MCP server for Spot.io (Spotinst) API with 23 tools for managing Ocean clusters, VNGs, Elastigroups, costs, right-sizing, and logs across AWS and Azure with multi-account support.
antonio-mello-ai/mcp-pfsense 🐍 🏠 - Manage pfSense firewalls through AI assistants — firewall rules, DHCP leases/reservations, DNS overrides, gateway monitoring, ARP table, and service management. 17 tools with two-step confirmation for destructive operations.
antonio-mello-ai/mcp-proxmox 🐍 🏠 - Manage Proxmox VE clusters through AI assistants — VMs, containers, snapshots, templates, cloud-init, firewall, and migrations. 29 tools with two-step confirmation for destructive operations.
alexei-led/aws-mcp-server 🐍 ☁️ - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support
alexei-led/k8s-mcp-server 🐍 - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (kubectl, helm, istioctl, and argocd) using Unix pipes in a safe Docker environment with multi-architecture support.
aliyun/alibaba-cloud-ops-mcp-server 🎖️ 🐍 ☁️ - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products.
awslabs/mcp 🎖️ ☁️ - AWS MCP servers for seamless integration with AWS services and resources.
bright8192/esxi-mcp-server 🐍 ☁️ - A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management.
cloudflare/mcp-server-cloudflare 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1
davidlandais/ovh-api-mcp 🦀 ☁️ - Code Mode MCP server for the entire OVH API. Two tools (search + execute) give LLMs access to all OVH endpoints via sandboxed JavaScript, using ~1,000 tokens instead of thousands of tool definitions.
cyclops-ui/mcp-cyclops 🎖️ 🏎️ ☁️ - An MCP server that allows AI agents to manage Kubernetes resources through Cyclops abstraction
elementfm/mcp 🎖️ 🐍 📇 🏠 ☁️ - Open source podcast hosting platform
elevy99927/devops-mcp-webui 🐍 ☁️/🏠 - MCP Server for Kubernetes integrated with Open-WebUI, bridging the gap between DevOps and non-technical teams. Supports kubectl and helm operations through natural-language commands.
erikhoward/adls-mcp-server 🐍 ☁️/🏠 - MCP Server for Azure Data Lake Storage. It can perform manage containers, read/write/upload/download operations on container files and manage file metadata.
espressif/esp-rainmaker-mcp 🎖️ 🐍 🏠 ☁️ 📟 - Official Espressif MCP Server to manage and control ESP RainMaker Devices.
flux159/mcp-server-kubernetes 📇 ☁️/🏠 - Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
hardik-id/azure-resource-graph-mcp-server 📇 ☁️/🏠 - A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.
hashicorp/terraform-mcp-server - 🎖️🏎️☁️ - The official Terraform MCP Server seamlessly integrates with the Terraform ecosystem, enabling provider discovery, module analysis, and direct Registry API integration for advanced Infrastructure as Code workflows.
jasonwilbur/cloud-cost-mcp 📇 ☁️ 🍎 🪟 🐧 - Multi-cloud pricing comparison across AWS, Azure, GCP, and OCI with 2,700+ instance types. Real-time pricing from public APIs, workload calculators, and migration savings estimator.
jasonwilbur/oci-pricing-mcp 📇 ☁️ - Oracle Cloud Infrastructure pricing data with 602 products, cost calculators, and cross-provider comparisons. One-command install for Claude.
jdubois/azure-cli-mcp - A wrapper around the Azure CLI command line that allows you to talk directly to Azure
johnneerdael/netskope-mcp 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
kestra-io/mcp-server-python 🐍 ☁️ - Implementation of MCP server for Kestra workflow orchestration platform.
liquidmetal-ai/raindrop-mcp 📇 ☁️ - The best way to deploy cloud infrastructure using Claude Code and MCP.
liveblocks/liveblocks-mcp-server 🎖️ 📇 ☁️ - Create, modify, and delete different aspects of Liveblocks such as rooms, threads, comments, notifications, and more. Additionally, it has read access to Storage and Yjs.
localstack/localstack-mcp-server 🎖️ 📇 🏠 - A MCP server for LocalStack to manage local AWS environments, including lifecycle operations, infra deployments, log analysis, fault injection, and state management.
manusa/Kubernetes MCP Server 🏎️ 🏠 A - powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for any Kubernetes resource, this server provides specialized tools to interact with your cluster.
mikusnuz/dynadot-mcp 📇 ☁️ - MCP server for the Dynadot domain registrar API — 60 tools for domain search, registration, DNS, contacts, transfers, and marketplace.
mctlhq/mctl-mcp ☁️ - AI-native platform for Kubernetes management and automated GitOps (30+ tools).
mrostamii/rancher-mcp-server 🏎️ ☁️/🏠 - MCP server for the Rancher ecosystem with multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks), and Fleet GitOps tooling.
Nebula-Block-Data/nebulablock-mcp-server 📇 🏠 - integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools
nwiizo/tfmcp - 🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.
newageflyfish-max/volthq 📇 ☁️ 🏠 🍎 🪟 🐧 - Compute price oracle for AI agents. Compare inference pricing across 8 providers in real time with routing recommendations and spend tracking. One-command install: npx volthq-mcp-server --setup.
openstack-kr/python-openstackmcp-server 🐍 ☁️ - OpenStack MCP server for cloud infrastructure management based on openstacksdk.
ofershap/mcp-server-cloudflare 📇 ☁️ - Manage Cloudflare Workers, KV, R2, Pages, DNS, and cache from your IDE.
ofershap/mcp-server-s3 📇 ☁️ - AWS S3 operations — list buckets, browse objects, upload/download files, and generate presigned URLs.
pibblokto/cert-manager-mcp-server 🐍 🍎/🐧 ☁️ - mcp server for cert-manager management and troubleshooting
portainer/portainer-mcp 🏎️ ☁️/🏠 - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.
pulumi/mcp-server 🎖️ 📇 🏠 - MCP server for interacting with Pulumi using the Pulumi Automation API and Pulumi Cloud API. Enables MCP clients to perform Pulumi operations like retrieving package information, previewing changes, deploying updates, and retrieving stack outputs programmatically.
pythonanywhere/pythonanywhere-mcp-server 🐍 🏠 - MCP server implementation for PythonAnywhere cloud platform.
qiniu/qiniu-mcp-server 🐍 ☁️ - A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, media processing services, etc.
redis/mcp-redis-cloud 📇 ☁️ - Manage your Redis Cloud resources effortlessly using natural language. Create databases, monitor subscriptions, and configure cloud deployments with simple commands.
reza-gholizade/k8s-mcp-server 🏎️ ☁️/🏠 - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through a standardized interface, including API resource discovery, resource management, pod logs, metrics, and events.
rohitg00/kubectl-mcp-server 🐍 ☁️/🏠 - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language.
rrmistry/tilt-mcp 🐍 🏠 🍎 🪟 🐧 - A Model Context Protocol server that integrates with Tilt to provide programmatic access to Tilt resources, logs, and management operations for Kubernetes development environments.
sevalla-hosting/mcp 📇 ☁️ - Manage your entire Sevalla cloud infrastructure from AI agents. Hosted remote server with OAuth — connect in one click, no API keys to configure.
shipstatic/mcp 📇 ☁️ - Deploy and manage static sites from AI agents. A simpler alternative to Vercel and Netlify for static website hosting — upload files, get a URL, and connect custom domains.
silenceper/mcp-k8s 🏎️ ☁️/🏠 - MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes clusters through natural language interaction, including native resources (like Deployment, Service) and custom resources (CRD). No need to memorize complex commands - just describe your needs, and AI will accurately execute the corresponding cluster operations, greatly enhancing the usability of Kubernetes.
trackerfitness729-jpg/sitelauncher-mcp-server 📇 ☁️ - Deploy live HTTPS websites in seconds. Instant subdomains ($1 USDC) or custom.xyz domains ($10 USDC) on Base chain. Templates for crypto tokens and AI agent profiles.
Spaceship MCP 📇 ☁️ - Manage domains, DNS records, contacts, marketplace listings, and more via the Spaceship API
spre-sre/lumino-mcp-server 🐍 ☁️ - AI-powered SRE observability for Kubernetes and OpenShift with 40+ tools for Tekton pipeline debugging, log analysis, root cause analysis, and predictive monitoring.
StacklokLabs/mkp 🏎️ ☁️ - MKP is a Model Context Protocol (MCP) server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters. It provides tools for listing and applying Kubernetes resources through the MCP protocol.
StacklokLabs/ocireg-mcp 🏎️ ☁️ - An SSE-based MCP server that allows LLM-powered applications to interact with OCI registries. It provides tools for retrieving information about container images, listing tags, and more.
strowk/mcp-k8s-go 🏎️ ☁️/🏠 - Kubernetes cluster operations through MCP
TencentCloudBase/CloudBase-AI-ToolKit 📇 ☁️ 🏠 🍎 🪟 🐧 - One-stop backend services for WeChat Mini-Programs and full-stack apps. Provides specialized MCP tools for serverless cloud functions, databases, and one-click deployment to production with China market access through WeChat ecosystem.
thunderboltsid/mcp-nutanix 🏎️ 🏠/☁️ - Go-based MCP Server for interfacing with Nutanix Prism Central resources.
trilogy-group/aws-pricing-mcp 🏎️ ☁️/🏠 - Get up-to-date EC2 pricing information with one call. Fast. Powered by a pre-parsed AWS pricing catalogue.
txn2/kubefwd 🏎️ 🏠 - Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring, and pod log streaming
VmLia/books-mcp-server 📇 ☁️ - This is an MCP server used for querying books, and it can be applied in common MCP clients, such as Cherry Studio.
weibaohui/k8m 🏎️ ☁️/🏠 - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
weibaohui/kom 🏎️ ☁️/🏠 - Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
wenhuwang/mcp-k8s-eye 🏎️ ☁️/🏠 - MCP Server for kubernetes management, and analyze your cluster, application health

👨💻 Code Execution

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

alfonsograziano/node-code-sandbox-mcp 📇 🏠 – A Node.js MCP server that spins up isolated Docker-based sandboxes for executing JavaScript snippets with on-the-fly npm dependency installation and clean teardown
alvii147/piston-mcp 🐍 ☁️ 🐧 🍎 🪟 - MCP server that lets LLMs execute code through the Piston remote code execution engine, with a zero-config uv setup and a ready-to-use Claude Desktop config example.
ckanthony/openapi-mcp 🏎️ ☁️ - OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API with existing api docs.
dagger/container-use 🏎️ 🏠 🐧 🍎 🪟 - Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and git branches. No conflicts, many experiments. Full execution history, terminal access to agent environments, git workflow. Any agent/model/infra stack.
gwbischof/outsource-mcp 🐍 ☁️ - Give your AI assistant its own AI assistants. For example: “Could you ask openai to generate an image of a dog?”
hileamlakB/PRIMS 🐍 🏠 – A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment.
mavdol/capsule/mcp-server 🦀 🏠 🍎 🪟 🐧 - Run untrusted Python/JavaScript code in WebAssembly sandboxes.
HanSur94/matlab-mcp-server-python 🐍 🏠 🍎 🪟 🐧 - Connect AI agents to MATLAB — execute code, run async jobs with progress reporting, get interactive Plotly plots, expose custom.m functions as tools, and monitor via live dashboard.
ouvreboite/openapi-to-mcp #️⃣ ☁️ - Lightweight MCP server to access any API using their OpenAPI specification. Supports OAuth2 and full JSON schema parameters and request body.
pydantic/pydantic-ai/mcp-run-python 🐍 🏠 - Run Python code in a secure sandbox via MCP tool calls
r33drichards/mcp-js 🦀 🏠 🐧 🍎 - A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for persistent sessions.
Sowiedu/Edict 📇 🏠 – Agent-first programming language: agents produce JSON AST, the compiler validates, type-checks, effect-checks, verifies contracts via Z3/SMT, and compiles to WASM. 19 MCP tools for the full compile-and-execute loop.
yepcode/mcp-server-js 🎖️ 📇 ☁️ - Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages

🤖 Coding Agents

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

agentic-mcp-tools/owlex 🐍 🏠 🍎 🪟 🐧 - AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds
alpadalar/netops-mcp 🐍 🏠 - Comprehensive DevOps and networking MCP server providing standardized access to essential infrastructure tools. Features network monitoring, system diagnostics, automation workflows, and infrastructure management with AI-powered operational insights.
askbudi/roundtable 🐍 🏠 - Zero-configuration MCP server that unifies multiple AI coding assistants (Claude Code, Cursor, Codex) through intelligent auto-discovery and standardized interface. Essential infrastructure for autonomous agent development and multi-AI collaboration workflows.
automateyournetwork/pyATS_MCP - Cisco pyATS server enabling structured, model-driven interaction with network devices.
aybelatchane/mcp-server-terminal 🦀 🏠 🍎 🪟 🐧 - Playwright for terminals - interact with TUI/CLI applications through structured Terminal State Tree representation with element detection.
aymericzip/intlayer 📇 ☁️ 🏠 - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs.
spyrae/claude-concilium 📇 🏠 🍎 🪟 🐧 - Multi-agent AI consultation framework for Claude Code. Three MCP servers wrapping CLI tools (Codex, Gemini, Qwen) for parallel code review and problem-solving with fallback chains and error detection. Includes ready-to-use Claude Code skill.
blakerouse/ssh-mcp 🏎️ 🏠 🍎 🪟 🐧 - MCP server exposing SSH control for Linux and Windows servers. Allows long running commands and the ability to perform commands on multiple hosts at the same time.
doggybee/mcp-server-leetcode 📇 ☁️ - An MCP server that enables AI models to search, retrieve, and solve LeetCode problems. Supports metadata filtering, user profiles, submissions, and contest data access.
eirikb/any-cli-mcp-server 📇 🏠 - Universal MCP server that transforms any CLI tool into an MCP server. Works with any CLI that has --help output, supports caching for performance.
ezyang/codemcp 🐍 🏠 - Coding agent with basic read, write and command line tools.
elhamid/llm-council 🐍 🏠 - Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: parallel responses → anonymous ranking → synthesis. Based on Andrej Karpathy’s LLM Council concept.
freema/openclaw-mcp 📇 ☁️ 🏠 - MCP server for OpenClaw AI assistant integration. Enables Claude to delegate tasks to OpenClaw agents with sync/async tools, OAuth 2.1 auth, and SSE transport for Claude.ai.
ferrislucas/iterm-mcp 🖥️ 🛠️ 💬 - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal.
g0t4/mcp-server-commands 📇 🏠 - Run any command with run_command and run_script tools.
gabrielmaialva33/winx-code-agent 🦀 🏠 - A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via MCP.
irskep/persistproc 🐍 🏠 - MCP server + command line tool that allows agents to see & control long-running processes like web servers. Start, stop, restart, read logs.
jinzcdev/leetcode-mcp-server 📇 ☁️ - MCP server enabling automated access to LeetCode ‘s programming problems, solutions, submissions and public data with optional authentication for user-specific features (e.g., notes), supporting both leetcode.com (global) and leetcode.cn (China) sites.
juehang/vscode-mcp-server 📇 🏠 - A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems picked up by linter(s) and the language server, read code files, and make edits.
kagan-sh/kagan 🐍 🏠 🍎 🪟 🐧 - AI-powered Kanban TUI and MCP server for autonomous development workflows. Orchestrates 14 coding agents across task tracking, isolated git worktrees, review, and merge.
louis030195/terminator-mcp-agent 🦀 📇 🏠 🍎 🪟 🐧 - Desktop GUI automation using accessibility APIs. Control Windows, macOS, and Linux applications without vision models or screenshots. Supports workflow recording, structured data extraction, and browser DOM inspection.
maxim-saplin/mcp_safe_local_python_executor - Safe Python interpreter based on HF Smolagents LocalPythonExecutor
micl2e2/code-to-tree 🌊 🏠 📟 🐧 🪟 🍎 - A single-binary MCP server that converts source code into AST, regardless of language.
misiektoja/kill-process-mcp 🐍 🏠 🍎 🪟 🐧 - List and terminate OS processes via natural language queries
MladenSU/cli-mcp-server 🐍 🏠 - Command line interface with secure execution and customizable security policies
nesquikm/mcp-rubber-duck 📇 🏠 ☁️ - An MCP server that bridges to multiple OpenAI-compatible LLMs - your AI rubber duck debugging panel for explaining problems to various AI “ducks” and getting different perspectives
nihalxkumar/arch-mcp 🐍 🏠 🐧 - Arch Linux MCP Server to the Arch Linux ecosystem of the Arch Wiki, AUR, and official repositories for AI-assisted Arch Linux usage on Arch and non-Arch systems. Features include searching Arch Wiki and AUR, getting package info, checking for updates, installing packages securely, and analyzing PKGBUILDs.
ooples/mcp-console-automation 📇 🏠 🍎 🪟 🐧 - Production-ready MCP server for AI-driven console automation and monitoring. 40 tools for session management, SSH, testing, monitoring, and background jobs. Like Playwright for terminal applications.
oraios/serena 🐍 🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers.
OthmaneBlial/term_mcp_deepseek 🐍 🏠 - A DeepSeek MCP-like Server for Terminal
pdavis68/RepoMapper 🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the “Repo Map” functionality in Aider.chat
preflight-dev/preflight 📇 🏠 🍎 🪟 🐧 - 24-tool MCP server for Claude Code that catches vague prompts before they waste tokens. Includes 12-category prompt scorecards, session history search with LanceDB vectors, cross-service contract awareness, correction pattern learning, and cost estimation.
religa/multi-mcp 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis, and AI debate with ChatGPT, Claude, and Gemini. Orchestrates multiple LLMs for compare, consensus, and OWASP Top 10 security checks.
rinadelph/Agent-MCP 🐍 🏠 - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities.
shashankss1205/codegraphcontext 🐍 🏠 🍎 🪟 🐧 An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans.
sim-xia/blind-auditor 🐍 🏠 🍎 🪟 🐧 - A zero-cost MCP server that forces AI to self-correct generation messages using prompt injection, independent self-audition and context isolation.
sim-xia/skill-cortex-server 🐍 🏠 🍎 🪟 🐧 - An MCP server that enable all IDEs/CLIs to access Claude Code Skills capabilities.
sonirico/mcp-shell - 🏎️ 🏠 🍎 🪟 🐧 Give hands to AI. MCP server to run shell commands securely, auditably, and on demand on isolated environments like docker.
stippi/code-assistant 🦀 🏠 - Coding agent with basic list, read, replace_in_file, write, execute_command and web search tools. Supports multiple projects concurrently.
SunflowersLwtech/mcp_creator_growth 🐍 🏠 🍎 🪟 🐧 - Intelligent learning sidecar for AI coding assistants. Helps developers learn from AI-generated code changes through interactive blocking quizzes and provides agents with persistent project-specific debugging memory using silent RAG tools. Features 56% token optimization and multi-language support.
tiianhk/MaxMSP-MCP-Server 🐍 🏠 🎵 🎥 - A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia.
tufantunc/ssh-mcp 📇 🏠 🐧 🪟 - MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH key authentication.
tumf/mcp-shell-server - A secure shell command execution server implementing the Model Context Protocol (MCP)
VertexStudio/developer 🦀 🏠 🍎 🪟 🐧 - Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities
wende/cicada 🐍 🏠 🍎 🪟 🐧 - Code Intelligence for Elixir: module search, function tracking, and PR attribution through tree-sitter AST parsing
wonderwhy-er/DesktopCommanderMCP 📇 🏠 🍎 🪟 🐧 - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files.
x51xxx/codex-mcp-tool 📇 ☁️ - MCP server that connects your IDE or AI assistant to Codex CLI for code analysis and editing with support for multiple models (gpt-5-codex, o3, codex-1)
x51xxx/copilot-mcp-server 📇 ☁️ - MCP server that connects your IDE or AI assistant to GitHub Copilot CLI for code analysis, review, and batch processing

🖥️ Command Line

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

danmartuszewski/hop 🏎️ 🖥️ - Fast SSH connection manager with TUI dashboard and MCP server for discovering, searching, and executing commands on remote hosts.
nvms/tui-mcp 📇 🏠 🍎 🪟 🐧 - What Chrome DevTools MCP is for the browser, tui-mcp is for the terminal. Launch, screenshot, and interact with any TUI app.
raychao-oao/pty-mcp 🏎️ 🏠 🍎 🐧 - Interactive PTY sessions for AI agents — local shells, SSH with persistent sessions (ai-tmux daemon for attach/detach), and serial ports. Single Go binary, no tmux dependency.
ferodrigop/forge 📇 🏠 - Terminal MCP server for AI coding agents with persistent PTY sessions, ring-buffer incremental reads, headless xterm screen capture, multi-agent orchestration, and a real-time web dashboard.

💬 Communication

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

AbdelStark/nostr-mcp ☁️ - A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.
adhikasp/mcp-twikit 🐍 ☁️ - Interact with Twitter search and timeline
agentmail-toolkit/mcp 🐍 💬 - An MCP server to create inboxes on the fly to send, receive, and take actions on email. We aren’t AI agents for email, but email for AI Agents.
bababoi-bibilabu/agent-mq 📇 ☁️ 🏠 - Message queue for AI coding assistants. Let AI agents (Claude Code, Cursor, Codex) send messages to each other across sessions and machines. UUID-based auth, self-hostable.
areweai/tsgram-mcp - TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the go!
arpitbatra123/mcp-googletasks 📇 ☁️ - An MCP server to interface with the Google Tasks API
Cactusinhand/mcp_server_notify 🐍 🏠 - A MCP server that send desktop notifications with sound effect when agent tasks are completed.
carterlasalle/mac_messages_mcp 🏠 🍎 🚀 - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.
chaindead/telegram-mcp 🏎️ 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status
chigwell/telegram-mcp 🐍 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status.
clawaimail/mcp 📇 ☁️ 🍎 🪟 🐧 - Email infrastructure for AI agents. Create inboxes on the fly, send and receive real emails, search messages, and manage threads via API. Install with npx clawaimail-mcp.
codefuturist/email-mcp 📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email MCP server with 42 tools for reading, searching, sending, scheduling, and managing emails across multiple accounts. Supports IMAP IDLE push, AI triage, desktop notifications, and auto-detects providers like Gmail, Outlook, and iCloud.
conarti/mattermost-mcp 📇 ☁️ - MCP server for Mattermost API. List channels, read/post messages, manage threads and reactions, monitor topics. Supports flexible configuration via CLI args, environment variables, or config files.
Danielpeter-99/calcom-mcp 🐍 🏠 - MCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs.
discourse/discourse-mcp 🎖️ 💎 ☁️ 🏠 💬 🍎 🪟 🐧 - Official Discourse MCP server for forum integration. Search topics, read posts, manage categories and tags, discover users, and interact with Discourse communities.
cseguinlz/doubletick-cli 📇 ☁️ - Email read tracking via Gmail. Send tracked emails, check if they were opened with open count, device, and timing.
elie222/inbox-zero 🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.
ExpertVagabond/solmail-mcp 📇 ☁️ - Send physical mail with Solana payments — AI agents can compose, price, and send letters and postcards via cryptocurrency.
FastAlertNow/mcp-server 🎖️ 📇 ☁️ - Official Model Context Protocol (MCP) server for FastAlert. This server allows AI agents (like Claude, ChatGPT, and Cursor) to list of your channels and send notifications directly through the FastAlert API.
FantomaSkaRus1/telegram-bot-mcp 📇 ☁️ 🏠 - Full-featured Telegram Bot API MCP server with 174 tools covering the entire Bot API.
gerkensm/callcenter.js-mcp 📇 ☁️ - An MCP server to make phone calls using VoIP/SIP and OpenAI’s Realtime API and observe the transcript.
gitmotion/ntfy-me-mcp 📇 ☁️ 🏠 - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
gotoolkits/wecombot 🚀 ☁️ - An MCP server application that sends various types of messages to the WeCom group robot.
hannesrudolph/imessage-query-fastmcp-mcp-server 🐍 🏠 🍎 - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling
i-am-bee/acp-mcp 🐍 💬 - An MCP server acting as an adapter into the ACP ecosystem. Seamlessly exposes ACP agents to MCP clients, bridging the communication gap between the two protocols.
imdinu/apple-mail-mcp 🐍 🏠 🍎 - Fast MCP server for Apple Mail — 87x faster email fetching via batch JXA and FTS5 search index for ~2ms body search. 6 tools: list accounts/mailboxes, get emails with filters, full-text search across all scopes, and attachment extraction.
InditexTech/mcp-teams-server 🐍 ☁️ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
Infobip/mcp 🎖️ ☁️ - Official Infobip MCP server for integrating Infobip global cloud communication platform. It equips AI agents with communication superpowers, allowing them to send and receive SMS and RCS messages, interact with WhatsApp and Viber, automate communication workflows, and manage customer data, all in a production-ready environment.
rchanllc/joltsms-mcp-server 📇 ☁️ - Provision dedicated real-SIM US phone numbers, receive inbound SMS, poll for messages, and extract OTP codes. Built for AI agents automating phone verification across platforms.
virtualsms-io/mcp-server 📇 ☁️ - Receive SMS verification codes with AI agents. Get virtual phone numbers for WhatsApp, Telegram, Google, and 500+ services. Own modem infrastructure across 200+ countries with real-time WebSocket delivery. 12 tools for number discovery, purchase, and code extraction.
jagan-shanmugam/mattermost-mcp-host 🐍 🏠 - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured.
jaipandya/producthunt-mcp-server 🐍 🏠 - MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more.
jaspertvdm/mcp-server-rabel 🐍 ☁️ 🏠 - AI-to-AI messaging via I-Poll protocol and AInternet. Enables agents to communicate using.aint domains, semantic messaging, and trust-based routing.
joinly-ai/joinly 🐍☁️ - MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages in the meeting chat.
jtalk22/slack-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - Your complete Slack context for Claude—DMs, channels, threads, search. No OAuth apps, no admin approval. --setup and done, 11 tools, auto-refresh.
keturiosakys/bluesky-context-server 📇 ☁️ - Bluesky instance integration for querying and interaction
khan2a/telephony-mcp-server 🐍 💬 - MCP Telephony server for automating voice calls with Speech-to-Text and Speech Recognition to summarize call conversations. Send and receive SMS, detect voicemail, and integrate with Vonage APIs for advanced telephony workflows.
korotovsky/slack-mcp-server 📇 ☁️ - The most powerful MCP server for Slack Workspaces.
lharries/whatsapp-mcp 🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
line/line-bot-mcp-server 🎖 📇 ☁️ - MCP Server for Integrating LINE Official Account
littlebearapps/outlook-assistant 📇 ☁️ - Ask your AI assistant to search your inbox, send emails, schedule meetings, manage contacts, and configure mailbox settings — without leaving the conversation. Works with Claude, Cursor, Windsurf, and any MCP-compatible client.
Leximo-AI/leximo-ai-call-assistant-mcp-server 📇 ☁️ - Make AI-powered phone calls on your behalf — book reservations, schedule appointments, and view call transcripts
madbonez/caldav-mcp 🐍 ☁️ - Universal MCP server for CalDAV protocol integration. Works with any CalDAV-compatible calendar server including Yandex Calendar, Google Calendar (via CalDAV), Nextcloud, ownCloud, Apple iCloud, and others. Supports creating events with recurrence, categories, priority, attendees, reminders, searching events, and retrieving events by UID.
marlinjai/email-mcp 📇 ☁️ 🏠 - Unified MCP server for email across Gmail (REST API), Outlook (Microsoft Graph), iCloud, and generic IMAP/SMTP. 24 tools for search, send, organize, and batch-manage emails with built-in OAuth2 and encrypted credential storage.
multimail-dev/mcp-server 📇 ☁️ - Email for AI agents. Send and receive as markdown with configurable human oversight (monitor, gate, or fully autonomous).
aeoess/mingle-mcp 📇 ☁️ - Agent-to-agent networking. Your AI publishes what you need, matches with other people’s agents, both humans approve before connecting. 6 tools, Ed25519 signed, shared network at api.aeoess.com.
n24q02m/better-email-mcp 📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email MCP server with App Passwords (no OAuth2). Auto-discovers Gmail, Outlook, Yahoo, iCloud. 5 composite tools: search, read, send, reply, forward. Multi-account support.
overpod/mcp-telegram 📇 🏠 🍎 🪟 🐧 - Telegram MCP server via MTProto/GramJS — 20 tools for reading chats, searching messages, downloading media, managing contacts. QR code login, npx zero-install. Hosted version at mcp-telegram.com.
OverQuotaAI/chatterboxio-mcp-server 📇 ☁️ - MCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and recordings.
PhononX/cv-mcp-server 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Server that connects AI Agents to Carbon Voice. Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in Carbon Voice.
PostcardBot/mcp-server 📇 ☁️ - Send real physical postcards worldwide via AI agents. Bulk send up to 500 recipients. Volume pricing from $0.72/card.
Py2755/aiogram-mcp 🐍 ☁️ - MCP server middleware for aiogram Telegram bots — 30 tools, 7 resources, 3 prompts covering messaging, rich media, moderation, interactive keyboards, real-time event streaming, rate limiting, permissions, and audit logging.
qq418716640/botbell-mcp 📇 ☁️ - Send push notifications to iPhone, iPad, and Mac from AI assistants. Two-way messaging — users reply in the BotBell app, AI reads and continues. Supports action buttons, Markdown, and multi-bot management via PAT.
saseq/discord-mcp ☕ 📇 🏠 💬 - A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities.
sawa-zen/vrchat-mcp - 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat.
softeria/ms-365-mcp-server 📇 ☁️ - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar)
Spix-HQ/spix-mcp 🐍 ☁️ - Give AI agents a real phone number and voice. Make outbound calls, handle inbound calls, send email, and manage contacts via 26 MCP tools. ~500ms voice latency (Deepgram Nova-3 + Claude + Cartesia Sonic-3). Install: pip install spix-mcp. Free tier available.
teddyzxcv/ntfy-mcp - The MCP server that keeps you informed by sending the notification on phone using ntfy
timkulbaev/mcp-gmail 📇 ☁️ - Full Gmail operations via Unipile API: send, reply, list, read, delete, search, manage labels, attachments, and drafts. Dry-run by default on destructive actions.
trycourier/courier-mcp 🎖️ 💬 ☁️ 🛠️ 📇 🤖 - Build multi-channel notifications into your product, send messages, update lists, invoke automations, all without leaving your AI coding space.
userad/didlogic_mcp 🐍 ☁️ - An MCP server for DIDLogic. Adds functionality to manage SIP endpoints, numbers and destinations.
wyattjoh/imessage-mcp 📇 🏠 🍎 - A Model Context Protocol server for reading iMessage data from macOS.
wyattjoh/jmap-mcp 📇 ☁️ - A Model Context Protocol (MCP) server that provides tools for interacting with JMAP (JSON Meta Application Protocol) email servers. Built with Deno and using the jmap-jam client library.
wazionapps/mcp-server 📇 ☁️ - 244 WhatsApp Business tools: send messages, automate workflows, run campaigns, and manage CRM. Streamable HTTP + stdio.
YCloud-Developers/ycloud-whatsapp-mcp-server 📇 🏠 - MCP server for WhatsApp Business Platform by YCloud.
yjcho9317/nworks 📇 🏠 🍎 🪟 🐧 - NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tasks, and boards. AI agents can manage NAVER WORKS directly.
zcaceres/gtasks-mcp 📇 ☁️ - An MCP server to Manage Google Tasks
ztxtxwd/open-feishu-mcp-server 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and providing comprehensive Feishu document management tools including block creation, content updates, and advanced features.
loglux/whatsapp-mcp-stream 📇 🏠 🍎 🪟 🐧 - WhatsApp MCP server over Streamable HTTP with web admin UI (QR/status/settings), bidirectional media upload/download, and SQLite persistence.

👤 Customer Data Platforms

Provides access to customer profiles inside of customer data platforms

antv/mcp-server-chart 🎖️ 📇 ☁️ - A Model Context Protocol server for generating visual charts using AntV.
hustcc/mcp-echarts 📇 🏠 - Generate visual charts using Apache ECharts with AI MCP dynamically.
hustcc/mcp-mermaid 📇 🏠 - Generate mermaid diagram and chart with AI MCP dynamically.
iaptic/mcp-server-iaptic 🎖️ 📇 ☁️ - Connect with iaptic to ask about your Customer Purchases, Transaction data and App Revenue statistics.
OpenDataMCP/OpenDataMCP 🐍 ☁️ - Connect any Open Data to any LLM with Model Context Protocol.
QuackbackIO/quackback 📇 ☁️ - Open-source customer feedback platform with built-in MCP server. Agents can search feedback, triage posts, update statuses, create and comment on posts, vote, manage roadmaps, merge duplicates, and publish changelogs.
sergehuber/inoyu-mcp-unomi-server 📇 ☁️ - An MCP server to access and updates profiles on an Apache Unomi CDP server.
tinybirdco/mcp-tinybird 🐍 ☁️ - An MCP server to interact with a Tinybird Workspace from any MCP client.
saurabhsharma2u/search-console-mcp - An MCP server to interact with Google Search Console and Bing Webmasters.

🗄️ Databases

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

Aiven-Open/mcp-aiven - 🐍 ☁️ 🎖️ - Navigate your Aiven projects and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services
alexanderzuev/supabase-mcp-server - Supabase MCP Server with support for SQL query execution and database exploration tools
aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.
amineelkouhen/mcp-cockroachdb 🐍 ☁️ - A Model Context Protocol server for managing, monitoring, and querying data in CockroachDB.
andyWang1688/sql-query-mcp 🐍 🏠 - A general-purpose MCP server that lets AI work with multiple databases within clear boundaries. Supports PostgreSQL and MySQL today with schema discovery, sampling, read-only queries, and query-plan inspection.
ArcadeData/arcadedb 🎖️ ☕ 🏠 - Built-in MCP server for ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin, and MongoDB QL support.
benborla29/mcp-server-mysql ☁️ 🏠 - MySQL database integration in NodeJS with configurable access controls and schema inspection
bram2w/baserow - Baserow database integration with table search, list, and row create, read, update, and delete capabilities.
c4pt0r/mcp-server-tidb 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities
Canner/wren-engine 🐍 🦀 🏠 - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents
centralmind/gateway 🏎️ 🏠 🍎 🪟 - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase
ChristianHinge/dicom-mcp 🐍 ☁️ 🏠 - DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems.
chroma-core/chroma-mcp 🎖️ 🐍 ☁️ 🏠 - Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities
ClickHouse/mcp-clickhouse 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities
codeurali/mcp-dataverse 📇 🏠 ☁️ - Microsoft Dataverse MCP server with 63 tools for entity CRUD, FetchXML/OData queries, metadata inspection, workflow execution, audit logs, and Power Platform integration. Zero-config device code authentication.
confluentinc/mcp-confluent 🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.
corebasehq/coremcp 🏎️ ☁️ 🏠 - A secure, tunnel-native database bridge for AI agents. Connects localhost & on-premise databases (MSSQL, etc.) to LLMs with AST-based query safety and PII masking.
Couchbase-Ecosystem/mcp-server-couchbase 🎖️ 🐍 ☁️ 🏠 - Couchbase MCP server provides unfied access to both Capella cloud and self-managed clusters for document operations, SQL++ queries and natural language data analysis.
cr7258/elasticsearch-mcp-server 🐍 🏠 - MCP Server implementation that provides Elasticsearch interaction
crystaldba/postgres-mcp 🐍 🏠 - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks
Dataring-engineering/mcp-server-trino 🐍 ☁️ - Trino MCP Server to query and access data from Trino Clusters.
davewind/mysql-mcp-server 🏎️ 🏠 A – user-friendly read-only mysql mcp server for cursor and n8n…
designcomputer/mysql_mcp_server 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
domdomegg/airtable-mcp-server 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities
edwinbernadus/nocodb-mcp-server 📇 ☁️ - Nocodb database integration, read and write capabilities
ergut/mcp-bigquery-server 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
f4ww4z/mcp-mysql-server 📇 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations
ferrants/memvid-mcp-server 🐍 🏠 - Python Streamable HTTP Server you can run locally to interact with memvid storage and semantic search.
fireproof-storage/mcp-database-server 📇 ☁️ - Fireproof ledger database with multi-user sync
freema/mcp-gsheets 📇 ☁️ - MCP server for Google Sheets API integration with comprehensive reading, writing, formatting, and sheet management capabilities.
FreePeak/db-mcp-server 🏎️ 🏠 – A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, with seamless Cursor integration for enhanced database workflows.
furey/mongodb-lens 📇 🏠 - MongoDB Lens: Full Featured MCP Server for MongoDB Databases
gannonh/firebase-mcp 🔥 ⛅️ - Firebase services including Auth, Firestore and Storage.
get-convex/convex-backend 📇 ☁️ - Convex database integration to introspect tables, functions, and run oneoff queries (Source)
gigamori/mcp-run-sql-connectorx 🐍 ☁️ 🏠 🍎 🪟 🐧 - An MCP server that executes SQL via ConnectorX and streams the result to a CSV or Parquet file. Supports PostgreSQL, MariaDB, BigQuery, RedShift, MS SQL Server, etc.
googleapis/genai-toolbox 🏎️ ☁️ - Open source MCP server specializing in easy, fast, and secure tools for Databases.
GreptimeTeam/greptimedb-mcp-server 🐍 🏠 - MCP Server for querying GreptimeDB.
hannesrudolph/sqlite-explorer-fastmcp-mcp-server 🐍 🏠 - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.
henilcalagiya/google-sheets-mcp 🐍 🏠 - Your AI Assistant’s Gateway to Google Sheets! 25 powerful tools for seamless Google Sheets automation via MCP.
hydrolix/mcp-hydrolix 🎖️ 🐍 ☁️ - Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.
idoru/influxdb-mcp-server 📇 ☁️ 🏠 - Run queries against InfluxDB OSS API v2.
InfluxData/influxdb3_mcp_server 🎖️ 📇 🏠 ☁️ - Official MCP server for InfluxDB 3 Core/Enterprise/Cloud Dedicated
izzzzzi/izTolkMcp 📇 🏠 - MCP server for the Tolk smart contract compiler on TON blockchain. Compile, syntax-check, and generate deployment deeplinks for TON contracts directly from AI assistants.
isaacwasserman/mcp-snowflake-server 🐍 ☁️ - Snowflake integration implementing read and (optional) write operations as well as insight tracking
iunera/druid-mcp-server ☕ ☁️ 🏠 - Comprehensive MCP server for Apache Druid that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters.
JaviMaligno/postgres_mcp 🐍 🏠 - PostgreSQL MCP server with 14 tools for querying, schema exploration, and table analysis. Features security-first design with SQL injection prevention and read-only by default.
JaviMaligno/postgres_mcp 🐍 🏠 - PostgreSQL MCP server with 14 tools for querying, schema exploration, and table analysis. Features security-first design with SQL injection prevention and read-only by default.
joshuarileydev/supabase-mcp-server - Supabase MCP Server for managing and creating projects and organisations in Supabase
jovezhong/mcp-timeplus 🐍 ☁️ - MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus
jparkerweb/mcp-sqlite 📇 🏠 - Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities.
KashiwaByte/vikingdb-mcp-server 🐍 ☁️ - VikingDB integration with collection and index introduction, vector store and search capabilities.
kiliczsh/mcp-mongo-server 📇 🏠 - A Model Context Protocol Server for MongoDB
ktanaka101/mcp-server-duckdb 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities
LucasHild/mcp-server-bigquery 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities
memgraph/mcp-memgraph 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.
mbentham/SqlAugur #️⃣ 🏠 🪟 🐧 - SQL Server MCP server with AST-based query validation, read-only safety, schema exploration, ER diagram generation, and DBA toolkit integration (First Responder Kit, DarlingData, sp_WhoIsActive).
modelcontextprotocol/server-postgres 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities
modelcontextprotocol/server-sqlite 🐍 🏠 - SQLite database operations with built-in analysis features
montumodi/mongodb-atlas-mcp-server 📇 ☁️ 🪟 🍎 🐧 - A Model Context Protocol (MCP) that provides access to the MongoDB Atlas API. This server wraps the mongodb-atlas-api-client package to expose MongoDB Atlas functionality through MCP tools.
neo4j-contrib/mcp-neo4j 🐍 🏠 - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)
neondatabase/mcp-server-neon 📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres
niledatabase/nile-mcp-server MCP server for Nile’s Postgres platform - Manage and query Postgres databases, tenants, users, auth using LLMs
openlink/mcp-server-jdbc 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Java Database Connectivity (JDBC) protocol
openlink/mcp-server-odbc 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Open Database Connectivity (ODBC) protocol
openlink/mcp-server-sqlalchemy 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via SQLAlchemy using Python ODBC (pyodbc)
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, open-source monitoring system.
pgtuner_mcp 🐍🗄️ - provides AI-powered PostgreSQL performance tuning capabilities.
pilat/mcp-datalink 📇 🏠 - MCP server for secure database access (PostgreSQL, MySQL, SQLite) with parameterized queries and schema inspection
planetscale/mcp - The PlanetScale CLI includes an MCP server that provides AI tools direct access to your PlanetScale databases.
prisma/mcp 📇 ☁️ 🏠 - Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries).
qdrant/mcp-server-qdrant 🐍 🏠 - A Qdrant MCP server
QuantGeekDev/mongo-mcp 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases.
quarkiverse/mcp-server-jdbc ☕ 🏠 - Connect to any JDBC-compatible database and query, insert, update, delete, and more.
rashidazarang/airtable-mcp 🐍 ☁️ - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface.
redis/mcp-redis 🐍 🏠 - The Redis official MCP Server offers an interface to manage and search data in Redis.
runekaagaard/mcp-alchemy 🐍 🏠 - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.
s2-streamstore/s2-sdk-typescript 🎖️ 📇 ☁️ - Official MCP server for the S2.dev serverless stream platform.
schemacrawler/SchemaCrawler-MCP-Server-Usage 🎖️ ☕ – Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.
SidneyBissoli/ibge-br-mcp 📇 ☁️ - Brazilian Census Bureau (IBGE) data server with 23 tools for demographics, geography, economics, and statistics. Covers localities, SIDRA tables, Census data, population projections, and geographic meshes.
sirmews/mcp-pinecone 🐍 ☁️ - Pinecone integration with vector search capabilities
skysqlinc/skysql-mcp 🎖️ ☁️ - Serverless MariaDB Cloud DB MCP server. Tools to launch, delete, execute SQL and work with DB level AI agents for accurate text-2-sql and conversations.
Snowflake-Labs/mcp 🐍 ☁️ - Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods supported.
subnetmarco/pgmcp 🏎️ 🏠 - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility.
supabase-community/supabase-mcp 🎖️ 📇 ☁️ - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.
TheRaLabs/legion-mcp 🐍 🏠 Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite.
tradercjz/dolphindb-mcp-server 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities
tuannvm/mcp-trino 🏎️ ☁️ - A Go implementation of a Model Context Protocol (MCP) server for Trino
GetMystAdmin/urdb-mcp 📇 🏠 - Search URDB’s product integrity database for integrity scores, enshittification events, and change tracking across consumer products
VictoriaMetrics-Community/mcp-victorialogs 🎖️ 🏎️ 🏠 - Provides comprehensive integration with your VictoriaLogs instance APIs and documentation for working with logs, investigating and debugging tasks related to your VictoriaLogs instances.
weaviate/mcp-server-weaviate 🐍 📇 ☁️ - An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory store.
wenb1n-dev/mysql_mcp_server_pro 🐍 🏠 - Supports SSE, STDIO; not only limited to MySQL’s CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization
wenb1n-dev/SmartDB_MCP 🐍 🏠 - A universal database MCP server supporting simultaneous connections to multiple databases. It provides tools for database operations, health analysis, SQL optimization, and more. Compatible with mainstream databases including MySQL, PostgreSQL, SQL Server, MariaDB, Dameng, and Oracle. Supports Streamable HTTP, SSE, and STDIO; integrates OAuth 2.0; and is designed for easy customization and extension by developers.
wenerme/wener-mssql-mcp 📇 🏠 - MSSQL database integration with schema inspection and query capabilities
xexr/mcp-libsql 📇 🏠 ☁️ - Production-ready MCP server for libSQL databases with comprehensive security and management tools.
XGenerationLab/xiyan_mcp_server 📇 ☁️ — An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.
xing5/mcp-google-sheets 🐍 ☁️ - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API.
yannbrrd/simple_snowflake_mcp 🐍 ☁️ - Simple Snowflake MCP server that works behind a corporate proxy. Read and write (optional) operations
ydb/ydb-mcp 🎖️ 🐍 ☁️ - MCP server for interacting with YDB databases
yincongcyincong/VictoriaMetrics-mcp-server 🐍 🏠 - An MCP server for interacting with VictoriaMetrics database.
Zhwt/go-mcp-mysql 🏎️ 🏠 – Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection.
zilliztech/mcp-server-milvus 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database.
wklee610/kafka-mcp 🐍 🏠 ☁️ - MCP server for Apache Kafka that allows LLM agents to inspect topics, consumer groups, and safely manage offsets (reset, rewind).

📊 Data Platforms

Data Platforms for data integration, transformation and pipeline orchestration.

carrierone/verilexdata-mcp 📇 ☁️ - 20 structured datasets (NPI healthcare, SEC filings, OFAC sanctions, crypto whales, Polymarket signals, patents, economic indicators) via x402 pay-per-query with USDC. Free stats/sample endpoints, MCP + HTTP transport.
alkemiai/alkemi-mcp 📇 ☁️ - MCP Server for natural language querying of Snowflake, Google BigQuery, and DataBricks Data Products through Alkemi.ai.
avisangle/method-crm-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Production-ready MCP server for Method CRM API integration with 20 comprehensive tools for tables, files, users, events, and API key management. Features rate limiting, retry logic, and dual transport support (stdio/HTTP).
aywengo/kafka-schema-reg-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Comprehensive Kafka Schema Registry MCP server with 48 tools for multi-registry management, schema migration, and enterprise features.
bintocher/mcp-superset 🐍 ☁️ 🏠 🍎 🪟 🐧 - Full-featured Apache Superset MCP server with 135+ tools for dashboards, charts, datasets, SQL Lab, security (users, roles, RLS, groups), permissions audit, and 30+ built-in safety validations. Supports HTTP, SSE, and stdio transports.
bruno-portfolio/agrobr-mcp 🐍 ☁️ - Brazilian agricultural data for LLMs — prices, crop estimates, climate, deforestation from 19 public sources via CEPEA, CONAB, IBGE, INPE and B3.
Castaldo-Solutions/mcp-vtenext 📇 🏠 🍎 🪟 🐧 - MCP server for VTENext CRM (open-source vtiger-based). Query, create and update opportunities and contacts via the WebService API. Available on npm as @castaldosolutions/mcp-vtenext.
dan1d/mercadolibre-mcp 📇 ☁️ - MercadoLibre marketplace integration for AI agents. Search products, get item details, browse categories, track trends, and convert currencies across Latin America (Argentina, Brazil, Mexico, Chile, Colombia).
dbt-labs/dbt-mcp 🎖️ 🐍 🏠 ☁️ - Official MCP server for dbt (data build tool) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.
flowcore/mcp-flowcore-platform 🎖️ 📇 ☁️ 🏠 - Interact with Flowcore to perform actions, ingest data, and analyse, cross reference and utilise any data in your data cores, or in public data cores; all with human language.
JordiNei/mcp-databricks-server 🐍 ☁️ - Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.
jwaxman19/qlik-mcp 📇 ☁️ - MCP Server for Qlik Cloud API that enables querying applications, sheets, and extracting data from visualizations with comprehensive authentication and rate limiting support.
keboola/keboola-mcp-server 🐍 - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.
mattijsdp/dbt-docs-mcp 🐍 🏠 - MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation.
meal-inc/bonnard-cli 📇 ☁️ - Ultra-fast to deploy agentic-first MCP-ready semantic layer. Let your data be like water.
Osseni94/keyneg-mcp 🐍 🏠 - Enterprise-grade sentiment analysis with 95+ labels, keyword extraction, and batch processing for AI agents
Osseni94/oyemi-mcp 🐍 🏠 - Deterministic semantic word encoding and valence/sentiment analysis using 145K+ word lexicon. Provides word-to-code mapping, semantic similarity, synonym/antonym lookup with zero runtime NLP dependencies.
paracetamol951/caisse-enregistreuse-mcp-server 🏠 🐧 🍎 ☁️ - Allows you to automate or monitor business operations, sales recorder, POS software, CRM.
saikiyusuke/registep-mcp 📇 ☁️ - AI-powered POS & sales analytics MCP server with 67 tools for Airレジ, スマレジ, and BASE EC integration. Provides store management, sales data querying, AI chat analysis, and weather correlation features.
vikramgorla/mcp-swiss 📇 ☁️ - 68 tools for Swiss open data: transport, weather, geodata, companies, parliament, and more. Zero API keys required.
yashshingvi/databricks-genie-MCP 🐍 ☁️ - A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.

💻 Developer Tools

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

3KniGHtcZ/codebeamer-mcp 📇 ☁️ 🍎 🪟 🐧 - Codebeamer ALM integration for managing work items, trackers, and projects. Provides 17 tools for reading and writing items, associations, references, comments, and risk management data via Codebeamer REST API v3.
21st-dev/Magic-MCP - Create crafted UI components inspired by the best 21st.dev design engineers.
a-25/ios-mcp-code-quality-server 📇 🏠 🍎 - iOS code quality analysis and test automation server. Provides comprehensive Xcode test execution, SwiftLint integration, and detailed failure analysis. Operates in both CLI and MCP server modes for direct developer usage and AI assistant integration.
raye-deng/open-code-review 🏠 📇 ☁️ - AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CLI + CI/CD integration.
AaronVick/ECHO_RIFT_MCP 📇 ☁️ - MCP server for EchoRift infrastructure primitives (BlockWire, CronSynth, Switchboard, Arbiter). Makes EchoRift’s agent infrastructure callable as MCP tools so any MCP client can treat EchoRift like a native capability layer.
aparajithn/agent-utils-mcp 🐍 ☁️ - Swiss-army-knife utility server for AI agents. 18 tools including JSON validation, base64, hashing, UUID generation, regex testing, markdown conversion, datetime conversion, cron parsing, CSV/JSON conversion, JWT decoding, and more. Streamable HTTP MCP + REST API with x402 micropayments.
aashari/mcp-server-atlassian-bitbucket 📇 ☁️ - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.
aashari/mcp-server-atlassian-confluence 📇 ☁️ - Atlassian Confluence Cloud integration. Enables AI systems to interact with Confluence spaces, pages, and content with automatic ADF to Markdown conversion.
aashari/mcp-server-atlassian-jira 📇 ☁️ - Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real time.
abrinsmead/mindpilot-mcp 📇 🏠 - Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to “show me this in a diagram”.
admica/FileScopeMCP 🐍 📇 🦀 - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.
mikusnuz/app-publish-mcp 📇 ☁️ - Unified MCP server for App Store Connect & Google Play Console — 91 tools for iOS/Android app management, TestFlight, builds, submissions, pricing, and sales reports.
mikusnuz/cws-mcp 📇 ☁️ - MCP server for Chrome Web Store extension management — 8 tools for upload, publish, status, staged rollout, and metadata updates.
mikusnuz/npm-mcp 📇 🏠 - MCP server for npm package management — 36 tools for publish, version, search, audit, install, and more from your AI assistant.
wooxogh/adr-mcp-setup 📇 🏠 - Automatically generates Architecture Decision Records (ADRs) from Claude Code conversations using Claude Opus. Features AI quality review, duplicate detection, dependency graph, and stale ADR alerts.
agent-hanju/char-index-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations.
CSCSoftware/AiDex 📇 🏠 🍎 🪟 🐧 - Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11 languages including C#, TypeScript, Python, Rust, and Go.
akramIOT/MCP_AI_SOC_Sher 🐍 ☁️ 📇 - MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent.
aktsmm/skill-ninja-mcp-server 📇 🏠 🍎 🪟 🐧 - Agent Skill Ninja for MCP: Search, install, and manage AI agent skills (SKILL.md files) from GitHub repositories. Features workspace analysis for personalized recommendations and supports 140+ pre-indexed skills.
alimo7amed93/webhook-tester-mcp 🐍 ☁️ – A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude.
ambar/simctl-mcp 📇 🏠 🍎 A MCP server implementation for iOS Simulator control.
api7/apisix-mcp 🎖️ 📇 🏠 MCP Server that support for querying and managing all resource in Apache APISIX.
ArchAI-Labs/fastmcp-sonarqube-metrics 🐍 🏠 🪟 🐧 🍎 - A Model Context Protocol (MCP) server that provides a set of tools for retrieving information about SonarQube projects like metrics (actual and historical), issues, health status.
artmann/package-registry-mcp 🏠 📇 🍎 🪟 🐧 - MCP server for searching and getting up-to-date information about NPM, Cargo, PyPi, and NuGet packages.
arvindand/maven-tools-mcp ☕ ☁️ 🏠 🍎 🪟 🐧 - Universal Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill). Features bulk operations, version comparison, stability filtering, dependency age analysis, release patterns, and Context7 integration for upgrade guidance.
augmnt/augments-mcp-server 📇 ☁️ 🏠 - Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-date code generation that follows current best practices for React, Next.js, Laravel, FastAPI, Tailwind CSS, and more.
automation-ai-labs/mcp-link 🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
avisangle/jenkins-mcp-server 🐍 🏠 🍎 🪟 🐧 - Enterprise-grade Jenkins CI/CD integration with multi-tier caching, pipeline monitoring, artifact management, and batch operations. Features 21 MCP tools for job management, build status tracking, and queue management with CSRF protection and 2FA support.
axliupore/mcp-code-runner 📇 🏠 - An MCP server for running code locally via Docker and supporting multiple programming languages.
azer/react-analyzer-mcp 📇 🏠 - Analyze React code locally, generate docs / llm.txt for whole project at once
back1ply/agent-skill-loader 📇 🏠 - Dynamically load Claude Code skills into AI agents without copying files. Discover, read, and install skills on demand.
bbonnin/openapi-to-mcp ☕ 🏠 🍎 🪟 🐧 - MCP server that automatically converts any OpenAPI/Swagger specification into a set of usable MCP tools. Unlike manual tool definition, this approach auto-generates tools directly from the Swagger spec, ensuring consistency, reducing maintenance effort, and preventing mismatches between the tools and the actual API.
muvon/octocode 🦀 🏠 🍎 🪟 🐧 - Semantic code indexer with GraphRAG knowledge graph. Index your codebase, search in natural language, and expose everything via MCP so AI agents understand architecture — not just files.
bgauryy/octocode-mcp ☁️ 📇 🍎 🪟 🐧 - AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime.
bitrise-io/bitrise-mcp 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - MCP Server for the Bitrise API, enabling app management, build operations, artifact management and more.
BrainGrid MCP 🎖️☁️ - BrainGrid MCP is the Product Management Agent that writes your specs, plans your features, and creates engineering-grade tasks your coding tools can build reliably.
BrunoKrugel/echo-mcp 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose any existing Echo web framework APIs as MCP tools.
buildkite/buildkite-mcp-server 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildkite. Create new pipelines, diagnose and fix failures, trigger builds, monitor job queues, and more.
cerebrixos-org/tuning-engines-cli 📇 ☁️ 🍎 🪟 🐧 - Domain-specific fine-tuning of open-source LLMs and SLMs with zero infrastructure. Specialized tuning agents deliver sovereign models trained on your data. Supports Qwen, Llama, DeepSeek, Mistral, Gemma 1B-72B. LoRA, QLoRA, full fine-tuning. Cost estimation, model management, S3 export.
Chunkydotdev/bldbl-mcp 📇 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildable AI-powered development platform bldbl.dev. Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.
CircleCI/mcp-server-circleci 📇 ☁️ Enable AI Agents to fix build failures from CircleCI.
cjo4m06/mcp-shrimp-task-manager 📇 ☁️ 🏠 – A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency management. ShrimpTaskManager
ckanthony/gin-mcp 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools.
ckreiling/mcp-server-docker 🐍 🏠 - Integrate with Docker to manage containers, images, volumes, and networks.
ClaudeCodeNavi/claudecodenavi-mcp 📇 ☁️ - Claude Code knowledge platform & marketplace MCP server. Search and share snippets, prompts, Q&A solutions, error fixes, and MCP server configurations from the ClaudeCodeNavi community.
PatrickSys/codebase-context 📇 🏠 🍎 🪟 🐧 - Local MCP server that shows AI agents which patterns your team actually uses, what files a change will affect, and when there is not enough context to trust an edit. 30+ languages, fully local.
CodeLogicIncEngineering/codelogic-mcp-server 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - Official MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools.
Comet-ML/Opik-MCP 🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
conan-io/conan-mcp 🎖️ 🐍 🏠 🍎 🪟 🐧 - Official MCP server for Conan C/C++ package manager. Create projects, manage dependencies, check licenses, and scan for security vulnerabilities.
ConfigCat/mcp-server 🎖️ 📇 ☁️ - MCP server for interacting with ConfigCat feature flag platform. Supports managing feature flags, configs, environments, products and organizations.
context-rot-detection 📇 🏠 - Gives AI agents self-awareness about their cognitive state. Monitors token utilization, context quality degradation, and session fatigue. Returns health scores (0-100) and recovery recommendations based on model-specific degradation curves.
cqfn/aibolit-mcp-server ☕ - Helping Your AI Agent Identify Hotspots for Refactoring; Help AI Understand How to ‘Make Code Better’
nullptr-z/code-rag-golang 🏎️ 🏠 - Static call graph analyzer for Go projects using SSA + VTA. Provides impact analysis, upstream/downstream queries, risk assessment, and interface tracking — so AI editors know exactly what code is affected before making changes.
oscarsterling/clelp-mcp-server 📇 ☁️ - Discover and rate 3,500+ MCP servers and AI agent skills with community ratings. Search by name, category, or use case. Rate tools from real usage to help others find what actually works.
currents-dev/currents-mcp 🎖️ 📇 ☁️ Enable AI Agents to fix Playwright test failures reported to Currents.
ofershap/cursor-usage 📇 🏠 - Enterprise AI coding usage analytics — track spend, model usage, and costs across Cursor/Claude Code sessions via MCP server
Daghis/teamcity-mcp 📇 ☁️ 🍎 🪟 🐧 - MCP server for JetBrains TeamCity with 87 tools for builds, tests, agents, and CI/CD pipeline management. Features dual-mode operation (dev/full) and runtime mode switching.
darktw/chatpipe-mcp ☁️ - Publish HTML as live, shareable web pages from your AI coding agent. Instant URLs with access control (public, password-protected, email-restricted).
dannote/figma-use 📇 🏠 - Full Figma control: create shapes, text, components, set styles, auto-layout, variables, export. 80+ tools.
davidan90/time-node-mcp 📇 🏠 - Timezone-aware date and time operations with support for IANA timezones, timezone conversion, and Daylight Saving Time handling.
davidlin2k/pox-mcp-server 🐍 🏠 - MCP server for the POX SDN controller to provides network control and management capabilities.
delano/postman-mcp-server 📇 ☁️ - Interact with Postman API
delimit-ai/delimit 🐍 🏠 🍎 🪟 🐧 - API governance server that detects breaking changes in OpenAPI specs. Diffs two spec versions, applies configurable policy rules (strict/default/relaxed), and returns structured pass/fail verdicts. 23 change types, 10 breaking. Supports OpenAPI 3.0, 3.1, and Swagger 2.0.
deploy-mcp/deploy-mcp 📇 ☁️ 🏠 - Universal deployment tracker for AI assistants with live status badges and deployment monitoring
docker/hub-mcp 🎖️ 📇 ☁️ 🏠 - Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images
dorukardahan/twitterapi-docs-mcp 📇 🏠 - Offline access to TwitterAPI.io documentation for AI assistants. 52 API endpoints, guides, pricing info, and authentication docs.
efremidze/swift-patterns-mcp 📇 🏠 🍎 🪟 🐧 - An MCP server providing curated Swift and SwiftUI best practices from leading iOS developers, including patterns and real-world code examples from Swift by Sundell, SwiftLee, and other trusted sources.
endorhq/cli 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor lets your AI agents run services like MariaDB, Postgres, Redis, Memcached, Alpine, or Valkey in isolated sandboxes. Get pre-configured applications that boot in less than 5 seconds.
endiagram/mcp 📇 ☁️ - Structural analysis for any system — 12 deterministic graph tools (topology, bottlenecks, blast radius, trace, diff, centrality) from EN syntax descriptions. No AI inside the computation. Install: npx @endiagram/mcp
ericbrown/project-context-mcp 🐍 🏠 - Exposes .context/ folder files as MCP resources, giving Claude Code instant access to project documentation via @ mentions.
etsd-tech/mcp-pointer 📇 🏠 🍎 🪟 🐧 - Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to capture elements.
eyaltoledano/claude-task-master 📇 ☁️ 🏠 - AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity, xAI), and selective tool loading for optimized context usage.
fantasieleven-code/callout 📇 🏠 - Multi-perspective architecture review for AI-assisted development. Nine expert viewpoints (CTO, Security, Product, DevOps, Customer, Strategy, Investor, Unicorn Founder, Solo Entrepreneur) analyze your project and produce actionable findings. Includes AI collaboration coaching and quantitative idea scoring.
flipt-io/mcp-server-flipt 📇 🏠 - Enable AI assistants to interact with your feature flags in Flipt.
flytohub/flyto-core 🐍 🏠 - Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file, Docker, data, crypto, scheduling). Features execution trace, evidence snapshots, replay from any step, and supports both STDIO and Streamable HTTP transport.
freema/mcp-design-system-extractor 📇 🏠 - Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for AI-powered design system analysis.
gitkraken/gk-cli 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - A CLI for interacting with GitKraken APIs. Includes an MCP server via gk mcp that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local tools and remote services.
GLips/Figma-Context-MCP 📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation.
gofireflyio/firefly-mcp 🎖️ 📇 ☁️ - Integrates, discovers, manages, and codifies cloud resources with Firefly.
gorosun/unified-diff-mcp 📇 🏠 - Generate and visualize unified diff comparisons with beautiful HTML/PNG output, supporting side-by-side and line-by-line views for filesystem dry-run integration
ajitpratap0/GoSQLX 🏎️ ☁️ 🏠 - 7 SQL tools (validate, format, parse, lint, security scan, metadata extraction, full analysis) over Streamable HTTP. Public remote server at mcp.gosqlx.dev - no install needed. 1.25M+ ops/sec, 6 SQL dialects.
Govcraft/rust-docs-mcp-server 🦀 🏠 - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.
HainanZhao/mcp-gitlab-jira 📇 ☁️ 🏠 - Unified MCP server for GitLab and Jira: manage projects, merge requests, files, releases and tickets with AI agents.
haris-musa/excel-mcp-server 🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
hechtcarmel/jetbrains-debugger-mcp-plugin ☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger.
hechtcarmel/jetbrains-index-mcp-plugin ☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, enabling AI coding assistants to leverage the IDE’s indexing and refactoring capabilities (rename, safe delete, find references, call hierarchy, type hierarchy, diagnostics and more).
hidai25/eval-view 🐍 🏠 🍎 🪟 🐧 - Regression testing framework for AI agents. Save golden baselines, detect behavioral drift, and block regressions in CI. Works with LangGraph, CrewAI, OpenAI, Claude, and any HTTP API.
higress-group/higress-ops-mcp-server 🐍 🏠 - MCP server that provides comprehensive tools for managing Higress gateway configurations and operations.
hijaz/postmancer 📇 🏠 - A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections.
hloiseaufcms/mcp-gopls 🏎️ 🏠 - A MCP server for interacting with Go’s Language Server Protocol (gopls) and benefit from advanced Go code analysis features.
hoklims/stacksfinder-mcp 📇 🏠 🍎 🪟 🐧 - Deterministic tech stack recommendations with 6-dimension scoring. Analyze, compare technologies, get optimal stack suggestions for any project type. 10 tools (4 free, 6 Pro).
hungthai1401/bruno-mcp 📇 🏠 - A MCP server for interacting with Bruno API Client.
hyperb1iss/droidmind 🐍 🏠 - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
Hypersequent/qasphere-mcp 🎖️ 📇 ☁️ - Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
idosal/git-mcp 📇 ☁️ - gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project for documentation
IlyaGulya/gradle-mcp-server 🏠 - Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting
imatza-rh/mcp-zuul 🐍 ☁️ - Zuul CI integration with 14 tools for build failure analysis, log search, pipeline status, and job configuration.
InditexTech/mcp-server-simulator-ios-idb 📇 🏠 🍎 - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
InhiblabCore/mcp-image-compression 🐍 🏠 - MCP server for local compression of various image formats.
InsForge/insforge-mcp 📇 ☁️ - AI-native backend-as-a-service platform enabling AI agents to build and manage full-stack applications. Provides Auth, Database (PostgreSQL), Storage, and Functions as production-grade infrastructure, reducing MVP development time from weeks to hours.
Inspizzz/jetbrains-datalore-mcp 🐍 ☁️ - MCP server for interacting with cloud deployments of Jetbrains Datalore platform. Fully incorporated Datalore API ( run, run interactively, get run data, fetch files )
ios-simulator-mcp 📇 🏠 🍎 - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.
isaacphi/mcp-language-server 🏎️ 🏠 - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics.
IvanAmador/vercel-ai-docs-mcp 📇 🏠 - A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation.
izzzzzi/codewiki-mcp 📇 ☁️ - MCP server for codewiki.google. Search repos, fetch AI-generated wiki docs, and ask questions about any open-source repository.
j4c0bs/mcp-server-sql-analyzer 🐍 - MCP server that provides SQL analysis, linting, and dialect conversion using SQLGlot
JamesANZ/system-prompts-mcp-server 📇 🏠 🍎 🪟 🐧 - Exposes a large catalog of coding assistant prompts as MCP tools with model-aware suggestions and persona activation to emulate agents like Cursor or Devin.
janreges/ai-distiller-mcp 🏎️ 🏠 - Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that correctly uses existing APIs on the first attempt.
jasonjmcghee/claude-debugs-for-you 📇 🏠 - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.
jaspertvdm/mcp-server-tibet 🐍 ☁️ 🏠 - TIBET provenance tracking for AI decisions. Cryptographic audit trails with ERIN/ERAAN/EROMHEEN/ERACHTER intent logging for compliance.
jawdat6/fixgraph-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Search and contribute to a community-verified knowledge base of 25,000+ engineering issues and fixes. Find step-by-step solutions with trust scores, submit new issues, and verify fixes work in your environment.
jetbrains/mcpProxy 🎖️ 📇 🏠 - Connect to JetBrains IDE
Jktfe/serveMyAPI 📇 🏠 🍎 - A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain.
jordandalton/restcsv-mcp-server 📇 ☁️ - An MCP server for CSV files.
joshuarileydev/app-store-connect-mcp-server 📇 🏠 - An MCP server to communicate with the App Store Connect API for iOS Developers
joshuarileydev/simulator-mcp-server 📇 🏠 - An MCP server to control iOS Simulators
Jpisnice/shadcn-ui-mcp-server 📇 🏠 - MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata.
jsdelivr/globalping-mcp-server 🎖️ 📇 ☁️ - The Globalping MCP server provides users and LLMs access to run network tools like ping, traceroute, mtr, HTTP and DNS resolve from thousands of locations around the world.
kadykov/mcp-openapi-schema-explorer 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
Kapeli/dash-mcp-server 🐍 🏠 🍎 - MCP server for Dash, the macOS API documentation browser. Instant search over 200+ documentation sets.
kenneives/design-token-bridge-mcp 📇 🏠 - Translates design tokens between platforms — extract from Tailwind, CSS, Figma, or W3C DTCG, then generate Material 3 (Kotlin), SwiftUI, Tailwind config, and CSS Variables with WCAG contrast validation.
kindly-software/kdb 🦀 ☁️ - AI-powered time-travel debugger with bidirectional execution replay, audit-compliant hash-chain logging, and SIMD-accelerated stack unwinding. Free Hobby tier available.
knewstimek/agent-tool 🏎️ 🏠 🍎 🪟 🐧 - Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities. Preserves file encoding (UTF-8, EUC-KR, Shift_JIS, etc.) and respects.editorconfig settings.
KryptosAI/mcp-observatory 📇 🏠 🍎 🪟 🐧 - Regression testing for MCP servers. Auto-discovers servers from Claude configs, checks capabilities, invokes tools, detects schema drift between versions, and recommends new servers based on your environment. Works as both a CLI and an MCP server.
LadislavSopko/mcp-ai-server-visual-studio #️⃣ 🏠 🪟 - MCP AI Server for Visual Studio. 20 Roslyn-powered tools giving AI assistants semantic code navigation, symbol search, inheritance trees, call graphs, safe rename, build/test execution. Works with Claude, Codex, Gemini, Cursor, Copilot, Windsurf, Cline.
kimwwk/repocrunch 🐍 🏠 🍎 🪟 🐧 - MCP server that gives AI agents structured, ground-truth GitHub repository intelligence. Analyze tech stack, dependencies, architecture, health metrics, and security indicators with deterministic JSON output.
lamemind/mcp-server-multiverse 📇 🏠 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
MarcelRoozekrans/roslyn-codelens-mcp #️⃣ 🏠 🍎 🪟 🐧 - Roslyn-based MCP server with 22 semantic code intelligence tools for.NET. Type hierarchies, call graphs, DI registrations, diagnostics, code fixes, complexity metrics, and more. Sub-millisecond lookups via pre-built indexes.
langfuse/mcp-server-langfuse 🐍 🏠 - MCP server to access and manage LLM application prompts created with Langfuse Prompt Management.
linuxsuren/atest-mcp-server 📇 🏠 🐧 - An MCP server to manage test suites and cases, which is an alternative to Postman.
linw1995/nvim-mcp 🦀 🏠 🍎 🪟 🐧 - A MCP server to interact with Neovim
jarvisassistantux/loopsense 📇 🏠 - MCP server that closes the feedback loop for AI coding agents — CI monitoring, process watching, file changes, HTTP polling.
louis030195/gptzero-mcp 📇 ☁️ 🍎 🪟 🐧 - AI detection for text content with GPTZero API. Detect AI-generated text, get confidence scores, multilingual support (French/Spanish), and detailed probability breakdowns.
lpigeon/ros-mcp-server 🐍 🏠 🍎 🪟 🐧 - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands.
lpigeon/unitree-go2-mcp-server 🐍 🏠 🐧 - The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.
LumabyteCo/clarifyprompt-mcp 📇 ☁️ 🍎 🪟 🐧 - MCP server for AI prompt optimization — transforms vague prompts into platform-optimized prompts for 58+ AI platforms across 7 categories (image, video, voice, music, code, chat, document).
madhan-g-p/DevDocs-MCP 📇 🏠 🍎 🐧 - DevDocs-MCP is a MCP server that provides version-pinned, deterministic documentation sourced from DevDocs.io in offline mode
paulhkang94/markview 🏠 🍎 - Native macOS markdown preview app with MCP server. Open and render Markdown files in MarkView directly from AI assistants via npx mcp-server-markview.
MarcelRoozekrans/memorylens-mcp #️⃣ 🏠 🪟 - On-demand.NET memory profiling MCP server. Wraps JetBrains dotMemory with a heuristic rule engine (10 rules) to detect memory leaks, LOH fragmentation, and anti-patterns, providing AI-actionable code fix suggestions.
martingeidobler/android-mcp-server 📇 🏠 - 21-tool Android device control via ADB — screenshots with compression, UI tree inspection, touch automation, logcat, and compound actions like tap-and-wait. One-command install via npx android-mcp-server.
mattjegan/swarmia-mcp 🐍 🏠 🍎 🐧 - Read-only MCP server to help gather metrics from Swarmia for quick reporting.
meanands/npm-package-docs-mcp ☁️ - MCP Server that provides up-to-date documentation for npm packages by fetching the latest README doc from the package’s GitHub repository or the README.
mcpware/ui-annotator-mcp 📇 🏠 - Annotates any web page with hover labels for AI assistants — reverse proxy injection, zero browser extensions. npx @mcpware/ui-annotator
MerabyLabs/promptarchitect-mcp 📇 ☁️ 🍎 🪟 🐧 - Workspace-aware prompt engineering. Refines, analyzes and generates prompts based on your project’s tech stack, dependencies and context. Free to use.
mhmzdev/Figma-Flutter-MCP 📇 🏠 - Provide coding agents direct access to Figma data to help them write Flutter code for building apps including assets exports, widgets maintenance and full screens implementations.
mihaelamj/cupertino 🏠 🍎 - Apple Documentation MCP Server. Search Apple developer docs, Swift Evolution proposals, and 600+ sample code projects with full-text search.
MikeRecognex/mcp-codebase-index 🐍 🏠 🍎 🪟 🐧 - Structural codebase indexer exposing 17 query tools (functions, classes, imports, dependency graphs, change impact) via MCP. Zero dependencies.
mmorris35/devplan-mcp-server 📇 ☁️ - Generate comprehensive, paint-by-numbers development plans using the ClaudeCode-DevPlanBuilder methodology. Creates PROJECT_BRIEF.md, DEVELOPMENT_PLAN.md, and CLAUDE.md.
mobile-next/mobile-mcp 📇 🏠 🐧 🍎 - MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported.
getmockd/mockd 🏎️ 🏠 🍎 🪟 🐧 - Multi-protocol API mock server with 18 MCP tools. Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP APIs with chaos engineering, stateful CRUD, 8 import formats (OpenAPI, Postman, HAR, WireMock, cURL, Mockoon, WSDL), and deterministic seeded responses.
mrexodia/user-feedback-mcp 🐍 🏠 - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
mumez/pharo-smalltalk-interop-mcp-server 🐍 🏠 - Pharo Smalltalk integration enabling code evaluation, class/method introspection, package management, test execution, and project installation for interactive development with Pharo images.
n8daniels/RulesetMCP 📇 🏠 - Weight-On-Wheels for AI - keeps agents grounded in your project’s rules. Query coding standards, validate snippets, and get task-specific guidance from version-controlled rule files.
Souzix76/n8n-workflow-tester-safe 📇 🏠 - Test, score, and inspect n8n workflows via MCP. Config-driven test suites with two-tier scoring, lightweight execution traces, and a built-in node catalog with 436+ nodes.
narumiruna/gitingest-mcp 🐍 🏠 - A MCP server that uses gitingest to convert any Git repository into a simple text digest of its codebase.
neilberkman/editorconfig_mcp 📇 🏠 - Formats files using .editorconfig rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the start.
Neo1228/spring-boot-starter-swagger-mcp ☕ ☁️ 🏠 - Turn your Spring Boot application into an MCP server instantly by reusing existing Swagger/OpenAPI documentation.
Neverlow512/agent-droid-bridge 🐍 🏠 - MCP server giving AI agents programmatic control over Android devices and emulators via ADB. 11 tools covering UI inspection, screen interaction, ADB commands, and change detection.
OctoMind-dev/octomind-mcp 📇 ☁️ - lets your preferred AI agent create & run fully managed Octomind end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
ofershap/mcp-server-devutils 📇 🏠 - Zero-auth developer utilities: base64, UUID, hash, JWT decode, cron parse, timestamps, JSON, and regex.
ofershap/mcp-server-dns 📇 🏠 - DNS lookups, reverse DNS, WHOIS, and domain availability checks. Zero auth, zero config.
ofershap/mcp-server-docker 📇 🏠 - Docker operations — manage 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 from your IDE.
ofershap/mcp-server-markdown 📇 🏠 - Search, extract sections, list headings, and find code blocks across markdown files.
ofershap/mcp-server-npm-plus 📇 ☁️ - npm intelligence — search packages, check bundle sizes, scan vulnerabilities, compare downloads.
ofershap/mcp-server-scraper 📇 ☁️ - Web scraping — extract clean markdown, links, and metadata from any URL. Free Firecrawl alternative.
ooples/token-optimizer-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Intelligent token optimization achieving 95%+ reduction through caching, compression, and 80+ smart tools for API optimization, code analysis, and real-time monitoring.
OpenZeppelin/contracts-wizard - A Model Context Protocol (MCP) server that allows AI agents to generate secure smart contracts in multiples languages based on OpenZeppelin Wizard templates.
opslevel/opslevel-mcp 🎖️ 🏎️ ☁️ 🪟 🍎 🐧 - Official MCP Server for OpsLevel
optimaquantum/claude-critical-rules-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Automatic enforcement of critical rules for Claude AI preventing 96 documented failure patterns. Provides compliance verification checklist and rules summary via MCP tools.
paracetamol951/P-Link-MCP 🏠 🐧 🍎 ☁️ - Implementation of HTTP 402 (payment required http code) relying on Solana
mcpware/pagecast 📇 🏠 - Record any browser page as GIF or video. AI-driven demo recording with scroll/click/hover interactions via Playwright + ffmpeg. npx @mcpware/pagecast
Pharaoh-so/pharaoh 📇 ☁️ 🍎 🪟 🐧 - Hosted MCP server that parses TypeScript and Python codebases into Neo4j knowledge graphs for blast radius analysis, dead code detection, dependency tracing, and architectural context.
picahq/mcp 🎖️ 🦀 📇 ☁️ - One MCP for all your integrations — powered by Pica, the infrastructure for intelligent, collaborative agents.
pmptwiki/pmpt-cli 📇 🏠 - Record and share your AI-driven development journey. Auto-saves project milestones with summaries, generates structured AI prompts via 5-question planning, and publishes to pmptwiki.com community platform.
posthog/mcp 🎖️ 📇 ☁️ - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more.
pylonapi/pylon-mcp 📇 ☁️ - x402-native API gateway with 20+ capabilities (web-extract, web-search, translate, image-generate, screenshot, PDF, OCR, and more) payable with USDC on Base. No API keys — agents pay per call via HTTP 402.
Pratyay/mac-monitor-mcp 🐍 🏠 🍎 - Identifies resource-intensive processes on macOS and provides performance improvement suggestions.
PromptExecution/cratedocs-mcp 🦀 🏠 - Outputs short-form Rust crate derived traits,interfaces, etc. from AST (uses same api as rust-analyzer), output limits (token estimation) & crate docs w/regex stripping.
promptexecution/just-mcp 🦀 🏠 - Justfile integration that enables LLMs to execute any CLI or script commands with parameters safely and easily, with environment variable support and comprehensive testing.
pskill9/website-downloader 🗄️ 🚀 - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally.
PSU3D0/spreadsheet-mcp 🦀 🏠 🪟 - High-performance, token-efficient spreadsheet analysis/editing (xlsx/xlsm) with region detection, structured reads, formula/style inspection, forking mechanics, and recalculation. Cross-platform.
grahamrowe82/pt-edge 🐍 ☁️ 🍎 🪟 🐧 - AI project intelligence MCP server. Tracks 300+ open-source AI projects across GitHub, PyPI, npm, HuggingFace, Docker Hub, and Hacker News. 47 MCP tools for discovery, comparison, trend analysis, and semantic search across AI repos, HuggingFace models/datasets, and public APIs.
public-ui/kolibri 📇 ☁️ 🏠 - Streaming KoliBri MCP server (NPM: @public-ui/mcp) delivering 200+ guaranteed accessible web component samples, specs, docs, and scenarios via hosted HTTP endpoint or local kolibri-mcp CLI.
pzalutski-pixel/javalens-mcp ☕ 🏠 - 56 semantic Java analysis tools via Eclipse JDT. Compiler-accurate navigation, refactoring, find references, call hierarchy, and code metrics for AI agents.
pzalutski-pixel/sharplens-mcp #️⃣ 🏠 - 58 semantic C#/.NET analysis tools via Roslyn. Navigation, refactoring, find usages, and code intelligence for AI agents.
qainsights/jmeter-mcp-server 🐍 🏠 - JMeter MCP Server for performance testing
qainsights/k6-mcp-server 🐍 🏠 - Grafana k6 MCP Server for performance testing
qainsights/locust-mcp-server 🐍 🏠 - Locust MCP Server for performance testing
QuantGeekDev/docker-mcp 🏎️ 🏠 - Docker container management and operations through MCP
Quantum3-Labs/ARBuilder 🐍 ☁️ 🏠 🍎 🪟 🐧 - AI-powered code generator for the Arbitrum ecosystem. 19 MCP tools for Stylus smart contracts, SDK bridging, full-stack dApps, and Orbit chain deployment, backed by RAG-based retrieval over Arbitrum documentation.
r-huijts/xcode-mcp-server 📇 🏠 🍎 - Xcode integration for project management, file operations, and build automation
ReAPI-com/mcp-openapi 📇 🏠 - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
reflagcom/mcp 🎖️ 📇 ☁️ - Flag features directly from chat in your IDE with Reflag.
Rootly-AI-Labs/Rootly-MCP-server 🎖️ 🐍 ☁️ 🍎 - MCP server for the incident management platform Rootly.
ronantakizawa/a11ymcp 📇 🏠 - Web accessibility testing MCP server that analyzes URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core. Tools for color contrast, ARIA validation, and orientation lock detection.
rsdouglas/janee 📇 🏠 🍎 🪟 🐧 - Self-evolving MCP server that generates and improves its own tools at runtime. Built on FastMCP, Janee uses LLM-driven tool generation to dynamically create, test, and refine MCP tools from natural language descriptions — enabling AI agents to extend their own capabilities on the fly.
ryan0204/github-repo-mcp 📇 ☁️ 🪟 🐧 🍎 - GitHub Repo MCP allow your AI assistants browse GitHub repositories, explore directories, and view file contents.
sammcj/mcp-package-version 📇 🏠 - An MCP Server to help LLMs suggest the latest stable package versions when writing code.
saurav61091/mcp-openapi 📇 ☁️ 🏠 - Turn any OpenAPI spec into callable MCP tools for Claude. Point at any OpenAPI 3.x spec and Claude can call every endpoint through natural language. Supports Bearer, API key, and Basic auth.
sapientpants/sonarqube-mcp-server 🦀 ☁️ 🏠 - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate statuses
sbroenne/mcp-server-excel #️⃣ 🏠 🪟 - Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTables, Tables, Charts, ranges, formatting. 100% Excel compatibility - uses Excel app instead of creating.xlsx files. Windows only.
SDGLBL/mcp-claude-code 🐍 🏠 - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.
selvage-lab/selvage 🐍 🏠 - LLM-based code review MCP server with AST-powered smart context extraction. Supports Claude, GPT, Gemini, and 20+ models via OpenRouter.
shellsage-ai/mcp-server-boilerplate 📇 🐍 🏠 - Production-ready MCP server starter templates in TypeScript and Python. Includes tool, resource, and prompt patterns with Claude Desktop integration configs.
SegfaultSorcerer/heap-seance 🐍 🏠 🍎 🪟 🐧 - Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT, and async-profiler with structured confidence-based verdicts. Two-stage escalation model with conservative scan and deep forensics.
sequa-ai/sequa-mcp 📇 ☁️ 🐧 🍎 🪟 - Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.
shadcn/studio MCP - Integrate shadcn/studio MCP Server directly into your favorite IDE and craft stunning shadcn/ui Components, Blocks and Pages inspired by shadcn/studio.
SimplyLiz/CodeMCP 🏎️ 🏠 🍎 🪟 🐧 - Code intelligence MCP server with 80+ tools for semantic code search, impact analysis, call graphs, ownership detection, and architectural understanding. Supports Go, TypeScript, Python, Rust, Java via SCIP indexing.
simplypixi/bugbug-mcp-server ☁️ - MCP for BugBug API, to manage test and suites on BugBug
skullzarmy/vibealive 📇 🏠 🍎 🪟 🐧 — Full-featured utility to test Next.js projects for unused files and APIs, with an MCP server that exposes project analysis tools to AI assistants.
snaggle-ai/openapi-mcp-server 🏎️ 🏠 - Connect any HTTP/REST API server using an Open API spec (v3)
softvoyagers/linkshrink-api 📇 ☁️ - Free privacy-first URL shortener API with analytics and link management. No API key required.
softvoyagers/ogforge-api 📇 ☁️ - Free Open Graph image generator API with themes, Lucide icons, and custom layouts. No API key required.
softvoyagers/pagedrop-api 📇 ☁️ - Free instant HTML hosting API with paste, file upload, and ZIP deploy support. No API key required.
softvoyagers/pdfspark-api 📇 ☁️ - Free HTML/URL to PDF conversion API powered by Playwright. No API key required.
softvoyagers/qrmint-api 📇 ☁️ - Free styled QR code generator API with custom colors, logos, frames, and batch generation. No API key required.
spacecode-ai/SpaceBridge-MCP 🐍 🏠 🍎 🐧 - Bring structure and preserve context in vibe coding by automatically tracking issues.
srijanshukla18/xray 🐍 🏠 - Progressive code-intelligence MCP server: map project structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go (powered by ast-grep).
srclight/srclight 🐍 🏠 - Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29 tools for symbol search, call graphs, git intelligence, and hybrid semantic search.
st3v3nmw/sourcerer-mcp 🏎️ ☁️ - MCP for semantic code search & navigation that reduces token waste
stass/lldb-mcp 🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
storybookjs/addon-mcp 📇 🏠 - Help agents automatically write and test stories for your UI components.
TamarEngel/jira-github-mcp - MCP server that integrates Jira and GitHub to automate end-to-end developer workflows, from issue tracking to branches, commits, pull requests, and merges inside the IDE.
TCSoftInc/testcollab-mcp-server ☁️ - Manage test cases in TestCollab directly from your AI coding assistant. List, create, and update test cases with filtering, sorting, and pagination support.
TKMD/ReftrixMCP 📇 🏠 🐧 🍎 - Web design analysis MCP server with 26 tools for layout extraction, motion detection, quality scoring, and semantic search. Uses Playwright, pgvector HNSW, and Ollama Vision to turn web pages into searchable, structured design knowledge.
TencentEdgeOne/edgeone-pages-mcp 📇 ☁️ - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
testdino-hq/testdino-mcp 🎖️ 📇 ☁️ - Connects your TestDino testrun/testcase data to AI agents so you can review runs, debug failures, and manage manual test cases using natural language.
tgeselle/bugsnag-mcp 📇 ☁️ - An MCP server for interacting with Bugsnag
themesberg/flowbite-mcp 📇 🏠 🍎 🪟 🐧 - MCP server that provides AI assistance for an open-source UI framework based on Tailwind CSS
tipdotmd/tip-md-x402-mcp-server 📇 ☁️ - MCP server for cryptocurrency tipping through AI interfaces using x402 payment protocol and CDP Wallet.
Tommertom/awesome-ionic-mcp 📇 🏠 - Your Ionic coding buddy enabled via MCP – build awesome mobile apps using React/Angular/Vue or even Vanilla JS!
tosin2013/mcp-adr-analysis-server 📇 ☁️ 🏠 - AI-powered architectural analysis server for software projects. Provides technology stack detection, ADR management, security checks, enhanced TDD workflow, and deployment readiness validation with support for multiple AI models.
tumf/mcp-text-editor 🐍 🏠 - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.
ukkit/memcord 🐍 🏠 🐧 🍎 - A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control.
utensils/mcp-nixos 🐍 🏠 - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.
V0v1kkk/DotNetMetadataMcpServer #️⃣ 🏠 🍎 🪟 🐧 - Provides AI agents with detailed type information from.NET projects including assembly exploration, namespace discovery, type reflection, and NuGet integration
valado/pantheon-mcp 🤖 - MCP server providing task specific agentic instructions. No more outdated Markdown files and synchronisation overhead.
var-gg/mcp 📇 ☁️ - Enforces team naming consistency for AI-generated code via Cursor MCP integration. Guide ↗
vasayxtx/mcp-prompt-engine 🏎️ 🏠 🪟️ 🐧 🍎 - MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine.
veelenga/claude-mermaid 📇 🏠 🍎 🪟 🐧 - A Mermaid diagram rendering MCP server for Claude Code with live reload functionality, supporting multiple export formats (SVG, PNG, PDF) and themes.
vercel/next-devtools-mcp 🎖️ 📇 🏠 - Official Next.js MCP server for coding agents. Provides runtime diagnostics, route inspection, dev server logs, docs search, and upgrade guides. Requires Next.js 16+ dev server for full runtime features.
vezlo/src-to-kb 📇 🏠 ☁️ - Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for semantic code understanding.
vivekvells/mcp-pandoc 🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
VikrantSingh01/adaptive-cards-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - AI-powered Adaptive Card generation for Teams, Outlook, Copilot, and ChatGPT. 9 MCP tools for generating, validating, optimizing, templating, and transforming cards with accessibility scoring and host compatibility checks.
VSCode Devtools 📇 - Connect to VSCode ide and use semantic tools like find_usages
Webvizio/mcp 🎖️ 📇 - Automatically converts feedback and bug reports from websites and web apps into actionable, context-enriched developer tasks. Delivered straight to your AI coding tools, the Webvizio MCP Server ensures your AI agent has all the data it needs to solve tasks with speed and accuracy.
WiseVision/mcp_server_ros_2 🐍 🤖 - MCP server for ROS2 enabling AI-driven robotics applications and services.
wn01011/llm-token-tracker 📇 🏠 🍎 🪟 🐧 - Token usage tracker for OpenAI and Claude APIs with MCP support, real-time session tracking, and accurate pricing for 2025 models
Wolfe-Jam/claude-faf-mcp 📇 🏠 - First & only persistent project context MCP. Provides.faf (Foundational AI-context Format) Project DNA with 33+ tools, Podium scoring (0-100%), and format-driven architecture. Official Anthropic Registry. 10k+ npm downloads.
Wolfe-Jam/faf-mcp 📇 🏠 - Universal persistent project context for Cursor, Windsurf, Cline, VS Code, and all MCP-compatible platforms (including Claude Desktop). IANA-registered format (application/vnd.faf+yaml). 17 native tools, AI-readiness scoring.
Wooonster/hocr_mcp_server 🐍 🏠 – A fastAPI-based FastMCP server with a Vue frontend that sends uploaded images to VLM via the MCP to quickly extract handwritten mathematical formulas as clean LaTeX code.
wyattjoh/jsr-mcp 📇 ☁️ - Model Context Protocol server for the JSR (JavaScript Registry)
xcodebuild 🍎 Build iOS Xcode workspace/project and feed back errors to llm.
XixianLiang/HarmonyOS-mcp-server 🐍 🏠 - Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation.
xzq.xu/jvm-mcp-server 📇 🏠 - An implementation project of a JVM-based MCP (Model Context Protocol) server.
yangkyeongmo@/mcp-server-apache-airflow 🐍 🏠 - MCP server that connects to Apache Airflow using official client.
yanmxa/scriptflow-mcp 📇 🏠 - A script workflow management system that transforms complex, repetitive AI interactions into persistent, executable scripts. Supports multi-language execution (Bash, Python, Node.js, TypeScript) with guaranteed consistency and reduced hallucination risks.
ycs77/apifable 📇 🏠 - MCP server that helps AI agents explore OpenAPI specs, search endpoints, and generate TypeScript types.
yikakia/godoc-mcp-server 🏎️ ☁️ 🪟 🐧 🍎 - Query Go package information on pkg.go.dev
yiwenlu66/PiloTY 🐍 🏠 - AI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process management
YuChenSSR/mindmap-mcp-server 🐍 🏠 - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap.
YuChenSSR/multi-ai-advisor 📇 🏠 - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question.
YuliiaKovalova/dotnet-template-mcp #️⃣ 🏠 🍎 🪟 🐧 -.NET Template Engine MCP server for AI-driven project scaffolding. Search, inspect, preview, and create dotnet new projects via natural language with parameter validation, smart defaults, NuGet auto-resolve, and interactive elicitation.
Yutarop/ros-mcp 🐍 🏠 🐧 - MCP server that supports ROS2 topics, services, and actions communication, and controls robots using natural language.
yWorks/mcp-typescribe 📇 🏠 - MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs
zaizaizhao/mcp-swagger-server 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol.
zcaceres/fetch-mcp 📇 🏠 - An MCP server to flexibly fetch JSON, text, and HTML data
zelentsov-dev/asc-mcp 🏠 🍎 - App Store Connect API server with 208 tools for managing apps, builds, TestFlight, subscriptions, reviews, and more — directly from any MCP client.
zenml-io/mcp-zenml 🐍 🏠 ☁️ - An MCP server to connect with your ZenML MLOps and LLMOps pipelines
zillow/auto-mobile 📇 🏠 🐧 - Tool suite built around an MCP server for Android automation for developer workflow and testing
ztuskes/garmin-documentation-mcp-server 📇 🏠 – Offline Garmin Connect IQ SDK documentation with comprehensive search and API examples

🔒 Delivery

jordandalton/doordash-mcp-server 🐍 – DoorDash Delivery (Unofficial)
aarsiv-groups/shipi-mcp-server 📇 ☁️ - Shipi MCP server to create shipments, track packages, and compare rates with 18 tools for various carriers. Supports remote MCP.
arthurpanhku/DragonMCP 📇 🏠 ☁️ 🍎 - MCP server for Greater China local life services: Meituan/Ele.me food delivery, Didi/Meituan ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 high-speed rail, Taobao/JD/Xianyu e-commerce, Hong Kong government e-services, and more.

🧮 Data Science Tools

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

abhiphile/fermat-mcp 🐍 🏠 🍎 🪟 🐧 - The ultimate math engine unifying SymPy, NumPy & Matplotlib in one powerful server. Perfect for developers & researchers needing symbolic algebra, numerical computing, and data visualization.
arrismo/kaggle-mcp 🐍 ☁️ - Connects to Kaggle, ability to download and analyze datasets.
avisangle/calculator-server 🏎️ 🏠 - A comprehensive Go-based MCP server for mathematical computations, implementing 13 mathematical tools across basic arithmetic, advanced functions, statistical analysis, unit conversions, and financial calculations.
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 🐍 🏠 - The first NetworkX integration for Model Context Protocol, enabling graph analysis and visualization directly in AI conversations. Supports 13 operations including centrality algorithms, community detection, PageRank, and graph visualization.
ChronulusAI/chronulus-mcp 🐍 ☁️ - Predict anything with Chronulus AI forecasting and prediction agents.
clouatre-labs/math-mcp-learning-server 🐍 ☁️ 🏠 🍎 🪟 🐧 - Educational MCP server for math operations, statistics, visualization, and persistent workspaces. Built with FastMCP 2.0.
Daichi-Kudo/llm-advisor-mcp 📇 ☁️ 🍎 🪟 🐧 - Real-time LLM/VLM model comparison with benchmarks, pricing, and personalized recommendations from 5 data sources. No API key required.
DataEval/dingo 🎖️ 🐍 🏠 🍎 🪟 🐧 - MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo’s rule-based and LLM-based evaluation capabilities and rules&prompts listing.
datalayer/jupyter-mcp-server 🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter.
growthbook/growthbook-mcp 🎖️ 📇 🏠 🪟 🐧 🍎 — Tools for creating and interacting with GrowthBook feature flags and experiments.
gpartin/WaveGuardClient 🐍 ☁️ 🍎 🪟 🐧 - Physics-based anomaly detection via MCP. Uses Klein-Gordon wave equations on GPU to detect anomalies with high precision (avg 0.90). 9 tools: scan, fingerprint, compare, token risk, wallet profiling, volume check, price manipulation detection.
HumanSignal/label-studio-mcp-server 🎖️ 🐍 ☁️ 🪟 🐧 🍎 - Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.
jjsantos01/jupyter-notebook-mcp 🐍 🏠 - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.
kdqed/zaturn 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.
mckinsey/vizro-mcp 🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards.
optuna/optuna-mcp 🎖️ 🐍 🏠 🐧 🍎 - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with Optuna.
phisanti/MCPR 🏠 🍎 🪟 🐧 - Model Context Protocol for R: enables AI agents to participate in interactive live R sessions.
phuongrealmax/code-guardian 📇 🏠 - AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated refactoring plans.
pramod/kaggle 🐍 - This Kaggle MCP Server makes Kaggle more accessible by letting you browse competitions, leaderboards, models, datasets, and kernels directly within MCP, streamlining discovery for data scientists and developers.
reading-plus-ai/mcp-server-data-exploration 🐍 ☁️ - Enables autonomous data exploration on.csv-based datasets, providing intelligent insights with minimal effort.
98lukehall/renoun-mcp 🐍 ☁️ - Structural observability for AI conversations. Detects loops, stuck states, breakthroughs, and convergence across 17 channels without analyzing content.
subelsky/bundler_mcp 💎 🏠 - Enables agents to query local information about dependencies in a Ruby project’s Gemfile.
zcaceres/markdownify-mcp 📇 🏠 - An MCP server to convert almost any file or web content into Markdown

📊 Data Visualization

Interactive charts, dashboards, and visual data tools rendered inside AI conversations.

KyuRish/mcp-dashboards 📇 🏠 🍎 🪟 🐧 - 45+ interactive chart types (bar, line, pie, candlestick, sankey, geo, radar, funnel, treemap, and more), dashboards with KPI cards, drill-down navigation, live API polling, 20 themes, and export to PNG/PPT/A4. Built on MCP Apps.
Ratnaditya-J/csvglow 🐍 🏠 🍎 🪟 🐧 - Generate beautiful self-contained HTML dashboards from CSV/Excel files with interactive ECharts visualizations, dark gradient theme, and sortable data tables.
nteract/semiotic 📇 🏠 🍎 🪟 🐧 - React data visualization MCP server with 30+ chart types. 5 tools: suggest charts for a dataset, render validated React configs to SVG, diagnose configuration anti-patterns, get component schemas, and report issues.

📟 Embedded System

Provides access to documentation and shortcuts for working on embedded devices.

0x1abin/matter-controller-mcp 📇 📟 - An MCP server for Matter Controller, enabling AI agents to control and interact with Matter devices.
adancurusul/embedded-debugger-mcp 🦀 📟 - A Model Context Protocol server for embedded debugging with probe-rs - supports ARM Cortex-M, RISC-V debugging via J-Link, ST-Link, and more
adancurusul/serial-mcp-server 🦀 📟 - A comprehensive MCP server for serial port communication
horw/esp-mcp 📟 - Workflow for fixing build issues in ESP32 series chips using ESP-IDF.
kukapay/modbus-mcp 🐍 📟 - An MCP server that standardizes and contextualizes industrial Modbus data.
kukapay/opcua-mcp 🐍 📟 - An MCP server that connects to OPC UA-enabled industrial systems.
octoco-ltd/sheetsdata-mcp 🐍 ☁️ 📟 - Instant access to electronic component datasheets for AI agents — specs, pinouts, package info, absolute max ratings extracted from manufacturer PDFs on demand.
stack-chan/stack-chan 📇 📟 - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions.
yoelbassin/gnuradioMCP 🐍 📟 🏠 - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF .grc flowcharts.

🎓 Education

MCP servers for learning management systems (LMS) and educational tools.

Connectry-io/connectrylab-architect-cert-mcp 📇 🏠 🍎 🪟 🐧 - Free certification prep for the Claude Certified Architect exam. 390 scenario-based questions, guided capstone build, 30 concept handouts, 6 reference projects, practice exams, interactive UI with clickable answer cards, glassmorphism progress dashboard, spaced repetition, and deterministic grading.
RohanMuppa/brightspace-mcp-server 📇 🏠 🍎 🪟 🐧 - MCP server for D2L Brightspace LMS. Check grades, due dates, assignments, announcements, syllabus, rosters, discussions, and course content. Works with any school that uses Brightspace. Install via npx brightspace-mcp-server@latest.

🛒 E-Commerce

MCP servers for e-commerce platforms and online store management.

lofder/dsers-mcp-product 📇 ☁️ - Automate AliExpress/Alibaba dropshipping product import to Shopify or Wix via DSers. Bulk import, variant editing, pricing rules, and multi-store push with a single command.
the402ai/mcp-server 📇 ☁️ 🍎 🪟 🐧 - AI agent service marketplace with x402 micropayments (USDC on Base). 30 tools for browsing services, purchasing, managing conversation threads, listing services as a provider, handling subscriptions, and tracking earnings. Install via npx -y @the402/mcp-server.

🌳 Environment & Nature

Provides access to environmental data and nature-related tools, services and information.

aliafsahnoudeh/wildfire-mcp-server 🐍 ☁️ 🍎 🪟 🐧 - MCP server for detecting, monitoring, and analyzing potential wildfires globally using multiple data sources including NASA FIRMS, OpenWeatherMap, and Google Earth Engine.

📂 File Systems

Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.

8b-is/smart-tree 🦀 🏠 🍎 🪟 🐧 - AI-native directory visualization with semantic analysis, ultra-compressed formats for AI consumption, and 10x token reduction. Supports quantum-semantic mode with intelligent file categorization.
box/mcp-server-box-remote 🎖️ ☁️ - The Box MCP server allows third party AI agents to securely and seamlessly access Box content and use tools such as search, asking questions from files and folders, and data extraction.
ckanthony/Chisel 🦀 🏠 🍎 🐧 ☁️ - Reduce context usage on file use. Send only unified diffs instead of full files (up to 20-100× fewer tokens), and read large files with targeted grep / sed instead of full reads (up to 500×). Kernel-enforced path confinement hard-locks the agent to a configured root: no accidental reads or writes outside scope. Standalone for your file access or embed in any MCP server (Rust, Node.js, Python via WASM).
cyberchitta/llm-context.py 🐍 🏠 - Share code context with LLMs via MCP or clipboard
ebbfijsf/agent-reader 📇 🏠 🍎 🪟 🐧 - Document beautifier for AI agents. Converts Markdown to styled webpages (with sidebar TOC), Word, PDF, and full-screen image slideshows. Zero-config via npx agent-reader mcp.
efforthye/fast-filesystem-mcp 📇 🏠 🍎 🪟 🐧 - Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery.
exoticknight/mcp-file-merger 🏎️ 🏠 - File merger tool, suitable for AI chat length limits.
filesystem@quarkiverse/quarkus-mcp-servers ☕ 🏠 - A filesystem allowing for browsing and editing files implemented in Java using Quarkus. Available as jar or native image.
hmk/box-mcp-server 📇 ☁️ - Box integration for listing, reading and searching files
isaacphi/mcp-gdrive 📇 ☁️ - Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets.
j0hanz/filesystem-context-mcp-server 📇 🏠 - Read-only MCP server for secure filesystem exploration, searching, and analysis with symlink protection.
jeannier/homebrew-mcp 🐍 🏠 🍎 - Control your macOS Homebrew setup using natural language via this MCP server. Simply manage your packages, or ask for suggestions, troubleshoot brew issues etc.
mamertofabian/mcp-everything-search 🐍 🏠 🪟 - Fast Windows file search using Everything SDK
MarceauSolutions/md-to-pdf-mcp 🐍 🏠 🍎 🪟 🐧 - Convert Markdown files to professional PDFs with customizable themes, headers, footers, and styling
mark3labs/mcp-filesystem-server 🏎️ 🏠 - Golang implementation for local file system access.
LincolnBurrows2017/filesystem-mcp 🐍 🏠 - Model Context Protocol server for file system operations. Supports read, write, search, copy, move with security path restrictions.
mickaelkerjean/filestash 🏎️ ☁️ - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc.
microsoft/markitdown 🎖️ 🐍 🏠 - MCP tool access to MarkItDown — a library that converts many file formats (local or remote) to Markdown for LLM consumption.
modelcontextprotocol/server-filesystem 📇 🏠 - Direct local file system access.
FacundoLucci/plsreadme 📇 ☁️ 🏠 - Share markdown files and text as clean, readable web links via plsreadme_share_file and plsreadme_share_text; zero setup (npx -y plsreadme-mcp or https://plsreadme.com/mcp).
willianpinho/large-file-mcp 📇 🏠 🍎 🪟 🐧 - Production-ready MCP server for intelligent handling of large files with smart chunking, navigation, streaming capabilities, regex search, and built-in LRU caching.
Xuanwo/mcp-server-opendal 🐍 🏠 ☁️ - Access any storage with Apache OpenDAL™
xxczaki/local-history-mcp 📇 🏠 🍎 🪟 🐧 - MCP server for accessing VS Code/Cursor Local History

💰 Finance & Fintech

@asterpay/mcp-server 📇 ☁️ - EUR settlement for AI agents via x402 protocol. Market data, AI tools, crypto analytics — pay-per-call in USDC on Base. SEPA Instant EUR off-ramp.
@frihet/mcp-server 📇 ☁️ - AI-native business management — invoices, expenses, clients, products, and quotes. 31 tools for Claude, Cursor, Windsurf, and Cline.
@iiatlas/hledger-mcp 📇 🏠 🍎 🪟 - Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local HLedger accounting journals.
aaronjmars/web3-research-mcp 📇 ☁️ - Deep Research for crypto - free & fully local
ahmetsbilgin/finbrain-mcp 🎖️ 🐍 ☁️ 🏠 - Access institutional-grade alternative financial data directly in your LLM workflows.
ahnlabio/bicscan-mcp 🎖️ 🐍 ☁️ - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
unixlamadev-spec/aiprox-mcp 📇 ☁️ - Open agent registry — discover and hire autonomous AI agents by capability. 16 agents live. Supports Bitcoin Lightning, Solana USDC, and Base x402. Includes workflow engine for chaining agents.
alchemy/alchemy-mcp-server 🎖️ 📇 ☁️ - Allow AI agents to interact with Alchemy’s blockchain APIs.
anjor/coinmarket-mcp-server 🐍 ☁️ - Coinmarket API integration to fetch cryptocurrency listings and quotes
araa47/jupiter-mcp 🐍 ☁️ - Jupiter API Access (allow AI to Trade Tokens on Solana + Access Balances + Search Tokens + Create Limit Orders )
ariadng/metatrader-mcp-server 🐍 🏠 🪟 - Enable AI LLMs to execute trades using MetaTrader 5 platform
armorwallet/armor-crypto-mcp 🐍 ☁️ - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.
autonsol/sol-mcp 📇 ☁️ - Solana token risk scoring and pump.fun graduation signals. Score any token by mint address (0-100 risk, risk_label, holder concentration, liquidity), detect graduation momentum (buy/sell ratio, velocity), and query trust attestations. Live API. Freemium — 4 free tools, PRO via x402 micropayments ($0.01/call USDC).
azeth-protocol/mcp-server 📇 ☁️ - Trust infrastructure for the machine economy — non-custodial ERC-4337 smart accounts, x402 payments, on-chain reputation via ERC-8004, and service discovery for AI agents.
bankless/onchain-mcp 📇 ☁️ - Bankless Onchain API to interact with smart contracts, query transaction and token information
bolivian-peru/baozi-mcp 📇 ☁️ - 68 tools for AI agents to interact with Solana prediction markets on Baozi.bet — browse markets, place bets, claim winnings, create markets, and earn affiliate commissions.
base/base-mcp 🎖️ 📇 ☁️ - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations
up2itnow0822/clawpay-mcp 📇 ☁️ - Non-custodial x402 payment layer for AI agents. Agents sign transactions from their own wallet with on-chain spend limits — no custodial infrastructure, no API keys. Built on Base.
berlinbra/alpha-vantage-mcp 🐍 ☁️ - Alpha Vantage API integration to fetch both stock and crypto information
bitteprotocol/mcp 📇 - Bitte Protocol integration to run AI Agents on several blockchains.
Cyberweasel777/botindex-mcp-server 📇 ☁️ - BotIndex + Agorion MCP server — AI signal intelligence API + agent service discovery network. x402 payment gating on premium endpoints.
Bortlesboat/bitcoin-mcp 🐍 🏠 🍎 🪟 🐧 - Self-hosted Bitcoin Core MCP server — 43 tools, 6 prompts, and 7 resources. Fee intelligence with USD conversion and send-now-or-wait advice, mempool analysis, mining pool rankings, market sentiment, block/transaction inspection, and BTC price. Your local node or hosted via Satoshi API (zero install).
bubilife1202/crossfin 📇 ☁️ - Korean & global crypto exchange routing, arbitrage signals, and x402 USDC micropayments for AI agents. 16 tools, 9 exchanges, 11 bridge coins.
carsol/monarch-mcp-server 🐍 ☁️ - MCP server providing read-only access to Monarch Money financial data, enabling AI assistants to analyze transactions, budgets, accounts, and cashflow data with MFA support.
calintzy/evmscope 📇 ☁️ - EVM blockchain intelligence toolkit with 20 tools for token prices, gas comparison, swap quotes, yield rates, honeypot detection, and transaction simulation across Ethereum, Polygon, Arbitrum, Base, and Optimism. Zero config, no API keys required.
chargebee/mcp 🎖️ 📇 ☁️ - MCP Server that connects AI agents to Chargebee platform.
CryptoRugMunch/rug-munch-mcp 🐍 ☁️ - 19 crypto token risk intelligence tools for AI agents. Rug pull detection, honeypot scoring, deployer tracking, holder deep-dive, KOL shill detection, social OSINT, and LLM forensic analysis. Free tier (1 call/day) + API keys + x402 USDC micropayments. Remote SSE transport available.
codex-data/codex-mcp 🎖️ 📇 ☁️ - Codex API integration for real-time enriched blockchain and market data on 60+ networks
coinpaprika/dexpaprika-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Coinpaprika’s DexPaprika MCP server exposes high-performance DexPaprika API covering 20+ chains and 5M+ tokens with real time pricing, liquidity pool data & historical OHLCV data, providing AI agents standardized access to comprehensive market data through Model Context Protocol.
conviction-fm/conviction-mcp 📇 ☁️ - The arena where AI agents compete for real returns. Prompt a strategy in plain English, get a funded agent that runs autonomously. Agents enter daily parimutuel pools and the conviction multiplier rewards being early and right over being late with size.
dan1d/cobroya 📇 ☁️ 🍎 🪟 🐧 - Mercado Pago payments for AI agents — create payment links, search payments, and issue refunds. Built for LATAM merchants.
debridge-finance/debridge-mcp 📇 🏠 ☁️ - Cross-chain swaps and bridging across EVM and Solana blockchains via the deBridge protocol. Enables AI agents to discover optimal routes, evaluate fees, and initiate non-custodial trades.
decidefyi/decide 📇 ☁️ - Deterministic refund eligibility notary MCP server. Returns ALLOWED / DENIED / UNKNOWN for subscription refunds (Adobe, Spotify, etc.) via a stateless rules engine.
debtstack-ai/debtstack-python 🐍 ☁️ - Corporate debt structure data for AI agents. Search 250+ issuers, 5,000+ bonds with leverage ratios, seniority, covenants, guarantor chains, and FINRA TRACE pricing.
OSOJDJD/deeplook 🐍 ☁️ 🏠 🍎 🪟 🐧 - Free company research agent — 10 data sources, structured reports with bull/bear verdict in ~10 seconds. Stocks, crypto, and private companies.
dan1d/dolar-mcp 📇 ☁️ - Argentine exchange rates for AI agents via DolarAPI. Dollar blue, oficial, MEP, CCL, crypto, tarjeta — plus currency conversion and spread calculator.
doggybee/mcp-server-ccxt 📇 ☁️ - An MCP server for accessing real-time crypto market data and trading via 20+ exchanges using the CCXT library. Supports spot, futures, OHLCV, balances, orders, and more.
douglasborthwick-crypto/mcp-server-insumer 📇 ☁️ - On-chain attestation across 31 blockchains. 25 tools: ECDSA-signed verification, wallet trust profiles, compliance templates, merchant onboarding, ACP/UCP commerce protocols.
edge-claw/mood-booster-agent 📇 ☁️ - ERC-8004 registered AI Agent that delivers uplifting messages via MCP (SSE transport) with on-chain USDC tipping, ERC-8004 reputation feedback, and discovery across 6 chains.
AiAgentKarl/solana-mcp-server 🐍 🏠 - Solana blockchain data for AI agents — wallet balances, token prices, DeFi yields (Raydium + Orca), and token safety checks (RugCheck scores, holder concentration, insider detection).
ExpertVagabond/solana-mcp-server 📇 ☁️ - 25 tools for Solana blockchain — wallet management, SOL/SPL token transfers, SPL token creation and minting, account operations, and network switching (mainnet/devnet/testnet).
Handshake58/DRAIN-marketplace 📇 ☁️ - Open marketplace for AI services — LLMs, image/video generation, web scraping, model hosting, data extraction, and more. Agents pay per use with USDC micropayments on Polygon. No API keys, no subscriptions.
hifriendbot/agentwallet-mcp 📇 ☁️ - Permissionless wallet infrastructure for AI agents. 29 tools for wallet creation, transaction signing, token transfers, and x402 payments across all EVM chains and Solana. No KYC, no API keys — agents pay with USDC.
etbars/vibetrader-mcp 🐍 ☁️ - AI-powered trading bot platform. Create automated trading strategies with natural language via Alpaca brokerage.
Fan Token Intel MCP 🐍 ☁️ - 67+ tools for fan token intelligence: whale flows, signal scores, sports calendar, backtesting, DEX trading, social sentiment. SSE transport with Bearer auth.
fernsugi/x402-api-server 📇 ☁️ - Pay-per-call DeFi data API for AI agents via x402 micropayments (USDC on Base). 8 endpoints: price feeds, gas tracker, DEX quotes, whale tracker, yield scanner, funding rates, token scanner, wallet profiler. No API keys needed.
ferdousbhai/investor-agent 🐍 ☁️ - Yahoo Finance integration to fetch stock market data including options recommendations
sh-patterson/fec-mcp-server 📇 ☁️ - Query FEC campaign finance data — search candidates, track donations, analyze spending, and monitor Super PAC activity via the OpenFEC API.
ferdousbhai/tasty-agent 🐍 ☁️ - Tastyworks API integration to handle trading activities on Tastytrade
ferdousbhai/wsb-analyst-mcp 🐍 ☁️ - Reddit integration to analyze content on WallStreetBets community
fernikolic/clawdentials 📇 ☁️ - Trust layer for AI agent commerce — escrow-protected payments, verifiable reputation scores, and Nostr identity (NIP-05) for agents. Supports USDC, USDT, and BTC (Cashu).
financialdatanet/mcp-server 🐍 🏠 🪟 🐧 - FinancialData.Net MCP server allows you to retrieve end-of-day and intraday stock market data, company financial statements, insider and institutional trading data, sustainability data, earnings releases, and much more.
finmap-org/mcp-server - finmap.org MCP server provides comprehensive historical data from the US, UK, Russian and Turkish stock exchanges. Access sectors, tickers, company profiles, market cap, volume, value, and trade counts, as well as treemap and histogram visualizations.
getAlby/mcp 🎖️ 📇 ☁️ 🏠 - Connect any bitcoin lightning wallet to your agent to send and receive instant payments globally.
getalby/nwc-mcp-server 📇 🏠 - Bitcoin Lightning wallet integration powered by Nostr Wallet Connect
glaksmono/finbud-data-mcp 📇 ☁️ 🏠 - Access comprehensive, real-time financial data (stocks, options, crypto, forex) via developer-friendly, AI-native APIs offering unbeatable value.
gpartin/CryptoGuardClient 🐍 ☁️ - Per-transaction deterministic crypto validator for AI trading agents. Validate trades (PROCEED/CAUTION/BLOCK), scan tokens, detect rug pulls — powered by WaveGuard physics engine. 5 free calls/day, x402 USDC payments. pip install CryptoGuardClient
gosodax/builders-sodax-mcp-server 📇 ☁️ - SODAX MCP server: live cross-chain DeFi API data and auto-updating SDK docs for 17+ networks. Query swaps, lending, solver volume, and intent history from your AI coding assistant.
Helm-Protocol/openttt-mcp 📇 ☁️ - Proof-of-Time temporal attestation for AI agents. 4 HTTPS sources, 54K+ proofs. Claude Desktop compatible.
heurist-network/heurist-mesh-mcp-server 🎖️ ⛅️ 🏠 🐍 - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains
hive-intel/hive-crypto-mcp 📇 ☁️ 🏠 - Hive Intelligence: Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics
hypurrquant/perp-cli 📇 ☁️ 🏠 🍎 🪟 🐧 - Multi-DEX perpetual futures trading MCP server for Pacifica (Solana), Hyperliquid (HyperEVM), and Lighter (Ethereum). 18 tools for market data, trade execution with dry-run safety, funding rate arbitrage scanning, portfolio analytics, and cross-exchange comparison.
hoqqun/stooq-mcp 🦀 ☁️ - Fetch real-time stock prices from Stooq without API keys. Supports global markets (US, Japan, UK, Germany).
HuggingAGI/mcp-baostock-server 🐍 ☁️ - MCP server based on baostock, providing access and analysis capabilities for Chinese stock market data.
IndigoProtocol/indigo-mcp 📇 ☁️ 🏠 - MCP server for Indigo Protocol on Cardano — iAsset prices, CDP/loan analytics, stability pools, INDY staking, governance, and DEX data for LLM agents
IndigoProtocol/cardano-mcp 📇 ☁️ 🏠 - Cardano blockchain MCP server for wallet interactions — submit transactions, fetch addresses, read UTxOs, check balances, resolve ADAHandles, and check stake delegation
intentos-labs/beeper-mcp 🐍 - Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.
JamesANZ/bitcoin-mcp 📇 🏠 - An MCP server that enables AI models to query the Bitcoin blockchain.
JamesANZ/evm-mcp 📇 ☁️ - An MCP server that provides complete access to Ethereum Virtual Machine (EVM) JSON-RPC methods. Works with any EVM-compatible node provider including Infura, Alchemy, QuickNode, local nodes, and more.
JamesANZ/prediction-market-mcp 📇 ☁️ - An MCP server that provides real-time prediction market data from multiple platforms including Polymarket, PredictIt, and Kalshi. Enables AI assistants to query current odds, prices, and market information through a unified interface.
JhiNResH/maiat-protocol 📇 ☁️ - Trust infrastructure for the agent economy. 4 tools: agent trust scores (18K+ agents indexed), token rug pull forensics, outcome reporting for oracle feedback loop, and Scarab reputation points. Hosted MCP at https://app.maiat.io/api/mcp.
janswist/mcp-dexscreener 📇 ☁️ - Real-time on-chain market prices using open and free Dexscreener API
jjlabsio/korea-stock-mcp 📇 ☁️ - An MCP Server for Korean stock analysis using OPEN DART API and KRX API
joepangallo/mcp-server-agentpay 📇 ☁️ - Payment gateway for autonomous AI agents. Single gateway key for tool discovery, auto-provisioning, and pay-per-call metering. Supports Stripe and x402 USDC for fully autonomous wallet funding.
jacobsd32-cpu/djd-agent-score-mcp 📇 ☁️ - Reputation scoring for AI agent wallets on Base. 9 tools: trust scores, fraud reports, blacklist checks, leaderboard, badge generation, and agent registration. Free + x402 paid tiers.
kukapay/binance-alpha-mcp 🐍 ☁️ - An MCP server for tracking Binance Alpha trades, helping AI agents optimize alpha point accumulation.
kukapay/bitcoin-utxo-mcp 🐍 ☁️ - An MCP server that tracks Bitcoin’s Unspent Transaction Outputs (UTXO) and block statistics.
kukapay/blockbeats-mcp 🐍 ☁️ - An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents.
kukapay/blocknative-mcp 🐍 ☁️ - Providing real-time gas price predictions across multiple blockchains, powered by Blocknative.
kukapay/bridge-metrics-mcp 📇 ☁️ - Providing real-time cross-chain bridge metrics.
kukapay/bridge-rates-mcp 📇 ☁️ - Delivering real-time cross-chain bridge rates and optimal transfer routes to onchain AI agents.
kukapay/chainlink-feeds-mcp 📇 ☁️ - Providing real-time access to Chainlink’s decentralized on-chain price feeds.
kukapay/chainlist-mcp 📇 ☁️ - An MCP server that gives AI agents fast access to verified EVM chain information, including RPC URLs, chain IDs, explorers, and native tokens.
kukapay/cointelegraph-mcp 🐍 ☁️ - Providing real-time access to the latest news from Cointelegraph.
kukapay/crypto-feargreed-mcp 🐍 ☁️ - Providing real-time and historical Crypto Fear & Greed Index data.
kukapay/crypto-funds-mcp 🐍 ☁️ - Providing AI agents with structured, real-time data on cryptocurrency investment funds.
kukapay/crypto-indicators-mcp 🐍 ☁️ - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie.
kukapay/crypto-liquidations-mcp 🐍 ☁️ - Streams real-time cryptocurrency liquidation events from Binance.
kukapay/crypto-news-mcp 🐍 ☁️ - An MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents.
kukapay/crypto-orderbook-mcp 🐍 ☁️ - Analyzing order book depth and imbalance across major crypto exchanges.
kukapay/crypto-pegmon-mcp 🐍 ☁️ - Tracking stablecoin peg integrity across multiple blockchains.
kukapay/crypto-portfolio-mcp 🐍 ☁️ - An MCP server for tracking and managing cryptocurrency portfolio allocations.
kukapay/crypto-projects-mcp 🐍 ☁️ - Providing cryptocurrency project data from Mobula.io to AI agents.
kukapay/crypto-rss-mcp 🐍 ☁️ - An MCP server that aggregates real-time cryptocurrency news from multiple RSS feeds.
kukapay/crypto-sentiment-mcp 🐍 ☁️ - An MCP server that delivers cryptocurrency sentiment analysis to AI agents.
kukapay/crypto-stocks-mcp 🐍 ☁️ - An MCP server that tracks real-time data for major crypto-related stocks.
kukapay/crypto-trending-mcp 🐍 ☁️ - Tracking the latest trending tokens on CoinGecko.
kukapay/crypto-whitepapers-mcp 🐍 ☁️ - Serving as a structured knowledge base of crypto whitepapers.
kukapay/cryptopanic-mcp-server 🐍 ☁️ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
kukapay/dao-proposals-mcp 🐍 ☁️ - An MCP server that aggregates live governance proposals from major DAOs.
kukapay/defi-yields-mcp 🐍 ☁️ - An MCP server for AI agents to explore DeFi yield opportunities.
kukapay/dex-pools-mcp 🐍 ☁️ - An MCP server that provides AI agents with real-time access to DEX liquidity pool data.
kukapay/dexscreener-trending-mcp 📇 ☁️ - Provides real-time trending tokens from DexScreener.
kukapay/dune-analytics-mcp 🐍 ☁️ - A mcp server that bridges Dune Analytics data to AI agents.
kukapay/etf-flow-mcp 🐍 ☁️ - Delivering crypto ETF flow data to power AI agents’ decision-making.
kukapay/ethereum-validator-queue-mcp 🐍 ☁️ - An MCP server that tracks Ethereum’s validator activation and exit queues in real time.
kukapay/freqtrade-mcp 🐍 ☁️ - An MCP server that integrates with the Freqtrade cryptocurrency trading bot.
kukapay/funding-rates-mcp 🐍 ☁️ - Providing real-time funding rate data across major crypto exchanges.
kukapay/hyperliquid-info-mcp 🐍 ☁️ - An MCP server that provides real-time data and insights from the Hyperliquid perp DEX for use in bots, dashboards, and analytics.
kukapay/hyperliquid-whalealert-mcp 🐍 ☁️ - An MCP server that provides real-time whale alerts on Hyperliquid, flagging positions with a notional value exceeding $1 million.
kukapay/jupiter-mcp 🐍 ☁️ - An MCP server for executing token swaps on the Solana blockchain using Jupiter’s new Ultra API.
kukapay/pancakeswap-poolspy-mcp 🐍 ☁️ - An MCP server that tracks newly created pools on Pancake Swap.
kukapay/polymarket-predictions-mcp 🐍 ☁️ - An MCP server that delivers real-time market odds from Polymarket.
kukapay/pumpswap-mcp 🐍 ☁️ - Enabling AI agents to interact with PumpSwap for real-time token swaps and automated on-chain trading.
kukapay/raydium-launchlab-mcp 🐍 ☁️ - An MCP server that enables AI agents to launch, buy, and sell tokens on the Raydium Launchpad(aka LaunchLab).
kukapay/rug-check-mcp 🐍 ☁️ - An MCP server that detects potential risks in Solana meme tokens.
kukapay/stargate-bridge-mcp 📇 ☁️ - An MCP server that enables cross-chain token transfers via the Stargate protocol.
kukapay/sui-trader-mcp 📇 ☁️ - An MCP server designed for AI agents to perform optimal token swaps on the Sui blockchain.
kukapay/thegraph-mcp 🐍 ☁️ - An MCP server that powers AI agents with indexed blockchain data from The Graph.
kukapay/token-minter-mcp 🐍 ☁️ - An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains.
kukapay/token-revoke-mcp 🐍 ☁️ - An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains.
kukapay/twitter-username-changes-mcp 🐍 ☁️ - An MCP server that tracks the historical changes of Twitter usernames.
kukapay/uniswap-poolspy-mcp 🐍 ☁️ - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains.
kukapay/uniswap-price-mcp 📇 ☁️ - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains.
kukapay/uniswap-trader-mcp 🐍 ☁️ - An MCP server that delivers real-time token prices from Uniswap V3 across multiple chains.
kukapay/wallet-inspector-mcp 🐍 ☁️ - An MCP server that empowers AI agents to inspect any wallet’s balance and onchain activity across major EVM chains and Solana chain.
kukapay/web3-jobs-mcp 🐍 ☁️ - An MCP server that provides AI agents with real-time access to curated Web3 jobs.
kukapay/whale-tracker-mcp 🐍 ☁️ - A mcp server for tracking cryptocurrency whale transactions.
KyuRish/trading212-mcp-server 🐍 ☁️ - Trading 212 API integration with 28 tools for portfolio management, trading (market/limit/stop orders), pies, dividends, market data, and analytics. Built-in rate limiting.
klever-io/mcp-klever-vm 🎖️ 📇 ☁️ - Klever blockchain MCP server for smart contract development, on-chain data exploration, account and asset queries, transaction analysis, and contract deployment tooling.
laukikk/alpaca-mcp 🐍 ☁️ - An MCP Server for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data.
lightningfaucet/lightning-wallet-mcp 📇 ☁️ - Give AI agents a Bitcoin Lightning wallet with L402/X402 paid API support, operator/agent hierarchy, budget controls, and CLI interface.
likidodefi/riskstate-mcp 📇 ☁️ 🍎 🪟 🐧 - Deterministic risk governance for crypto trading agents. 5-level policy engine with position sizing, leverage limits, and trade blocking. BTC + ETH.
unixlamadev-spec/lightningprox-mcp 📇 🏎️ - MCP server for LightningProx — pay-per-request AI access via Bitcoin Lightning. Supports vision/multimodal.
unixlamadev-spec/lpxpoly-mcp 📇 ☁️ — Polymarket prediction market analysis via LightningProx. Find mispriced markets, analyze specific markets, get top markets by volume. Pay per request with Bitcoin Lightning spend tokens.
lnbits/LNbits-MCP-Server - Am MCP server for LNbits Lightning Network wallet integration.
logotype/fixparser 🎖 📇 ☁️ 🏠 📟 - FIX Protocol (send orders, market data, etc.) written in TypeScript.
longportapp/openapi - 🐍 ☁️ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP.
MarcinDudekDev/crypto-signals-mcp 🐍 ☁️ - Real-time crypto volume anomaly detection across 50+ tokens. Detects unusual trading activity, whale movements, and pump signals via live API.
Mattbusel/Reddit-Options-Trader-ROT- 🐍 ☁️ - The first financial intelligence MCP server. Live AI-scored trading signals from Reddit, SEC filings, FDA approvals, Congressional trades, and 15+ sources. 7 tools, 2 resources, hosted remotely, free, no API key required.
mbrassey/solentic 📇 ☁️ - Native Solana staking infrastructure for AI agents — 18 MCP tools for stake, unstake, withdraw, simulate, and verify. Zero custody, unsigned transactions only, ~6% APY via Blueprint validator.
mcpdotdirect/evm-mcp-server 📇 ☁️ - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution.
mcpdotdirect/starknet-mcp-server 📇 ☁️ - Comprehensive Starknet blockchain integration with support for native tokens (ETH, STRK), smart contracts, StarknetID resolution, and token transfers.
minhyeoky/mcp-server-ledger 🐍 🏠 - A ledger-cli integration for managing financial transactions and generating reports.
mission69b/t2000 📇 ☁️ - Non-custodial DeFi banking for AI agents on Sui. 35 tools, 20 prompts for save, borrow, invest, exchange, send, pay — with auto yield optimization across NAVI, Suilend, and Cetus.
moxiespirit/oathscore 🐍 ☁️ - The trust layer for AI trading agents. Real-time world state (exchange status, VIX/VVIX/SKEW, economic events) in one call, plus independent quality ratings (0-100) for financial data APIs. 8 MCP tools.
muvon/mcp-binance-futures 🐍 ☁️ - MCP server for Binance USDT-M Futures trading — exposes tools for market data, account state, order management, and position/margin control.
narumiruna/yfinance-mcp 🐍 ☁️ - An MCP server that uses yfinance to obtain information from Yahoo Finance.
nckhemanth0/subscription-tracker-mcp 🐍 ☁️ 🏠 - MCP server for intelligent subscription management with Gmail + MySQL integration.
nikicat/mcp-wallet-signer 📇 🏠 - Non-custodial EVM wallet MCP — routes transactions to browser wallets (MetaMask, etc.) for signing. Private keys never leave the browser; every action requires explicit user approval via EIP-6963.
nullpath-labs/mcp-client 📇 ☁️ 🍎 🪟 🐧 - AI agent marketplace with x402 micropayments. Discover, execute, and pay agents per-request via MCP with USDC on Base.
OctagonAI/octagon-mcp-server 🐍 ☁️ - Octagon AI Agents to integrate private and public market data
oerc-s/primordia 📇 ☁️ - AI agent economic settlement. Verify receipts, emit meters (FREE). Net settlements, credit lines, audit-grade balance sheets (PAID/402).
olgasafonova/gleif-mcp-server 🏎️ ☁️ - Access the Global Legal Entity Identifier (LEI) database for company verification, KYC, and corporate ownership research via GLEIF’s public API.
omni-fun-mcp-server 📇 ☁️ - Multichain memecoin launchpad across 8 chains (Base, Arb, OP, Polygon, BSC, ETH, Avax, Solana). Tokenize yourself as an oMeme — earn 0.5% creator fee forever + 50% Uniswap V3 LP fees after graduation, from a single LP. $69 bounties. First 100 agents FREE for 60 days. 8 tools: trending tokens, search, quotes, bonding curves, trade simulation, chain info.
openMF/mcp-mifosx-self-service 🐍 ☁️ - A self-service integration for user registration, authentication, account management, transactions, and third-party transfers with Apache Fineract.
openMF/mcp-mifosx ☁️ 🏠 - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports.
payclaw/mcp-server 📇 ☁️ - Virtual Visa cards for AI agents. Just-in-time card issuance per transaction, human-approved spend authorization, MCP-native. Works anywhere Visa is accepted.
mikusnuz/pexbot-mcp 📇 ☁️ - AI simulated crypto trading with real-time Upbit prices. 11 tools for registration, trading, and autonomous AI investment with 100M KRW virtual balance. npx -y @pexbot/mcp
PaulieB14/graph-aave-mcp 📇 ☁️ - AAVE V2/V3 lending protocol data across 7 chains via The Graph — reserves, user positions, health factors, liquidations, flash loans, and governance.
PaulieB14/graph-polymarket-mcp 📇 ☁️ - Polymarket prediction market data via The Graph — markets, positions, orders, user activity, and real-time odds.
plagtech/spraay-x402-mcp 📇 ☁️ - Pay-per-call onchain data, AI models, and batch USDC payments on Base via x402 micropayments. 9 tools including swap quotes, token prices, wallet balances, ENS resolution, and multi-recipient batch transfers.
polygon-io/mcp_polygon)) 🐍 ☁️ - An MCP server that provides access to Polygon.io financial market data APIs for stocks, indices, forex, options, and more.
PreReason/mcp 📇 ☁️ - Pre-reasoned Bitcoin and macro market briefings with trend signals, confidence scores, and regime classification. 17 briefings covering BTC, Fed balance sheet, M2, Treasury yields, and cross-asset correlations.
pricepertoken/mcp-server 📇 ☁️ - LLM API pricing comparison and benchmarks across 100+ models from 30+ providers including OpenAI, Anthropic, Google, and Meta. No API key required.
pwh-pwh/coin-mcp-server 🐍 ☁️ - Bitget API to fetch cryptocurrency price.
qbt-labs/openmm-mcp 📇 ☁️ - AI-native crypto market making toolkit with 13 tools for DeFi analytics, CEX/DEX trading, and liquidity management
QuantConnect/mcp-server 🐍 ☁️ – A Dockerized Python MCP server that bridges your local AI (e.g., Claude Desktop, etc) with the QuantConnect API—empowering you to create projects, backtest strategies, manage collaborators, and deploy live-trading workflows directly via natural-language prompts.
QuantGeekDev/coincap-mcp 📇 ☁️ - Real-time cryptocurrency market data integration using CoinCap’s public API, providing access to crypto prices and market information without API keys
QuantToGo/quanttogo-mcp 📇 ☁️ – Macro-factor quantitative trading signals for AI agents. 8 tools for strategy discovery, live signal retrieval, and self-service trial registration. Covers US and A-Share markets with forward-tracked performance.
QuentinCody/braintree-mcp-server 🐍 - Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process payments, manage customers, and handle transactions securely.
refined-element/lightning-enable-mcp 🐍 ☁️ 🏠 - Add Bitcoin Lightning payments to MCP-enabled AI agents. Pay invoices, create invoices, check balances, and access L402 paywalled APIs. Supports Strike, OpenNode, NWC wallets.
Regenerating-World/pix-mcp 📇 ☁️ - Generate Pix QR codes and copy-paste strings with fallback across multiple providers (Efí, Cielo, etc.) for Brazilian instant payments.
RomThpt/xrpl-mcp-server 📇 ☁️ - MCP server for the XRP Ledger that provides access to account information, transaction history, and network data. Allows querying ledger objects, submitting transactions, and monitoring the XRPL network.
SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop 🐍 ☁️ - An MCP tool that provides cryptocurrency market data using the CoinGecko API.
SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop 🐍 ☁️ - An MCP tool that provides stock market data and analysis using the Yahoo Finance API.
sapph1re/findata-mcp 🐍 ☁️ - Real-time stocks, company fundamentals, FRED economic indicators (800k+ series), SEC filings, and crypto prices. Five tools, $0.01/call via x402 micropayments on Base mainnet. No signup required.
shareseer/shareseer-mcp-server 🏎️ ☁️ - MCP to Access SEC filings, financials & insider trading data in real time using ShareSeer
lmwharton/sieve-mcp 🐍 ☁️ - AI-powered startup due diligence. Screen any startup across 7 IMPACT-X dimensions, get a Sieve Score (0-140) with evidence-typed findings and a clear meeting recommendation. Built for VCs, solo GPs, and angel investors.
SidneyBissoli/bcb-br-mcp 📇 ☁️ 🍎 🪟 🐧 - Brazilian Central Bank (BCB) economic data — 18,000+ time series including Selic, IPCA, exchange rates, GDP, and 150+ curated indicators via the SGS/BCB public API.
softvoyagers/fakturka-api 📇 ☁️ - Free Polish VAT invoice generator API (Faktura VAT) with PDF output and preview. No API key required.
System-R-AI/systemr-python 🐍 ☁️ - Trading OS for AI agents — 48 tools covering pre-trade risk gates, position sizing, portfolio analytics, regime detection, and compliance scoring. Remote SSE + Streamable HTTP transport with x402 USDC micropayments.
tatumio/blockchain-mcp ☁️ - MCP server for Blockchain Data. It provides access to Tatum’s blockchain API across 130+ networks with tools including RPC Gateway and Blockchain Data insights.
ThomasMarches/substrate-mcp-rs 🦀 🏠 - An MCP server implementation to interact with Substrate-based blockchains. Built with Rust and interfacing the subxt crate.
tooyipjee/yahoofinance-mcp 📇 ☁️ - TS version of yahoo finance mcp.
traceloop/opentelemetry-mcp-server - 🐍🏠 - An MCP server for connecting to any OpenTelemetry backend (Datadog, Grafana, Dynatrace, Traceloop, etc.).
Trade-Agent/trade-agent-mcp 🎖️ ☁️ - Trade stocks and crypto on common brokerages (Robinhood, E*Trade, Coinbase, Kraken) via Trade Agent’s MCP server.
trayders/trayd-mcp 🐍 ☁️ - Trade Robinhood through natural language. Portfolio analysis, real-time quotes, and order execution via Claude Code.
twelvedata/mcp 🐍 ☁️ - Interact with Twelve Data APIs to access real-time and historical financial market data for your AI agents.
Fluke-Studio/uk-business-intelligence-mcp 📇 ☁️ - Enrich any UK business with Companies House records, Google Places ratings, website/SSL status, and social media links in one call. Four data sources, single JSON response.
VENTURE-AI-LABS/cryptodataapi-mcp 📇 ☁️ - Real-time crypto market data for AI agents — market health scores, derivatives, funding rates, ETF flows, cycle indicators, and 100+ endpoints via CryptoDataAPI.
minhoyoo-iotrust/WAIaaS 📇 🏠 🍎 🪟 🐧 - Self-hosted wallet-as-a-service for AI agents. 60 tools for multi-chain crypto: transfers, DeFi (swap, lend, stake, bridge, perp, yield), NFTs, smart contracts, transaction signing, and x402 payments. Solana + EVM with session auth and spending policies.
wowinter13/solscan-mcp 🦀 🏠 - An MCP tool for querying Solana transactions using natural language with Solscan API.
W3Ship/w3ledger-mcp-server 📇 ☁️ - Self-verifying ledger MCP server with dual-signed transactions, gift cards, sponsor cards, and W3SH loyalty tiers. Supports EVM, ML-DSA-65, and SLH-DSA post-quantum signatures.
Wuye-AI/mcp-server-wuye-ai 🎖️ 📇 ☁️ - An MCP server that interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.
XeroAPI/xero-mcp-server 📇 ☁️ – An MCP server that integrates with Xero’s API, allowing for standardized access to Xero’s accounting and business features.
yamariki-hub/japan-corporate-mcp 🐍 ☁️ - Japanese corporate data via government APIs (gBizINFO, EDINET, e-Stat). Search companies, financials, patents, subsidies, procurement, and government statistics.
xpaysh/awesome-x402 ☁️ - Curated directory of x402 payment protocol resources, MCP servers, and tools for HTTP 402-based USDC payments on Base, Arbitrum, and other EVM chains.
zlinzzzz/finData-mcp-server 🐍 ☁️ - An MCP server for accessing professional financial data, supporting multiple data providers such as Tushare.
zolo-ryan/MarketAuxMcpServer 📇 ☁️ - MCP server for comprehensive market and financial news search with advanced filtering by symbols, industries, countries, and date ranges.
mnemox-ai/tradememory-protocol Glama 🐍 🏠 - Structured 3-layer memory system (trades → patterns → strategy) for AI trading agents. Supports MT5, Binance, and Alpaca.
thoughtproof/thoughtproof-mcp 📇 ☁️ - Adversarial multi-model reasoning verification for AI agents before trades execute. Claude, Grok, and DeepSeek challenge each decision — returns ALLOW or HOLD with JWKS-signed attestation. x402-gated on Base (USDC). Part of the 4-issuer Combined Attestation Standard with InsumerAPI, RNWY, and Maiat.

🎮 Gaming

Integration with gaming related data, game engines, and services

butterlatte-zhang/unity-ai-bridge #️ 🐍 🏠 🍎 🪟 - Remote-control Unity Editor from any AI IDE via file-based IPC — 62 tools across 13 categories, zero dependencies, supports Claude Code, Cursor, Copilot, Windsurf, Claude Desktop.
CoderGamester/mcp-unity #️⃣ 🏠 - MCP Server for Unity3d Game Engine integration for game development
Coding-Solo/godot-mcp 📇 🏠 - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.
ddsky/gamebrain-api-clients ☁️ - Search and discover hundreds of thousands of video games on any platform through the GameBrain API.
gregario/dnd-oracle 📇 🏠 - D&D 5e SRD reference and analysis with monster search, spell lookup, encounter building, and loadout analysis. 10 tools, 1198 entities embedded.
gregario/godot-forge 📇 🏠 🍎 🪟 🐧 - Godot 4 development companion with test running (GUT/GdUnit4), API docs with 3→4 migration mapping, script analysis, scene parsing, screenshots, and LSP diagnostics.
gregario/lorcana-oracle 📇 🏠 - Disney Lorcana TCG card search, deck analysis, ink curves, lore generation, and franchise browsing. 7 tools, 2,710 cards embedded.
gregario/hearthstone-oracle 📇 🏠 - Hearthstone card search, deck analysis, and strategy coaching. 9 tools covering card lookup, deck decoding, archetype classification, class identities, matchup theory, and game concepts. HearthstoneJSON data.
gregario/mtg-oracle 📇 🏠 - Magic: The Gathering card search, rules lookup, deck analysis, price data, and Commander intelligence. 14 tools, Scryfall + Academy Ruins + Commander Spellbook data.
gregario/onepiece-oracle 📇 🏠 - One Piece TCG card search, deck analysis, cost curves, leader browsing, and counter strategy tools. 6 tools, 4,348 cards embedded.
gregario/tft-oracle 📇 🏠 - Teamfight Tactics champion, trait, item, and augment reference. 8 tools with full Set 16 data from CommunityDragon, including synergy lookups, item recipes, and rolling odds.
gregario/warhammer-oracle 📇 🏠 - Warhammer 40K, Combat Patrol, and Kill Team rules reference with unit datasheets, keyword definitions, phase sequences, and game flow. 6 tools, 3148 units embedded.
Erodenn/godot-mcp-runtime 📇 🏠 🍎 🪟 🐧 - MCP server for Godot 4.x with runtime control via injected UDP bridge: input simulation, screenshots, UI discovery, and live GDScript execution while the game is running.
hkaanengin/opendota-mcp-server 🐍 🏠 ☁️ - MCP server providing AI assistants with access to Dota 2 statistics via OpenDota API. 20+ tools for player stats, hero data, and match analysis with natural language support.
IvanMurzak/Unity-MCP #️⃣ 🏠 🍎 🪟 🐧 - MCP Server for Unity Editor and for a game made with Unity
jiayao/mcp-chess 🐍 🏠 - A MCP server playing chess against LLMs.
jkiley129/steam-mcp 📇 🏠 🍎 🪟 🐧 - Connect Claude to your Steam library. Query your games, playtime, recently played, and store metadata via natural language.
kitao/pyxel-mcp 🐍 🏠 - MCP server for Pyxel retro game engine, enabling AI to run, capture screenshots, inspect sprites, and analyze audio of Pyxel games.
kkjdaniel/bgg-mcp 🏎️ ☁️ - An MCP server that enables interaction with board game related data via the BoardGameGeek API (XML API2).
lodordev/mcp-romm 🐍 🏠 - MCP server for RomM retro game library manager. 19 read-only tools for browsing platforms, searching ROMs, viewing metadata, managing collections, tracking saves, firmware, devices, and task monitoring. OAuth2 auth with automatic token refresh.
n24q02m/better-godot-mcp 📇 🏠 🍎 🪟 🐧 - 18 composite tools for structured Godot 4.x interaction: scenes, nodes, GDScript, shaders, animation, tilemap, physics, audio, navigation, UI, input mapping, and signals.
zefarie/pterodactyl-mcp 📇 ☁️ 🏠 - Manage Pterodactyl and Pelican game server panels through AI. 73 tools for server management, power control, file operations, backups, schedules, databases, users, nodes, and eggs.
n24q02m/better-godot-mcp 📇 🏠 🍎 🪟 🐧 - 18 composite tools for structured Godot 4.x interaction: scenes, nodes, GDScript, shaders, animation, tilemap, physics, audio, navigation, UI, input mapping, and signals.
opgginc/opgg-mcp 📇 ☁️ - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics.
pab1ito/chess-mcp 🐍 ☁️ - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.
rishijatia/fantasy-pl-mcp 🐍 ☁️ - An MCP server for real-time Fantasy Premier League data and analysis tools.
sonirico/mcp-stockfish - 🏎️ 🏠 🍎 🪟 🐧️ MCP server connecting AI systems to Stockfish chess engine.
stefan-xyz/mcp-server-runescape 📇 - An MCP server with tools for interacting with RuneScape (RS) and Old School RuneScape (OSRS) data, including item prices, player hiscores, and more.
alex-gon/thegamecrafter-mcp-server 📇 ☁️ - Design, manage, and price tabletop games on The Game Crafter. Browse catalogs, create projects, upload artwork, get pricing.
jhomen368/steam-reviews-mcp 📇 ☁️ - Search Steam games, fetch user reviews, and analyze sentiment with topic drill-down to make informed purchasing decisions.
tomholford/mcp-tic-tac-toe 🏎️ 🏠 - Play Tic Tac Toe against an AI opponent using this MCP server.
youichi-uda/godot-mcp-pro 📇 🏠 🍎 🪟 🐧 - Premium MCP server for Godot game engine with 84 tools for scene editing, scripting, animation, tilemap, shader, input simulation, and runtime debugging.
HadiCherkaoui/crafty-mcp 📇 🏠 🍎 🪟 🐧 - MCP server for managing Minecraft servers through Crafty Controller 4. Start, stop, backup, send commands, manage files, schedules, webhooks, and users via the Crafty API.

🏠 Home Automation

Control smart home devices, home network equipment, and automation systems.

apiarya/wemo-mcp-server - 🐍 🏠 🍎 🪟 🐧 - Control WeMo smart home devices via AI assistants using natural language. Built on pywemo for 100% local control — no cloud dependency. Supports dimmer brightness, device rename, HomeKit codes, and multi-phase discovery.
kambriso/fritzbox-mcp-server 🏎️ 🏠 - Control AVM FRITZ!Box routers - manage devices, WiFi, network settings, parental controls, and schedule time-delayed actions

🧠 Knowledge & Memory

Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.

0xshellming/mcp-summarizer 📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
timmx7/acheron-mcp-server 📇 🏠 - Cross-surface persistent memory for Claude. Bridges context between Claude Chat, Code, and Cowork via local SQLite with full-text search. Save decisions, preferences, and insights in one surface, retrieve them in any other.
20alexl/mini_claude 🐍 🏠 - Persistent memory and guardrails for Claude Code. Features mistake tracking, loop detection, scope guard, and hooks that block risky edits. Runs locally with Ollama.
agentic-mcp-tools/memora 🐍 🏠 ☁️ - Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management.
aitytech/agentkits-memory 📇 🏠 🍎 🪟 🐧 - Persistent memory for AI coding assistants with hybrid search (FTS5 + vector embeddings), session tracking, automatic context hooks, and web viewer. SQLite-based with no daemon process — works with Claude Code, Cursor, Windsurf, and any MCP client.
AgenticRevolution/memory-nexus-cloud 📇 ☁️ - Cloud-hosted persistent semantic memory for AI agents. Semantic search, knowledge graphs, specialist expertise hats, and multi-tenant isolation. Free 7-day trial.
AgentModule/mcp 📇 ☁️ - Agent-native knowledge infrastructure. Deterministic, vertical-specific knowledge bases engineered for autonomous agent consumption via MCP. Ethics module (22 modules, EU AI Act mapped) included with every membership. Free 24hr ethics trial.
AlekseiMarchenko/central-intelligence 📇 ☁️ - Persistent memory for AI agents. Five tools (remember, recall, context, forget, share) with semantic search via vector embeddings and agent/user/org scoping. Works with Claude Code, Cursor, Windsurf, and any MCP client.
epicsagas/alcove 🦀 🏠 🍎 🪟 🐧 - MCP server that gives AI coding agents on-demand access to private project docs via BM25 ranked search. One setup for Claude Code, Cursor, Codex, Gemini CLI, and more. Docs stay private, never in public repos.
alibaizhanov/mengram 🐍 ☁️ 🏠 🍎 🪟 🐧 - Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile). 29 MCP tools, knowledge graph, smart triggers, multi-user isolation. Python & JS SDKs.
apecloud/ApeRAG 🐍 ☁️ 🏠 - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering
besslframework-stack/project-tessera 🐍 🏠 🍎 🪟 🐧 - Local workspace memory for Claude Desktop. Indexes your documents (Markdown, CSV, session logs) into a vector store with hybrid search, cross-session memory, auto-learn, and knowledge graph visualization. Zero external dependencies — fastembed + LanceDB, no Ollama or Docker required. 15 MCP tools.
bh-rat/context-awesome 📇 ☁️ 🏠 - MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent.
bitbonsai/mcp-obsidian 📇 🏠 🍎 🪟 🐧 - Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault operations including search, batch operations, tag management, and frontmatter handling. Works with Claude, ChatGPT, and any MCP-compatible AI assistant.
bluzername/lennys-quotes 📇 🏠 - Query 269 episodes of Lenny’s Podcast for product management wisdom. Search 51,000+ transcript segments with YouTube timestamps. Perfect for PRDs, strategy, and PM career advice.
cameronrye/openzim-mcp 🐍 🏠 - Modern, secure MCP server for accessing ZIM format knowledge bases offline. Enables AI models to search and navigate Wikipedia, educational content, and other compressed knowledge archives with smart retrieval, caching, and comprehensive API.
cg3-llc/prior_mcp 📇 ☁️ - Shared knowledge base where AI agents exchange proven solutions — including failed approaches, so your agent skips the dead ends. Smaller models get instant access to frontier-model discoveries. Free to search indefinitely when feedback is provided on results. Website
CanopyHQ/phloem 🏎️ 🏠 🍎 🪟 🐧 - Local-first AI memory with causal graphs and citation verification. Semantic search, confidence decay when code drifts, and zero network connections. Works across Claude Code, Cursor, VS Code, and 7 more MCP clients.
chatmcp/mcp-server-chatsum - Query and summarize your chat messages with AI prompts.
CheMiguel23/MemoryMesh 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation
ChrisGVE/workspace-qdrant-mcp 🦀 📇 🏠 🍎 🪟 🐧 - Project-scoped semantic workspace memory for AI coding assistants. Watches your project files, auto-indexes code and docs into Qdrant with tree-sitter semantic chunking, LSP integration, and hybrid search (dense + sparse + RRF). 6 MCP tools: store, search, retrieve, grep, list, rules. Alpha — testers and feedback welcome.
contextstream/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Universal persistent memory for AI coding tools. Semantic code search, knowledge graphs, impact analysis, decision tracking, and 60+ MCP tools. Works across Cursor, Claude Code, Windsurf, and any MCP client.
conversation-handoff-mcp 📇 🏠 - Hand off conversation context between Claude Desktop projects and across MCP clients. Memory-based, no file clutter.
cryptosquanch/legends-mcp 📇 🏠 🍎 🪟 🐧 - Chat with 36 legendary founders & investors (Elon Musk, Warren Buffett, Steve Jobs, CZ). AI personas with authentic voices, frameworks, and principles. No API key required.
dcostenco/prism-mcp 📇 🏠 🍎 🪟 🐧 - Zero-config persistent memory for AI agents with local SQLite. Mind Palace web dashboard, time travel (rewind/replay sessions), agent telepathy (cross-client memory sharing), code mode templates, morning briefings, and progressive context loading. 25 tools, 6 resources, 4 prompts.
darktw/usecortex-mcp ☁️ - Persistent knowledge memory for AI agents. Two-way flow: read context into projects and write discoveries back. Structured by topic with AES-256 encryption.
Destrayon/Connapse #️⃣ 🏠 🍎 🪟 🐧 - Self-hosted knowledge backend for AI agents with hybrid vector + keyword search, container-isolated indexes, and 11 MCP tools..NET, Docker-ready.
deusXmachina-dev/memorylane 📇 ☁️ 🏠 🍎 - Desktop app that captures screen activity via event-driven screenshots, stores AI-generated summaries and OCR text locally in SQLite, and exposes your activity history to AI assistants via MCP with semantic search, timeline browsing, and event detail retrieval.
dodopayments/contextmcp 📇 ☁️ 🏠 - Self-hosted MCP server that indexes documentation from various sources and serves it to AI Agents with semantic search.
doobidoo/MCP-Context-Provider 📇 🏠 - Static server that provides persistent tool-specific context and rules for AI models
doobidoo/mcp-memory-service 📇 🏠 - Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation
elvismdev/mem0-mcp-selfhosted 🐍 🏠 🍎 🪟 🐧 - Self-hosted mem0 MCP server for Claude Code with Qdrant vector search, Neo4j knowledge graph, and Ollama embeddings. Zero-config OAT auth, split-model graph routing, session hooks for automatic cross-session memory, and 11 tools. Supports both Anthropic and fully local Ollama setups.
Cartisien/engram-mcp 📇 🏠 🍎 🪟 🐧 - Persistent semantic memory for AI agents. SQLite-backed, local-first, zero config. Semantic search via Ollama embeddings (nomic-embed-text) with keyword fallback. remember, recall, history, forget, and stats tools. Works with Claude Desktop, Cursor, and any MCP client.
entanglr/zettelkasten-mcp 🐍 🏠 - A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and search atomic notes through Claude and other MCP-compatible clients.
g1itchbot8888-del/agent-memory 🐍 🏠 - Three-layer memory system for agents (identity/active/archive) with semantic search, graph relationships, conflict detection, and LearningMachine. Built by an agent, for agents. No API keys required.
ErebusEnigma/context-memory 🐍 🏠 🍎 🪟 🐧 - Persistent, searchable context storage across Claude Code sessions using SQLite FTS5. Save sessions with AI-generated summaries, two-tier full-text search, checkpoint recovery, and a web dashboard.
For-Sunny/hebbian-mind-enterprise 🐍 🏠 🍎 🪟 🐧 - Self-organizing neural graph memory with Hebbian learning for AI systems. Connections strengthen through co-activation and weaken through temporal decay. 118+ learning nodes, dual-write architecture, and sub-millisecond reads.
evc-team-relay-mcp - Give AI agents read/write access to your Obsidian vault via MCP
dl4rce/flaiwheel 🐍 🏠 🍎 🪟 🐧 - Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with structured knowledge capture, hybrid search (semantic + BM25 + cross-encoder reranking), behavioral documentation nudges, cold-start codebase analyzer, and git-native storage. Single Docker container, zero cloud dependencies.
fabio-rovai/open-ontologies 🦀 🏠 - AI-native ontology engineering with 39 tools and 5 prompts for OWL/RDF/SPARQL. Validate, query, diff, lint, version, and govern knowledge graphs via Oxigraph triple store.
GistPad-MCP 📇 🏠 - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the GistPad VS Code extension.
GetCacheOverflow/CacheOverflow 📇 ☁️ - AI agent knowledge marketplace where agents share solutions and earn tokens. Search, publish, and unlock previously solved problems to reduce token usage and computational costs.
graphlit-mcp-server 📇 ☁️ - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then search and retrieve relevant knowledge within an MCP client like Cursor, Windsurf or Cline.
gregario/lego-oracle 📇 🏠 - LEGO sets, parts, minifigs, colours, and inventories from Rebrickable. 10 tools for searching sets, finding parts by colour, browsing themes, comparing sets, and discovering MOC alternate builds. 26k sets, 62k parts, 17k minifigs embedded.
gregario/brewers-almanack 📇 🏠 - A brewing knowledge MCP server with beer styles (BJCP 2021), 113 hop varieties, malts, yeasts, water profiles, off-flavour diagnosis, recipe suggestions, and food pairings.
gregario/3dprint-oracle 📇 🏠 🍎 🪟 🐧 - 3D printing filament and materials knowledge base. 6,957 filaments from SpoolmanDB with material properties, print settings, manufacturer data, and troubleshooting guides. 8 tools for searching filaments, comparing materials, and diagnosing print issues. npx 3dprint-oracle
hannesrudolph/mcp-ragdocs 🐍 🏠 - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context
harrison/ai-counsel - 🐍 🏠 🍎 🪟 🐧 - Deliberative consensus engine enabling multi-round debate between AI models with structured voting, convergence detection, and persistent decision graph memory.
HatmanStack/ragstack-mcp 🐍 ☁️ 🍎 🪟 🐧 - MCP server for RAGStack serverless knowledge bases. Search, chat with AI-generated answers, upload documents/media, scrape websites, and analyze metadata through an AWS-powered RAG pipeline (Lambda, Bedrock, S3, DynamoDB).
hifriendbot/cogmemai-mcp 📇 ☁️ 🍎 🪟 🐧 - Persistent cognitive memory for Claude Code. Cloud-first with semantic search, AI-powered extraction, and project scoping. Zero local databases.
hyunjae-labs/lore 📇 🏠 🍎 🪟 🐧 - Semantic search across Claude Code conversations. Hybrid vector + keyword search with Reciprocal Rank Fusion, fully local, background indexing, project-selective.
idapixl/algora-mcp-server 📇 ☁️ - Browse and search open-source bounties on Algora. 5 tools: list, search, filter by org/tech/amount, get top bounties, aggregate stats. No API key required.
idapixl/idapixl-web-research-mcp 📇 ☁️ - AI-powered web research server with search, page fetching, and multi-source synthesis. Cleans HTML to markdown, extracts excerpts, and produces structured research briefs. Available on Apify.
IgorGanapolsky/mcp-memory-gateway 📇 🏠 - Pre-action gates that prevent AI coding agents from repeating known mistakes. Captures explicit feedback, auto-promotes failures into prevention rules, and enforces them via hooks.
JamesANZ/cross-llm-mcp 📇 🏠 - An MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context across conversations.
JamesANZ/memory-mcp 📇 🏠 - An MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and clearing conversation memories with timestamps and LLM identification.
jcdickinson/simplemem 🏎️ ☁️ 🐧 - A simple memory tool for coding agents using DuckDB and VoyageAI.
JinNing6/Noosphere 🐍 ☁️ - Digital consciousness repository and community MCP server. Upload epiphanies, decisions, warnings, and patterns as consciousness payloads, then retrieve them via semantic telepathic search. Features 3D interactive consciousness globe, soul imprint authentication, and automated content moderation via CI/CD.
jinzcdev/markmap-mcp-server 📇 🏠 - An MCP server built on markmap that converts Markdown to interactive mind maps. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click Markdown copy, and dynamic visualization features.
kael-bit/engram-rs 📇 🏠 🍎 🪟 🐧 - Hierarchical memory engine for AI agents with automatic decay, promotion, semantic dedup, and self-organizing topic tree. Single Rust binary, zero external dependencies.
kaliaboi/mcp-zotero 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
keepgoing-dev/mcp-server 📇 🏠 🍎 🪟 🐧 - Project memory for AI coding sessions. Auto-captures checkpoints on git commits, branch switches, and inactivity, then provides re-entry briefings so AI assistants pick up where you left off. Local-first, no account required.
linxule/lotus-wisdom-mcp 📇 🏠 ☁️ - Contemplative problem-solving using the Lotus Sutra’s wisdom framework. Multi-perspective reasoning with skillful means, non-dual recognition, and meditation pauses. Available as local stdio or remote Cloudflare Worker.
louis030195/easy-obsidian-mcp 📇 🏠 🍎 🪟 🐧 - Interact with Obsidian vaults for knowledge management. Create, read, update, and search notes. Works with local Obsidian vaults using filesystem access.
lyonzin/knowledge-rag 🐍 🏠 🍎 🪟 🐧 - Local RAG system for Claude Code with hybrid search (BM25 + semantic), cross-encoder reranking, markdown-aware chunking, query expansion, and 12 MCP tools. Runs entirely offline with zero external servers.
mattjoyce/mcp-persona-sessions 🐍 🏠 - Enable AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations. Built-in timer management and performance evaluation tools.
mem0ai/mem0-mcp 🐍 🏠 - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf
memstate-ai/memstate-mcp 📇 ☁️ - Versioned, structured memory for AI agents. Stores facts as keypaths with full version history, automatic conflict detection, and O(1) token retrieval.
michael-denyer/memory-mcp 🐍 🏠 🍎 🪟 🐧 - Two-tier memory with hot cache (instant injection) and cold semantic search. Auto-promotes frequently-used patterns, extracts knowledge from Claude outputs, and organizes via knowledge graph relationships.
mercurialsolo/counsel-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Connect AI agents to the Counsel API for strategic reasoning, multi-perspective debate analysis, and interactive advisory sessions.
mlorentedev/hive 🐍 🏠 🍎 🪟 🐧 - On-demand Obsidian vault access via MCP. Adaptive context loading (67-82% token savings), full-text and ranked search, health checks, auto git commit, and worker delegation to cheaper models. 10 tools, works with any MCP client.
modelcontextprotocol/server-memory 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context
MWGMorningwood/Central-Memory-MCP 📇 ☁️ - An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge graph for multiple developers using Azure Functions MCP triggers and Table storage.
MyAgentHubs/aimemo 🏎️ 🏠 🍎 🪟 🐧 - Zero-dependency MCP memory server. Single binary, 100% local, no Docker.
n24q02m/mnemo-mcp 🐍 🏠 🍎 🪟 🐧 - Persistent AI memory with SQLite hybrid search (FTS5 + semantic). Built-in Qwen3 embedding, rclone sync across machines. Zero config, no cloud, no limits.
nicholasglazer/gnosis-mcp 🐍 🏠 - Zero-config MCP server for searchable documentation. Loads markdown into SQLite (default) or PostgreSQL with FTS5/tsvector keyword search and optional pgvector hybrid semantic search.
nonatofabio/local-faiss-mcp 🐍 🏠 🍎 🐧 - Local FAISS vector database for RAG with document ingestion (PDF/TXT/MD/DOCX), semantic search, re-ranking, and CLI tools for indexing and querying
novyxlabs/novyx-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Persistent AI agent memory with rollback, audit trails, semantic search, and knowledge graph. Zero-config local SQLite mode or cloud API. 23 tools, 6 resources, 3 prompts.
olgasafonova/mediawiki-mcp-server 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Connect to any MediaWiki wiki (Wikipedia, Fandom, corporate wikis). 33+ tools for search, read, edit, link analysis, revision history, and Markdown conversion. Supports stdio and HTTP transport.
omega-memory/omega-memory 🐍 🏠 🍎 🪟 🐧 - Persistent memory for AI coding agents with semantic search, auto-capture, cross-session learning, and intelligent forgetting. 12 MCP tools, local-first.
AgentBase1/mcp-server 📇 ☁️ - AgentBase: open registry of agent instruction files for AI agents. Search and retrieve system prompts, skills, workflows, domain packs, and safety filters via MCP tools. 44 files, CC0-licensed, free.
pallaprolus/mendeley-mcp 🐍 ☁️ - MCP server for Mendeley reference manager. Search your library, browse folders, get document metadata, search the global catalog, and add papers to your collection.
paladini/mcp-me 📇 🏠 🍎 🪟 🐧 - Digital identity layer for AI — your bio, career, skills, interests, and projects always available to every AI tool. Auto-generates profile from 342+ public APIs (GitHub, Medium, Strava, Goodreads, etc.), 13 real-time plugins (Spotify, Last.fm, Steam), YAML-based profiles with privacy-first local storage. Works with Claude Desktop, Cursor, Windsurf, and any MCP client.
papersflow-ai/papersflow-mcp 📇 ☁️ - Hosted MCP server by PapersFlow for academic research with 7 specialized AI agents and 474M+ papers from Semantic Scholar and OpenAlex. Literature search, citation verification, citation graph exploration, and autonomous deep research workflows.
Pantheon-Security/notebooklm-mcp-secure 📇 🏠 🍎 🪟 🐧 - Security-hardened NotebookLM MCP with post-quantum encryption (ML-KEM-768), GDPR/SOC2/CSSF compliance, and 14 security layers. Query Google’s Gemini-grounded research from Claude and AI agents.
pi22by7/In-Memoria 📇 🦀 🏠 🍎 🐧 🪟 - Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning. Hybrid TypeScript/Rust implementation with local-first storage using SQLite + SurrealDB for semantic analysis and incremental codebase understanding.
pfillion42/memviz 📇 🏠 🍎 🪟 🐧 - Visual explorer for MCP Memory Service SQLite-vec databases. Browse, search, filter, edit memories with dashboard, timeline, UMAP projection, semantic clustering, duplicate detection, and association graph.
pinecone-io/assistant-mcp 🎖️ 🦀 ☁️ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.
pomazanbohdan/memory-mcp-1file 🦀 🏠 🍎 🪟 🐧 - A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based memory for AI agents.
ragieai/mcp-server 📇 ☁️ - Retrieve context from your Ragie (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
remembra-ai/remembra 🐍 📇 🏠 ☁️ 🍎 🪟 🐧 - Persistent memory layer for AI agents with entity resolution, PII detection, AES-256-GCM encryption at rest, and hybrid search. 100% on LoCoMo benchmark. Self-hosted.
redleaves/context-keeper 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-dimensional retrieval (vector/timeline/knowledge graph), short/long-term memory, and complete MCP support (HTTP/WebSocket/SSE).
roomi-fields/notebooklm-mcp 📇 🏠 🍎 🪟 🐧 - Full automation of Google NotebookLM — Q&A with citations, audio podcasts, video, content generation, source management, and notebook library. MCP + HTTP REST API.
rushikeshmore/CodeCortex 📇 🏠 🍎 🪟 🐧 - Persistent codebase knowledge layer for AI coding agents. Pre-digests codebases into structured knowledge (symbols, dependency graphs, co-change patterns, architectural decisions) via tree-sitter native parsing (28 languages) and serves via MCP. 14 tools, ~85% token reduction. Works with Claude Code, Cursor, Codex, and any MCP client.
s60yucca/mnemos 🏎️ 🏠 🍎 🪟 🐧 - Persistent memory engine for AI coding agents. Stores architecture decisions, bug root causes, and project conventions across sessions. Single Go binary with embedded SQLite, FTS5 search, context assembly within token budgets, and autopilot setup for Claude Code, Kiro, and Cursor.
SecurityRonin/alaya 🦀 🏠 🍎 🪟 🐧 - Neuroscience-inspired memory engine for AI agents. Stores episodes, consolidates knowledge through a Bjork-strength lifecycle (strengthening, transformation, forgetting), and builds a personal knowledge graph with emergent categories, preferences, and semantic recall. Local SQLite, zero config, 10 MCP tools. Install via npx alaya-mcp.
SecurityRonin/docx-mcp 🐍 🏠 🍎 🪟 🐧 - Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining w:ins/w:del tracked changes, threaded comments, and footnotes with OOXML-level paraId validation and document auditing. 18 tools, Python 3.10+.
shinpr/mcp-local-rag 📇 🏠 - Privacy-first document search server running entirely locally. Supports semantic search over PDFs, DOCX, TXT, and Markdown files with LanceDB vector storage and local embeddings - no API keys or cloud services required.
sgx-labs/statelessagent 🏎️ 🏠 🍎 🪟 🐧 - Memory with provenance tracking — records where agent knowledge originated and detects when sources change. 17 MCP tools for session handoffs, decisions, semantic search, and knowledge graph. Works across Claude Code, Cursor, Windsurf, Codex CLI, and Gemini CLI. Single Go binary, SQLite + vector search, fully local.
l33tdawg/sage 🏎️ 🏠 🍎 🪟 🐧 - Institutional memory for AI agents with real BFT consensus. 4 application validators vote on every memory before it’s committed — no more storing garbage. 13 MCP tools, runs locally, works with any MCP-compatible model. Backed by 4 published research papers.
Smart-AI-Memory/empathy-framework 🐍 🏠 - Five-level AI collaboration system with persistent memory and anticipatory capabilities. MCP-native integration for Claude and other LLMs with local-first architecture via MemDocs.
rps321321/obsidian-mcp-pro 📇 🏠 🍎 🪟 🐧 - Feature-complete Obsidian vault MCP server with 23 tools and 3 resources. Full-text search, note CRUD, frontmatter queries, tag management, backlinks, graph traversal (BFS up to 5 hops), orphan/broken link detection, and canvas support. Auto-detects vault, path traversal protection, MIT licensed.
smith-and-web/obsidian-mcp-server 📇 🏠 🍎 🪟 🐧 - SSE-enabled MCP server for remote Obsidian vault management with 29 tools for notes, directories, frontmatter, tags, search, and link operations. Docker-ready with health monitoring.
smriti-AA/smriti 🦀 🏠 🍎 🪟 🐧 - Self-hosted knowledge store and memory layer for AI agents with knowledge graph, wiki-links, full-text search (FTS5), and agent memory with namespaces and TTL.
skill-seekers/Skill_Seekers 🐍 🏠 🍎 🪟 🐧 - Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35 MCP tools for scraping, packaging, enhancing, and exporting to vector databases (Weaviate, Chroma, FAISS, Qdrant). Supports 16+ target platforms.
TechDocsStudio/biel-mcp 📇 ☁️ - Let AI tools like Cursor, VS Code, or Claude Desktop answer questions using your product docs. Biel.ai provides the RAG system and MCP server.
tomohiro-owada/devrag 🏎️ 🏠 🍎 🪟 🐧 - Lightweight local RAG MCP server for semantic vector search over markdown documents. Reduces token consumption by 40x with sqlite-vec and multilingual-e5-small embeddings. Supports filtered search by directory and filename patterns.
topoteretes/cognee 📇 🏠 - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
timowhite88/farnsworth-syntek 📇 ☁️ - 7-layer recursive agent memory with context branching, holographic recall, dream consolidation, and on-chain persistence. MCP-native with 10 tools for persistent agent cognition.
topskychen/tilde 🐍 🏠 - Your AI agents’ home directory — privacy-first MCP server for portable AI identity. Configure once, use everywhere. It supports profile management, skills, resume import, and team sync.
tstockham96/engram 📇 🏠 🍎 🪟 🐧 - Intelligent agent memory with semantic recall, automatic consolidation, contradiction detection, and bi-temporal knowledge graph. 80% on LOCOMO benchmark using 96% fewer tokens than full-context approaches.
TeamSafeAI/LIFE 🐍 🏠 - Persistent identity architecture for AI agents. 16 MCP servers covering drives, emotional relationships, semantic memory with decay, working threads, learned patterns, journal, genesis (identity discovery), creative collision engine, forecasting, and voice. Zero dependencies beyond Python 3.8. Built across 938 conversations.
unibaseio/membase-mcp 📇 ☁️ - Save and query your agent memory in distributed way by Membase
upstash/context7 📇 ☁️ - Up-to-date code documentation for LLMs and AI code editors.
varun29ankuS/shodh-memory 🦀 🏠 - Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices.
vectorize-io/hindsight 🐍 ☁️ 🏠 - Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory
whynowlab/jarvis-orb 🐍 🏠 - Persistent 4-tier AI memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking, and real-time desktop visualization orb.
teolex2020/AuraSDK 🐍 🏠 — Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted.
arthurpanhku/Arthor-Agent 🐍 🏠 ☁️ -…

⚖️ Legal

Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.

ark-forge/mcp-eu-ai-act 📇 ☁️ - EU AI Act compliance scanner that detects regulatory violations in AI codebases with risk classification and remediation guidance.
buildsyncinc/gibs-mcp 🐍 ☁️ - Regulatory compliance (AI Act, GDPR, DORA) with article-level citations
JamesANZ/us-legal-mcp 📇 ☁️ - An MCP server that provides comprehensive US legislation.
philrox/ris-mcp-ts 📇 ☁️ - Access Austrian federal laws, state laws, court decisions, and legal documents via the RIS (Rechtsinformationssystem) API with 12 specialized tools.

🗺️ Location Services

Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.

bamwor-dev/bamwor-mcp-server 📇 ☁️ - World geographic data for AI agents. 261 countries with 20+ statistics and 13.4M cities with population, coordinates, and timezone. Powered by Bamwor API.
briandconnelly/mcp-server-ipinfo 🐍 ☁️ - IP address geolocation and network information using IPInfo API
cqtrinv/trinvmcp 📇 ☁️ - Explore French communes and cadastral parcels based on name and surface
devilcoder01/weather-mcp-server 🐍 ☁️ - Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions.
discava/mcp-server 📇 ☁️ - Search Millions of local businesses worldwide (Europe, Northamerica, Southamerica, Asia, Oceania), confidence scores, and agent trust rankings. No API key required.
gaopengbin/cesium-mcp 📇 🏠 🍎 🪟 🐧 - AI-powered 3D globe control via MCP. Connect any MCP-compatible AI agent to CesiumJS — camera flight, GeoJSON/3D Tiles layers, markers, spatial analysis, heatmaps, and more through 19 natural language tools.
ip2location/mcp-ip2location-io 🐍 ☁️ - Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API.
ipfind/ipfind-mcp-server 🐍 ☁️ - IP Address location service using the IP Find API
ipfred/aiwen-mcp-server-geoip 🐍 📇 ☁️ – MCP Server for the Aiwen IP Location, Get user network IP location, get IP details (country, province, city, lat, lon, ISP, owner, etc.)
iplocate/mcp-server-iplocate 🎖️ 📇 🏠 - Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io
isdaniel/mcp_weather_server 🐍 ☁️ - Get weather information from https://api.open-meteo.com API.
jagan-shanmugam/open-streetmap-mcp 🐍 🏠 - An OpenStreetMap MCP server with location-based services and geospatial data.
kukapay/nearby-search-mcp 🐍 ☁️ - An MCP server for nearby place searches with IP-based location detection.
mahdin75/geoserver-mcp 🏠 – A Model Context Protocol (MCP) server implementation that connects LLMs to the GeoServer REST API, enabling AI assistants to interact with geospatial data and services.
mahdin75/gis-mcp 🏠 – A Model Context Protocol (MCP) server implementation that connects Large Language Models (LLMs) to GIS operations using GIS libraries, enabling AI assistants to perform accurate geospatial operations and transformations.
matbel91765/gis-mcp-server 🐍 🏠 🍎 🪟 🐧 - Geospatial tools for AI agents: geocoding, routing, elevation, spatial analysis, and file I/O (Shapefile, GeoJSON, GeoPackage)
modelcontextprotocol/server-google-maps 📇 ☁️ - Google Maps integration for location services, routing, and place details
cablate/mcp-google-map 📇 ☁️ 🏠 - Google Maps MCP server with 8 tools (geocode, search, directions, elevation), stdio + StreamableHTTP transport, Agent Skill definitions, and standalone exec CLI mode.
QGIS MCP - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
rossshannon/Weekly-Weather-mcp 🐍 ☁️ - Weekly Weather MCP server which returns 7 full days of detailed weather forecasts anywhere in the world.
SaintDoresh/Weather-MCP-ClaudeDesktop 🐍 ☁️ - An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API.
SecretiveShell/MCP-timeserver 🐍 🏠 - Access the time in any timezone and get the current local time
stadiamaps/stadiamaps-mcp-server-ts 📇 ☁️ - A MCP server for Stadia Maps’ Location APIs - Lookup addresses, places with geocoding, find time zones, create routes and static maps
TimLukaHorstmann/mcp-weather 📇 ☁️ - Accurate weather forecasts via the AccuWeather API (free tier available).
trackmage/trackmage-mcp-server 📇 - Shipment tracking api and logistics management capabilities through the [TrackMage API] (https://trackmage.com/)
webcoderz/MCP-Geo 🐍 🏠 - Geocoding MCP server for nominatim, ArcGIS, Bing

🎯 Marketing

Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.

AdsMCP/tiktok-ads-mcp-server 🐍 ☁️ - A Model Context Protocol server for TikTok Ads API integration, enabling AI assistants to manage campaigns, analyze performance metrics, handle audiences and creatives with OAuth authentication flow.
alexey-pelykh/lhremote 📇 🏠 - Open-source CLI and MCP server for LinkedHelper automation — 32 tools for campaign management, messaging, and profile queries via Chrome DevTools Protocol.
BlockRunAI/x-grow 📇 ☁️ - X/Twitter algorithm optimizer with post drafting, review scoring, and AI image generation for maximum engagement.
BRNDMK/brandomica-mcp-server 📇 ☁️ - Brand name verification across domains (with pricing), social handles, trademarks (USPTO), web presence, app stores, and SaaS channels. Safety scoring, linguistic/phonetic screening, and filing readiness.
Citedy/citedy-seo-agent 📇 ☁️ - Full-stack AI marketing toolkit with 41 MCP tools. Scout X/Reddit trends, analyze competitors, find content gaps, generate SEO articles in 55 languages with AI illustrations and voice-over, create social adaptations for 9 platforms, generate AI avatar videos with subtitles, ingest any URL (YouTube, PDF, audio), create lead magnets, and run content autopilot.
mikusnuz/meta-ads-mcp 📇 ☁️ - MCP server for Meta Marketing API v25.0 — 123 tools for Facebook & Instagram ad campaigns, audiences, creatives, insights, catalogs, and automated rules.
shensi8312/blogburst-mcp-server 📇 ☁️ - AI content generation, repurposing, and multi-platform publishing with BlogBurst. Generate blogs, repurpose content for 9+ platforms (Twitter, LinkedIn, Reddit, Bluesky, Threads, Telegram, Discord, TikTok, YouTube), get trending topics, and publish directly.
gomarble-ai/facebook-ads-mcp-server 🐍 ☁️ - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
gomarble-ai/google-ads-mcp-server 🐍 ☁️ - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.
damientilman/mailchimp-mcp-server 🐍 ☁️ - Mailchimp Marketing API integration with 53 tools for managing campaigns, audiences, reports, automations, landing pages, e-commerce data, and batch operations.
louis030195/apollo-io-mcp 📇 ☁️ 🍎 🪟 🐧 - B2B sales intelligence and prospecting with Apollo.io. Search for prospects, enrich contacts with emails and phone numbers, discover companies by industry and size, and access Apollo’s database of 275M+ contacts.
marketplaceadpros/amazon-ads-mcp-server 📇 ☁️ - Enables tools to interact with Amazon Advertising, analyzing campaign metrics and configurations.
Nolas-Shadow/agent1st-ads-mcp 📇 ☁️ - Meta (Facebook/Instagram) and TikTok ad campaign management for AI agents. One tool call creates a complete campaign — targeting, creative, budget, and ad. Requires license from agent1st.io/ads.
MatiousCorp/google-ad-manager-mcp 🐍 ☁️ - Google Ad Manager API integration for managing campaigns, orders, line items, creatives, and advertisers with bulk upload support.
open-strategy-partners/osp_marketing_tools 🐍 🏠 - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
pipeboard-co/meta-ads-mcp 🐍 ☁️ 🏠 - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — simply and reliably.
sharozdawa/ai-visibility 📇 🏠 - Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini. Visibility scores, sentiment analysis, competitor detection, and trend charts.
SearchAtlas 📇 ☁️ - SEO, content generation, PPC, keyword research, site auditing, authority building, and LLM brand visibility monitoring via 16 specialized tools.
stape-io/google-tag-manager-mcp-server 📇 ☁️ – This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API.
stape-io/stape-mcp-server 📇 ☁️ – This project implements an MCP (Model Context Protocol) server for the Stape platform. It allows interaction with the Stape API using AI assistants like Claude or AI-powered IDEs like Cursor.
tomba-io/tomba-mcp-server 📇 ☁️ - Email discovery, verification, and enrichment tools. Find email addresses, verify deliverability, enrich contact data, discover authors and LinkedIn profiles, validate phone numbers, and analyze technology stacks.

📊 Monitoring

Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.

alilxxey/openobserve-community-mcp 🐍 🏠 🍎 🪟 🐧 - Read-only MCP server for OpenObserve Community Edition via REST API. Search logs, traces, stream schemas, and dashboards without requiring the Enterprise license.
Alog/alog-mcp 📇 ☁️ - AI agent activity logger & monitor MCP server with 20 tools. Post logs, create articles, manage social interactions, and monitor AI agent activities on the Alog platform.
avivsinai/langfuse-mcp 🐍 ☁️ - Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications.
dynatrace-oss/dynatrace-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Leverage AI-driven observability, security, and automation to analyze anomalies, logs, traces, events, metrics.
edgedelta/edgedelta-mcp-server 🎖️ 🏎️ ☁️ – Interact with Edge Delta anomalies, query logs / patterns / events, and pinpoint root causes and optimize your pipelines.
ejcho623/agent-breadcrumbs 📇 ☁️ 🏠 - Unified agent work logging and observability across ChatGPT, Claude, Cursor, Codex, and OpenClaw with config-first schemas and pluggable sinks.
getsentry/sentry-mcp 🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring
GeiserX/genieacs-mcp 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server that bridges any GenieACS (TR-069 ACS) instance, exposing device data, firmware management, and CPE actions (reboot, parameter refresh, firmware download) over JSON-RPC. Docker image available.
gjenkins20/unofficial-fortimonitor-mcp-server 🐍 ☁️ 🍎 🪟 🐧 - Unofficial FortiMonitor v2 API integration with 241 tools for server monitoring, outages, maintenance, metrics, notifications, and more.
gjenkins20/webmin-mcp-server 🐍 ☁️ 🍎 🐧 - MCP server for Webmin with 61 tools for Linux system administration: services, users, storage, security, databases, and more.
grafana/mcp-grafana 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance
hyperb1iss/lucidity-mcp 🐍 🏠 - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities
iris-eval/mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP-native agent evaluation and observability server with trace logging, output quality evaluation, cost tracking, 12 built-in eval rules, real-time dashboard, and PII detection.
imprvhub/mcp-status-observer 📇 ☁️ - Model Context Protocol server for monitoring Operational Status of major digital platforms in Claude Desktop.
ingero-io/ingero 🏎️ 🏠 🐧 - eBPF-based GPU causal observability agent with MCP server. Traces CUDA Runtime/Driver APIs and host kernel events to build causal chains explaining GPU latency.
inspektor-gadget/ig-mcp-server 🏎️ ☁️ 🏠 🐧 🪟 🍎 - Debug your Container and Kubernetes workloads with an AI interface powered by eBPF.
inventer-dev/mcp-internet-speed-test 🐍 ☁️ - Internet speed testing with network performance metrics including download/upload speed, latency, jitter analysis, and CDN server detection with geographic mapping
last9/last9-mcp-server - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster
lodordev/mcp-tautulli 🐍 🏠 - Tautulli (Plex media server monitoring) with 11 read-only tools for activity, history, library stats, user stats, transcode analysis, and resolution breakdowns.
log-logn/langfuse-mcp-java ☕ ☁️ - Query Langfuse traces, debug exceptions, analyze sessions, scores, datasets, schema, observations and manage prompts. Full observability toolkit for LLM applications. (https://github.com/langfuse/langfuse)
mikusnuz/umami-mcp 📇 ☁️ - Full-coverage MCP server for Umami Analytics API v2 — 66 tools for websites, stats, sessions, events, reports, users, teams, and realtime monitoring.
smigolsmigol/llmkit 📇 ☁️ 🍎 🪟 🐧 - AI API cost tracking and budget enforcement across 11 LLM providers. 6 tools for spend analytics, budget monitoring, session summaries, and key management.
metoro-io/metoro-mcp-server 🎖️ 🏎️ ☁️ - Query and interact with kubernetes environments monitored by Metoro
metrxbots/mcp-server 🏠 ☁️ - AI agent cost intelligence — track spend across providers, optimize model selection, manage budgets with enforcement, detect cost leaks, and prove ROI. 23 tools across 10 domains.
Turbo-Puffin/measure-mcp-server ☁️ - Privacy-first web analytics with native MCP server. Query pageviews, referrers, trends, and AI-generated insights for your sites.
MindscapeHQ/server-raygun 📇 ☁️ - Raygun API V3 integration for crash reporting and real user monitoring
mpeirone/zabbix-mcp-server 🐍 ☁️ 🐧 🪟 🍎 - Zabbix integration for hosts, items, triggers, templates, problems, data and more.
netdata/netdata#Netdata 🎖️ 🏠 ☁️ 📟 🍎 🪟 🐧 - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections
Oluwatunmise-olat/mcp-server-logs-sieve 📇 ☁️ 🏠 🍎 🪟 🐧 - Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki, and Elasticsearch
pydantic/logfire-mcp 🎖️ 🐍 ☁️ - Provides access to OpenTelemetry traces and metrics through Logfire
gsmethells/preflight-mcp 🐍 ☁️ - TrustPilot for APIs — independent reliability ratings for APIs and MCP servers, powered by synthetic probes and crowdsourced agent telemetry.
seekrays/mcp-monitor 🏎️ 🏠 - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.（support CPU、Memory、Disk、Network、Host、Process）
shibley/apistatuscheck-mcp-server 📇 ☁️ - Check real-time operational status of 114+ cloud services and APIs (AWS, GitHub, Stripe, OpenAI, Vercel, etc.) directly from AI assistants. Published on npm.
speedofme-dev/speedofme-mcp 📇 ☁️ 🍎 🪟 🐧 - Official SpeedOf.Me server for accurate internet speed tests via 129 global Fastly edge servers with analytics dashboard and local history
TANTIOPE/datadog-mcp-server 📇 ☁️ 🍎 🪟 🐧 - MCP server providing comprehensive Datadog observability access for AI assistants. Features grep-like log search, APM trace filtering with duration/status/error queries, smart sampling modes for token efficiency, and cross-correlation between logs, traces, and metrics.
tumf/grafana-loki-mcp 🐍 🏠 - An MCP server that allows querying Loki logs through the Grafana API.
utapyngo/sentry-mcp-rs 🦀 ☁️ - Fast and minimal Sentry MCP server written in Rust
VictoriaMetrics-Community/mcp-victoriametrics 🎖️ 🏎️ 🏠 - Provides comprehensive integration with your VictoriaMetrics instance APIs and documentation for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances
yshngg/pmcp 🏎️ ☁️ 🏠 🍎 🪟 🐧 - A Prometheus Model Context Protocol Server.

🎥 Multimedia Process

Provides the ability to handle multimedia, such as audio and video editing, playback, format conversion, also includes video filters, enhancements, and so on

1000ri-jp/atsurae 🐍 ☁️ 🍎 🪟 🐧 - AI-powered video editing MCP server with 10 tools for timeline editing, 5-layer compositing, semantic operations, and FFmpeg rendering (1920x1080, 30fps H.264+AAC).
agenticdecks/deckrun-mcp 🐍 ☁️ - Generate presentation PDFs, narrated videos, and MP3 audio from Markdown. Free tier requires no API key or local install — add a URL to your IDE config and start generating. Paid tier adds video, audio, async jobs, and account tools.
AIDC-AI/Pixelle-MCP 🐍 📇 🏠 🎥 🔊 🖼️ - An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with Chainlit-based web interface.
ananddtyagi/gif-creator-mcp 📇 🏠 - A MCP server for creating GIFs from your videos.
bogdan01m/zapcap-mcp-server 🐍 ☁️ - MCP server for ZapCap API providing video caption and B-roll generation via natural language
quietnotion/barevalue-mcp 📇 ☁️ 🍎 🪟 🐧 - AI podcast editing as a service. Upload raw audio or submit a URL, get back edited episodes with filler words removed, noise reduction, transcripts, show notes, and social clips. Includes webhooks for automation.
elestirelbilinc-sketch/vap-showcase 🐍 ☁️ 🍎 🪟 🐧 - AI media generation (Flux, Veo, Suno) with cost control. Pre-commit pricing, budget enforcement, reserve-burn-refund billing.
keiver/image-tiler-mcp-server 📇 🏠 🍎 🪟 🐧 - Full-resolution vision for LLMs. Tiles large images and captures web pages via Chrome CDP so vision models process every detail without downscaling. Generates interactive HTML tile previews. Supports Claude, OpenAI, Gemini presets with per-model token math and entropy-based tile classification.
guimatheus92/mcp-video-analyzer 📇 🏠 🍎 🪟 🐧 - MCP server for video analysis — extracts transcripts, key frames, OCR text, and annotated timelines from video URLs. Supports Loom and direct video files (.mp4,.webm). Zero auth required.
pastorsimon1798/mcp-video 🐍 🏠 🍎 🪟 🐧 - Video editing MCP server with 26 tools for trimming, merging, text overlays, audio sync, filters, color grading, audio normalization, picture-in-picture, split-screen, batch processing, format conversion, subtitles, watermarks, and more. 380 tests, CI on Python 3.11+3.12, progress callbacks, works with Claude Code, Cursor, and any MCP client.
stass/exif-mcp 📇 🏠 🐧 🍎 🪟 - A MCP server that allows one to examine image metadata like EXIF, XMP, JFIF and GPS. This provides foundation for LLM-powered search and analysis of photo librares and image collections.
strato-space/media-gen-mcp 📇 ☁️ 🏠 - TypeScript MCP server for OpenAI Images/Videos and Google GenAI (Veo) media generation, editing, and asset downloads.
sunriseapps/imagesorcery-mcp 🐍 🏠 🐧 🍎 🪟 - ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.
Tommertom/sonos-ts-mcp 📇 🏠 🍎 🪟 🐧 - Comprehensive Sonos audio system control through pure TypeScript implementation. Features complete device discovery, multi-room playback management, queue control, music library browsing, alarm management, real-time event subscriptions, and audio EQ settings. Includes 50+ tools for seamless smart home audio automation via UPnP/SOAP protocols.
transloadit/node-sdk 📇 ☁️ 🏠 🍎 🪟 🐧 - Agent-native media processing via Transloadit’s 86+ Robots: video encoding (HLS, H.264, VP9), image manipulation (resize, watermark, smart crop), document conversion, OCR, speech transcription, and more. Hosted or self-hosted via npx.
torrentclaw/torrentclaw-mcp 🎖️ 📇 ☁️ - Search and discover movies and TV shows with torrent links, quality scoring, streaming availability, and cast/crew metadata.
video-creator/ffmpeg-mcp 🎥 🔊 - Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback and other functions
video-edit-mcp 🐍 🏠 🍎 🪟 - Comprehensive video and audio editing MCP server with advanced operations including trimming, merging, effects, overlays, format conversion, audio processing, YouTube downloads, and smart memory management for chaining operations without intermediate files
TopazLabs/topaz-mcp 📇 ☁️ 🍎 🪟 🐧 - AI image enhancement (upscaling, denoising, sharpening) via Topaz Labs API. Supports 8 models including Standard V2, Wonder 2, Bloom, and Recover 3.
verIdyia/autoeq-mcp 🐍 🏠 🍎 🪟 🐧 - Headphone/IEM equalization database with 8,800+ models from AutoEQ. Search by name or sound signature, get parametric EQ settings, compare headphones band-by-band, and browse Harman preference score rankings. Includes automatic sound signature classification (Neutral, Warm, Bright, Dark, V-shaped, etc.).

📋 Product Management

Tools for product planning, customer feedback analysis, and prioritization.

daiji-sshr/redmine-mcp-stateless 🐍 🏠 🐧 - Stateless Redmine MCP server. Credentials are passed per-request via HTTP headers and never stored on the server. Supports listing/creating/updating issues, full-text search across subjects, descriptions and comments, and editing journals (Redmine 5.0+). Deployable on RHEL (systemd) or Docker.
dkships/pm-copilot 📇 ☁️ - Triangulates HelpScout support tickets and ProductLift feature requests to generate prioritized product plans. Scores themes by convergence (same signal in both sources = 2x boost), scrubs PII, and accepts business metrics from other MCP servers via kpi_context for composable prioritization.
spranab/saga-mcp 📇 🏠 🍎 🪟 🐧 - A Jira-like project tracker for AI agents with full hierarchy (Projects > Epics > Tasks > Subtasks), task dependencies with auto-block/unblock, threaded comments, reusable templates, activity logging, and a natural language dashboard. SQLite-backed, 31 tools.

🏠 Real Estate

MCP servers for real estate CRM, property management, and agent workflows.

ashev87/propstack-mcp 📇 ☁️ 🍎 🪟 🐧 - Propstack CRM MCP: search contacts, manage properties, track deals, schedule viewings for real estate agents (Makler).

🔬 Research

Tools for conducting research, surveys, interviews, and data collection.

BrowseAI-HQ/BrowserAI-Dev 📇 ☁️ - Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode (raw LLM vs evidence-backed). MCP server, REST API, and Python SDK.
Embassy-of-the-Free-Mind/sourcelibrary-v2 📇 ☁️ - Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) with DOI-backed academic citations from Source Library
mnemox-ai/idea-reality-mcp 🐍 ☁️ 🍎 🪟 🐧 - Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to detect existing competition before building, returning a reality signal score (0-100), duplicate likelihood, similar projects, and pivot hints.
ovlabs/mcp-server-originalvoices 📇 ☁️ - Instantly understand what real users think and why by querying our network of 1:1 Digital Twins - each representing a real person. Give your AI agents authentic human context to ground outputs, improve creative, and make smarter decisions.
Pantheon-Security/notebooklm-mcp-secure 📇 🏠 🍎 🪟 🐧 - Query Google NotebookLM from Claude/AI agents with 14 security hardening layers. Session-based conversations, notebook library management, and source-grounded research responses.
pminervini/deep-research-mcp 🐍 ☁️ 🏠 - Deep research MCP server for OpenAI Responses API or Open Deep Research (smolagents), with web search and code interpreter support.
sh-patterson/legiscan-mcp 📇 ☁️ - Access legislative data from all 50 US states and Congress — search bills, get full text, track votes, and look up legislators via the LegiScan API.
thinkchainai/agentinterviews_mcp - Conduct AI-powered qualitative research interviews and surveys at scale with Agent Interviews. Create interviewers, manage research projects, recruit participants, and analyze interview data through MCP.
yusong652/pfc-mcp 🐍 🏠 🪟 - MCP server for ITASCA PFC discrete element simulation — browse documentation, execute scripts, capture plots, and manage long-running tasks via a WebSocket bridge to the PFC GUI.

🔎 end to end RAG platforms

gogabrielordonez/mcp-ragchat 📇 🏠 - Add RAG-powered AI chat to any website with one command. Local vector store, multi-provider LLM (OpenAI/Anthropic/Gemini), self-contained chat server and embeddable widget.
poll-the-people/customgpt-mcp 🐍 🏠 ☁️ - An MCP server for accessing all of CustomGPT.ai’s anti-hallucination RAG-as-a-service API endpoints.
vectara/vectara-mcp 🐍 🏠 ☁️ - An MCP server for accessing Vectara’s trusted RAG-as-a-service platform.

🔎 Search & Data Extraction

0xdaef0f/job-searchoor 📇 🏠 - An MCP server for searching job listings with filters for date, keywords, remote work options, and more.
hanselhansel/aeo-cli 🐍 🏠 - Audit URLs for AI crawler readiness — checks robots.txt, llms.txt, JSON-LD schema, and content density with 0-100 AEO scoring.
Aas-ee/open-webSearch 🐍 📇 ☁️ - Web search using free multi-engine search (NO API KEYS REQUIRED) — Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN.
ac3xx/mcp-servers-kagi 📇 ☁️ - Kagi search API integration
adawalli/nexus 📇 ☁️ - AI-powered web search server using Perplexity Sonar models with source citations. Zero-install setup via NPX.
ananddtyagi/webpage-screenshot-mcp 📇 🏠 - A MCP server for taking screenshots of webpages to use as feedback during UI developement.
andybrandt/mcp-simple-arxiv - 🐍 ☁️ MCP for LLM to search and read papers from arXiv
andybrandt/mcp-simple-pubmed - 🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.
angheljf/nyt 📇 ☁️ - Search articles using the NYTimes API
apify/mcp-server-rag-web-browser 📇 ☁️ - An MCP server for Apify’s open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
idapixl/idapixl-web-research-mcp 📇 ☁️ - Pay-per-use web research for AI agents on Apify. Search (Brave + DuckDuckGo), fetch pages to clean markdown, and multi-step research with relevance scoring and key fact extraction.
Bigsy/Clojars-MCP-Server 📇 ☁️ - Clojars MCP Server for upto date dependency information of Clojure libraries
blazickjp/arxiv-mcp-server ☁️ 🐍 - Search ArXiv research papers
boikot-xyz/boikot 🦀☁️ - Model Context Protocol Server for looking up company ethics information. Learn about the ethical and unethical actions of major companies.
brave/brave-search-mcp-server 📇 ☁️ - Web search capabilities using Brave’s Search API
cameronrye/activitypub-mcp 📇 🏠 🐧 🍎 🪟 - A comprehensive MCP server that enables LLMs to explore and interact with the Fediverse through ActivityPub protocol. Features WebFinger discovery, timeline fetching, instance exploration, and cross-platform support for Mastodon, Pleroma, Misskey, and other ActivityPub servers.
cameronrye/gopher-mcp 🐍 🏠 - Modern, cross-platform MCP server enabling AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently. Features dual protocol support, TLS security, and structured content extraction.
cevatkerim/unsplash-mcp 🐍 ☁️ - Unsplash photo search with proper attribution. Returns ready-to-use attribution text and HTML for each photo, making it easy for LLMs to build content pages with properly credited images. Includes search, random photos, and download tracking.
chanmeng/google-news-mcp-server 📇 ☁️ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through SerpAPI.
chasesaurabh/mcp-page-capture 📇 🏠 - MCP server that captures webpage screenshots, with viewport or full-page options and base64 PNG output.
ConechoAI/openai-websearch-mcp 🐍 🏠 ☁️ - This is a Python-based MCP server that provides OpenAI web_search build-in tool.
ConechoAI/openai-websearch-mcp 🐍 🏠 ☁️ - This is a Python-based MCP server that provides OpenAI web_search built-in tool.
Crawleo/Crawleo-MCP ☁️ 🐍 – Crawleo Search & Crawl API
Crawleo/Crawleo-MCP ☁️ 🐍 – Crawleo search & Crawling API
czottmann/kagi-ken-mcp 📇 ☁️ - Work with Kagi without API access (you’ll need to be a customer, tho). Searches and summarizes. Uses Kagi session token for easy authentication.
DappierAI/dappier-mcp 🐍 ☁️ - Enable fast, free real-time web search and access premium data from trusted media brands—news, financial markets, sports, entertainment, weather, and more. Build powerful AI agents with Dappier.
deadletterq/mcp-opennutrition 📇 🏠 - Local MCP server for searching 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database.
dealx/mcp-server ☁️ - MCP Server for DealX platform
devflowinc/trieve 🎖️ 📇 ☁️ 🏠 - Crawl, embed, chunk, search, and retrieve information from datasets through Trieve
dorukardahan/domain-search-mcp 📇 ☁️ - Fast domain availability aggregator with pricing. Checks Porkbun, Namecheap, GoDaddy, RDAP & WHOIS. Includes bulk search, registrar comparison, AI-powered suggestions, and social media handle checking.
mikusnuz/gsc-mcp 📇 ☁️ - MCP server for Google Search Console & Indexing API — 13 tools for search analytics, sitemaps, URL inspection, and batch indexing.
oso95/domain-suite-mcp 📇 🏠 - Full domain lifecycle management: availability checking (zero config), registration, DNS, SSL, email auth (SPF/DKIM/DMARC), and WHOIS across Porkbun, Namecheap, GoDaddy, and Cloudflare. 21 tools.
Dumpling-AI/mcp-server-dumplingai 🎖️ 📇 ☁️ - Access data, web scraping, and document conversion APIs by Dumpling AI
ekas-io/open-sales-stack 🐍 ☁️ 🏠 🍎 🐧 - Collection of B2B sales intelligence MCP servers. Includes website analysis, tech stack detection, hiring signals, review aggregation, ad tracking, social profiles, financial reporting and more for AI-powered prospecting by Ekas
emicklei/melrose-mcp 🏎️ 🏠 - Plays Melrōse music expressions as MIDI
echology-io/decompose 🐍 🏠 🍎 🪟 🐧 - Decompose text into classified semantic units with authority, risk, attention scores, and entity extraction. No LLM. Deterministic. Works as MCP server or CLI.
erithwik/mcp-hn 🐍 ☁️ - An MCP server to search Hacker News, get top stories, and more.
exa-labs/exa-mcp-server 🎖️ 📇 ☁️ – A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
fatwang2/search1api-mcp 📇 ☁️ - Search via search1api (requires paid API key)
format37/youtube_mcp 🐍 ☁️ – MCP server that transcribes YouTube videos to text. Uses yt-dlp to download audio and OpenAI’s Whisper-1 for more precise transcription than youtube captions. Provide a YouTube URL and get back the full transcript splitted by chunks for long videos.
wd041216-bit/free-web-search-ultimate 🐍 🏠 - Zero-cost, privacy-first universal web search MCP server. Enforces a Search-First paradigm — instructs LLMs to retrieve real-time information before answering factual questions. Supports 10+ search engines (DuckDuckGo, Bing, Google, Brave, Wikipedia, Arxiv, YouTube, Reddit) and deep page browsing. No API key required.
gemy411/multi-research-agents ☁️ - a KTOR server/ MCP server written in Kotlin applying multi-agents schools in a flexible research system to be used with coding or for research any general case.
genomoncology/biomcp 🐍 ☁️ - Biomedical research server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
gregm711/agent-domain-service-mcp 📇 ☁️ - AI-powered domain brainstorming, analysis, and availability checking via AgentDomainService.com. Generate creative domain names from descriptions, get AI scoring for brandability/memorability, and check real-time availability with pricing. No API keys required.
hbg/mcp-paperswithcode - 🐍 ☁️ MCP to search through PapersWithCode API
hellokaton/unsplash-mcp-server) 🐍 ☁️ - A MCP server for Unsplash image search.
Himalayas-App/himalayas-mcp 📇 ☁️ - Access tens of thousands of remote job listings and company information. This public MCP server provides real-time access to Himalayas’ remote jobs database.
Ihor-Sokoliuk/MCP-SearXNG 📇 🏠/☁️ - A Model Context Protocol Server for SearXNG
imprvhub/mcp-claude-hackernews 📇 🏠 ☁️ - An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP).
imprvhub/mcp-domain-availability 🐍 ☁️ - A Model Context Protocol (MCP) server that enables Claude Desktop to check domain availability across 50+ TLDs. Features DNS/WHOIS verification, bulk checking, and smart suggestions. Zero-clone installation via uvx.
imprvhub/mcp-rss-aggregator 📇 ☁️ 🏠 - Model Context Protocol Server for aggregating RSS feeds in Claude Desktop.
isnow890/naver-search-mcp 📇 ☁️ - MCP server for Naver Search API integration, supporting blog, news, shopping search and DataLab analytics features.
jae-jae/fetcher-mcp 📇 🏠 - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and intelligent content extraction, and outputting Markdown or HTML format.
jae-jae/g-search-mcp 📇 🏠 - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously.
jhomen368/overseerr-mcp 📇 ☁️ 🏠 - Integrate AI assistants with Overseerr and the Seerr (the unified successor) for automated media discovery, requests, and management in Plex, Jellyfin, and Emby ecosystems.
joelio/stocky 🐍 ☁️ 🏠 - An MCP server for searching and downloading royalty-free stock photography from Pexels and Unsplash. Features multi-provider search, rich metadata, pagination support, and async performance for AI assistants to find and access high-quality images.
just-every/mcp-read-website-fast 📇 🏠 - Fast, token-efficient web content extraction for AI agents - converts websites to clean Markdown while preserving links. Features Mozilla Readability, smart caching, polite crawling with robots.txt support, and concurrent fetching.
just-every/mcp-screenshot-website-fast 📇 🏠 - Fast screenshot capture tool optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks for optimal AI processing with configurable viewports and wait strategies for dynamic content.
kagisearch/kagimcp ☁️ 📇 – Official Kagi Search MCP Server
kc23go/anybrowse 📇 ☁️ - Convert any URL to LLM-ready Markdown via real Chrome browsers. 3 tools: scrape, crawl, search. Free via MCP, pay-per-use via x402. Remote MCP endpoint: https://anybrowse.dev/mcp
kehvinbehvin/json-mcp-filter ️🏠 📇 – Stop bloating your LLM context. Query & Extract only what you need from your JSON files.
kimdonghwi94/Web-Analyzer-MCP 🐍 🏠 🍎 🪟 🐧 - Extracts clean web content for RAG and provides Q&A about web pages.
kshern/mcp-tavily ☁️ 📇 – Tavily AI search API
leehanchung/bing-search-mcp 📇 ☁️ - Web search capabilities using Microsoft Bing Search API
leadbrain/korean-data-mcp 🐍 ☁️ - Real-time Korean web data — Naver place reviews, Melon music chart, Daangn/Bunjang marketplace listings, Naver news, Musinsa fashion rankings. 7 tools powered by Apify actors. Requires APIFY_TOKEN.
lfnovo/content-core 🐍 🏠 - Extract content from URLs, documents, videos, and audio files using intelligent auto-engine selection. Supports web pages, PDFs, Word docs, YouTube transcripts, and more with structured JSON responses.
Linked-API/linkedapi-mcp 🎖️ 📇 ☁️ - MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data.
linxule/mineru-mcp 📇 ☁️ - MCP server for MinerU document parsing API. Parse PDFs, images, DOCX, and PPTX with OCR (109 languages), batch processing (200 docs), page ranges, and local file upload. 73% token reduction with structured output.
luminati-io/brightdata-mcp 📇 ☁️ - Discover, extract, and interact with the web - one interface powering automated access across the public internet.
lulzasaur9192/marketplace-search-mcp 📇 ☁️ - Search marketplaces (TCGPlayer, Reverb, Thumbtack), verify professional licenses (contractor, nurse across US states), and look up PSA card grading population data.
mikechao/brave-search-mcp 📇 ☁️ - Web, Image, News, Video, and Local Point of Interest search capabilities using Brave’s Search API
MikkoParkkola/nab 🏎️ 🏠 🍎 🪟 🐧 - Ultra-fast web fetcher and MCP server with HTTP/3, JS rendering, anti-fingerprinting, browser cookie auth, and 1Password integration. Fetches any URL as clean Markdown for AI context.
modelcontextprotocol/server-fetch 🐍 🏠 ☁️ - Efficient web content fetching and processing for AI consumption
mzxrai/mcp-webresearch 🔍 📚 - Search Google and do deep web research on any topic
pranciskus/newsmcp 📇 ☁️ - Real-time world news for AI agents — events clustered from hundreds of sources, classified by topic and geography, ranked by importance. Free, no API key. npx -y @newsmcp/server
n24q02m/wet-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Web search (embedded SearXNG), content extraction, and library docs indexing with hybrid search (FTS5 + semantic). Built-in Qwen3 embedding, no API keys required.
nickclyde/duckduckgo-mcp-server 🐍 ☁️ - Web search using DuckDuckGo
nkapila6/mcp-local-rag 🏠 🐍 - “primitive” RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed.
nyxn-ai/NyxDocs 🐍 ☁️ 🏠 - Specialized MCP server for cryptocurrency project documentation management with multi-blockchain support (Ethereum, BSC, Polygon, Solana).
OctagonAI/octagon-deep-research-mcp 🎖️ 📇 ☁️ 🏠 - Lightning-Fast, High-Accuracy Deep Research Agent
olostep/olostep-mcp-server 📇 ☁️ - API to search, extract and structure web data. Web scraping, AI-powered answers with citations, batch processing (10k URLs), and autonomous site crawling.
parallel-web/search-mcp ☁️ 🔎 - Highest Accuracy Web Search for AI
FayAndXan/spectrawl 📇 🏠 - Unified web layer for AI agents. Search (8 engines), stealth browse, cookie auth, and act on 24 platforms. 5,000 free searches/month via Gemini Grounded Search.
parallel-web/task-mcp ☁️ 🔎 - Highest Accuracy Deep Research and Batch Tasks MCP
Pearch-ai/mcp_pearch 🎖️ 🐍 ☁️ - Best people search engine that reduces the time spent on talent discovery
peter-j-thompson/semanticapi-mcp 🐍 ☁️ - Natural language API discovery — search 700+ API capabilities, get endpoints, auth setup, and code snippets. Supports auto-discovery of new APIs.
pragmar/mcp-server-webcrawl 🐍 🏠 - Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers.
qune-tech/ocds-mcp 🦀 🏠 🐧 🍎 🪟 - German public procurement data (OCDS) — semantic search, tender matching with company profiles, and structured filtering.
QuentinCody/catalysishub-mcp-server 🐍 - Unofficial MCP server for searching and retrieving scientific data from the Catalysis Hub database, providing access to computational catalysis research and surface reaction data.
r-huijts/opentk-mcp 📇 ☁️ - Access Dutch Parliament (Tweede Kamer) information including documents, debates, activities, and legislative cases through structured search capabilities (based on opentk project by Bert Hubert)
reading-plus-ai/mcp-server-deep-research 📇 ☁️ - MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise reporting.
ricocf/mcp-wolframalpha 🐍 🏠 ☁️ - An MCP server lets AI assistants use the Wolfram Alpha API for real-time access to computational knowledge and data.
sascharo/gxtract 🐍 ☁️ 🪟 🐧 🍎 - GXtract is a MCP server designed to integrate with VS Code and other compatible editors. It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerful document understanding capabilities directly within your development environment.
scrapeless-ai/scrapeless-mcp-server 🐍 ☁️ - The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web search within the MCP ecosystem without leaving it.
scraperapi/scraperapi-mcp 🐍 ☁️ - MCP server for ScraperAPI web scraping with JavaScript rendering, geotargeting, premium proxies, and auto-parsing support.
scrapercity/scrapercity-cli 📇 ☁️ - B2B lead generation with 20+ tools including Apollo, Google Maps, email finder, email validator, mobile finder, skip trace, and ecommerce store data.
searchcraft-inc/searchcraft-mcp-server 🎖️ 📇 ☁️ - Official MCP server for managing Searchcraft clusters, creating a search index, generating an index dynamically given a data file and for easily importing data into a search index given a feed or local json file.
SecretiveShell/MCP-searxng 🐍 🏠 - An MCP Server to connect to searXNG instances
securecoders/opengraph-io-mcp 📇 ☁️ - OpenGraph.io API integration for extracting OG metadata, taking screenshots, scraping web content, querying sites with AI, and generating branded images (illustrations, diagrams, social cards, icons, QR codes) with iterative refinement.
serkan-ozal/driflyte-mcp-server 🎖️ 📇 ☁️ 🏠 - The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.
serpapi/serpapi-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - SerpApi MCP Server for Google and other search engine results. Provides multi-engine search across Google, Bing, Yahoo, DuckDuckGo, YouTube, eBay, and more with real-time weather data, stock market information, and flexible JSON response modes.
shopsavvy/shopsavvy-mcp-server 🎖️ 📇 ☁️ - Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more.
softvoyagers/linkmeta-api 📇 ☁️ - Free URL metadata extraction API (Open Graph, Twitter Cards, favicons, JSON-LD). No API key required.
ssatama/rescuedogs-mcp-server 📇 ☁️ - Search and discover rescue dogs from European and UK organizations with AI-powered personality matching and detailed profiles.
StripFeed/mcp-server 📇 ☁️ - Convert any URL to clean, token-efficient Markdown for AI agents. API-backed extraction with token counting, CSS selector support, and configurable caching via StripFeed.
takashiishida/arxiv-latex-mcp 🐍 ☁️ - Get the LaTeX source of arXiv papers to handle mathematical content and equations
the0807/GeekNews-MCP-Server 🐍 ☁️ - An MCP Server that retrieves and processes news data from the GeekNews site.
MarcinDudekDev/the-data-collector 🐍 ☁️ - MCP server for scraping Hacker News, Bluesky, and Substack with x402 micropayment support. Tools: hn_search, bluesky_search, substack_search. $0.05/call via USDC on Base.
theagenttimes/tat-mcp-server 🐍 ☁️ - Query articles, verified statistics, wire feed, and social tools from The Agent Times, the AI-native newspaper covering the agent economy. 13 tools including search, comments, citations, and agent leaderboards. No API key required.
tianqitang1/enrichr-mcp-server 📇 ☁️ - A MCP server that provides gene set enrichment analysis using the Enrichr API
tinyfish-io/agentql-mcp 🎖️ 📇 ☁️ - MCP server that provides AgentQL ‘s data extraction capabilities.
Tomatio13/mcp-server-tavily ☁️ 🐍 – Tavily AI search API
urlbox/urlbox-mcp-server - 📇 🏠 A reliable MCP server for generating and managing screenshots, PDFs, and videos, performing AI-powered screenshot analysis, and extracting web content (Markdown, metadata, and HTML) via the Urlbox API.
vectorize-io/vectorize-mcp-server ☁️ 📇 - Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
vitorpavinato/ncbi-mcp-server 🐍 ☁️ 🏠 - Comprehensive NCBI/PubMed literature search server with advanced analytics, caching, MeSH integration, related articles discovery, and batch processing for all life sciences and biomedical research.
robbyczgw-cla/web-search-plus-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Multi-provider web search with intelligent auto-routing (Serper, Tavily, Exa). Available via uvx web-search-plus-mcp.
Vincentwei1021/agent-toolbox 📇 ☁️ 🍎 🪟 🐧 - Production-ready MCP server providing 13 tools for AI agents: web search, content extraction, screenshots, weather, finance, email validation, translation, news, GeoIP, WHOIS, DNS, PDF extraction, and QR code generation. 1,000 free calls/month, no setup required.
webscraping-ai/webscraping-ai-mcp-server 🎖️ 📇 ☁️ - Interact with WebScraping.ai for web data extraction and scraping.
webpeel/webpeel 📇 ☁️ 🏠 - Smart web fetcher for AI agents with auto-escalation from HTTP to headless browser to stealth mode. Includes 9 MCP tools: fetch, search, crawl, map, extract, batch, screenshot, jobs, and agent. Achieved 100% success rate on a 30-URL benchmark.
yamanoku/baseline-mcp-server 📇 🏠 - MCP server that searches Baseline status using Web Platform API
zhsama/duckduckgo-mcp-server 📇 🏠 ☁️ - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality.
zoharbabin/google-researcher-mcp 📇 ☁️ 🏠 - Comprehensive research tools including Google Search (web, news, images), web scraping with JavaScript rendering, academic paper search (arXiv, PubMed, IEEE), patent search, and YouTube transcript extraction.
zlatkoc/youtube-summarize 🐍 ☁️ - MCP server that fetches YouTube video transcripts and optionally summarizes them. Supports multiple transcript formats (text, JSON, SRT, WebVTT), multi-language retrieval, and flexible YouTube URL parsing.
zoomeye-ai/mcp_zoomeye 📇 ☁️ - Querying network asset information by ZoomEye MCP Server

🔒 Security

13bm/GhidraMCP 🐍 ☕ 🏠 - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analysis via the Model Context Protocol.
82ch/MCP-Dandan 🐍 📇 🏠 🍎 🪟 🐧 - Real-time security framework for MCP servers that detects and blocks malicious AI agent behavior by analyzing tool call patterns and intent across multiple threat detection engines.
Acacian/aegis 🐍 🏠 🍎 🪟 🐧 - Policy-based governance for AI agent tool calls. YAML policies, approval gates, risk assessment, and audit logging. Cross-platform: LangChain, OpenAI, Anthropic, MCP.
adeptus-innovatio/solvitor-mcp 🦀 🏠 - Solvitor MCP server provides tools to access reverse engineering tools that help developers extract IDL files from closed-source Solana smart contracts and decompile them.
agentward-ai/agentward 🐍 🏠 🍎 🪟 🐧 - Permission control plane for AI agents. MCP proxy that enforces least-privilege YAML policies on every tool call, classifies sensitive data (PII/PHI), detects dangerous skill chains, and generates compliance audit trails. Supports stdio and HTTP proxy modes.
agntor/mcp 📇 ☁️ 🍎 🪟 🐧 - MCP audit server for agent discovery and certification. Provides trust and payment rail for AI agents including identity verification, escrow, settlement, and reputation management.
vinaybhosle/agentstamp 📇 ☁️ - Trust intelligence for AI agents — identity stamps, reputation scoring (0-100), registry, forensic audit trails, and A2A passports via x402 micropayments.
airblackbox/air-blackbox-mcp 🐍 🏠 🍎 🪟 🐧 - EU AI Act compliance scanner for Python AI agents. Scans, analyzes, and remediates LangChain/CrewAI/AutoGen/OpenAI code across 6 articles with 10 tools including prompt injection detection, risk classification, and trust layer integration. The only MCP compliance server that generates fix code, not just findings.
AIM-Intelligence/AIM-Guard-MCP 📇 🏠 🍎 🪟 🐧 - Security-focused MCP server that provides safety guidelines and content analysis for AI agents.
alberthild/shieldapi-mcp 📇 ☁️ 🍎 🪟 🐧 - Security intelligence for AI agents: password breach checks (900M+ HIBP hashes), email/domain/IP/URL reputation, prompt injection detection (200+ patterns), and skill supply chain scanning. Pay-per-request via x402 USDC micropayments or free demo mode, no API key needed.
jagmarques/asqav-mcp 🐍 🏠 🍎 🪟 🐧 - AI agent governance MCP server with policy enforcement, quantum-safe audit trails (ML-DSA), multi-party authorization, and compliance reporting. Check policies, sign actions, and verify signatures through MCP tools.
imran-siddique/agentos-mcp-server - Agent OS MCP server for AI agent governance with policy enforcement, code safety verification, multi-model hallucination detection, and immutable audit trails.
ark-forge/arkforge-mcp 🐍 ☁️ 🍎 🪟 🐧 - Third-party certifying proxy — sign any HTTP call (AI agents, webhooks, microservices) with an independent Ed25519 signature, RFC 3161 timestamp, and Sigstore Rekor anchor. Works with Claude, GPT-4, Mistral, LangChain, AutoGen, or any HTTP client.
atomicchonk/roadrecon_mcp_server 🐍 🪟 🏠 MCP server for analyzing ROADrecon gather results from Azure tenant enumeration
behrensd/mcp-firewall 📇 🏠 🍎 🪟 🐧 - Deterministic security proxy (iptables for MCP) that intercepts tool calls, enforces YAML policies, scans for secret leakage, and logs everything. No AI, no cloud.
BurtTheCoder/mcp-dnstwist 📇 🪟 ☁️ - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage.
BurtTheCoder/mcp-maigret 📇 🪟 ☁️ - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks and analyzing URLs.
BurtTheCoder/mcp-shodan 📇 🪟 ☁️ - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches, DNS lookups, vulnerability queries, CPE lookups, and more.
BurtTheCoder/mcp-virustotal 📇 🪟 ☁️ - MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and retrieving IP address reports.
chrbailey/promptspeak-mcp-server 📇 🏠 🍎 🪟 🐧 - Pre-execution governance for AI agents. Intercepts and validates every agent tool call through an 8-stage pipeline before execution — risk classification, behavioral drift detection, hold queue for dangerous operations, and complete audit trail. 45 tools, 658 tests.
bx33661/Wireshark-MCP 🐍 🏠 - Wireshark network packet analysis MCP Server with capture, protocol stats, field extraction, and security analysis capabilities.
Chimera-Protocol/csl-core 🐍 🏠 🍎 🪟 🐧 - Deterministic AI safety policy engine with Z3 formal verification. Write, verify, and enforce machine-verifiable constraints for AI agents via MCP.
co-browser/attestable-mcp-server 🐍 🏠 ☁️ 🐧 - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using RA-TLS. This allows an MCP client to verify the server before conencting.
cyntrisec/cyntrisec-cli 🐍 🏠 - Local-first AWS security analyzer that discovers attack paths and generates remediations using graph theory.
dkvdm/onepassword-mcp-server - An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI.
duriantaco/skylos 🐍 🏠 🍎 🪟 🐧 - Dead code detection, security scanning, and code quality analysis for Python, TypeScript, and Go. 98% recall with fewer false positives than Vulture. Includes AI-powered remediation.
Erodenn/fetch-guard 🐍 🏠 🍎 🪟 🐧 - URL fetcher and HTML-to-markdown converter with three-layer prompt injection defense: pre-extraction sanitization of hidden/off-screen elements and non-printing Unicode, 15-pattern risk scanning (HIGH/MEDIUM/OK), and per-request session-salt content boundary wrapping.
firstorderai/authenticator_mcp 📇 🏠 🍎 🪟 🐧 – A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App.
forest6511/secretctl 🏎️ 🏠 🍎 🪟 🐧 - AI-safe secrets manager with MCP integration. Run commands with credentials injected as environment variables - AI agents never see plaintext secrets. Features output sanitization, AES-256-GCM encryption, and Argon2id key derivation.
fosdickio/binary_ninja_mcp 🐍 🏠 🍎 🪟 🐧 - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates Binary Ninja with your favorite MCP client. It enables you to automate the process of performing binary analysis and reverse engineering.
fr0gger/MCP_Security 📇 ☁️ - MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence sources.
Gaffx/volatility-mcp - MCP server for Volatility 3.x, allowing you to perform memory forensics analysis with AI assistant. Experience memory forensics without barriers as plugins like pslist and netscan become accessible through clean REST APIs and LLMs.
gbrigandi/mcp-server-cortex 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server to integrate Cortex, enabling observable analysis and automated security responses through AI.
gbrigandi/mcp-server-thehive 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server to integrate TheHive, facilitating collaborative security incident response and case management via AI.
gbrigandi/mcp-server-wazuh 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server bridging Wazuh SIEM with AI assistants, providing real-time security alerts and event data for enhanced contextual understanding.
getaegis/aegis 📇 🏠 🍎 🪟 🐧 - Credential isolation proxy for AI agents. Injects secrets at the network boundary with domain restrictions, agent authentication, and audit logging. No SDK required — works as a transparent HTTP proxy or MCP server.
knowledgepa3/gia-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Enterprise AI governance layer with 29 tools: MAI decision classification (Mandatory/Advisory/Informational), hash-chained forensic audit trails, human-in-the-loop gates, compliance mapping (NIST AI RMF, EU AI Act, ISO 42001), governed memory packs, and site reliability tools.
girste/mcp-cybersec-watchdog 🐍 🏠 🐧 - Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST 800-53, and PCI-DSS compliance checks. Real-time monitoring with anomaly detection across 23 analyzers: firewall, SSH, fail2ban, Docker, CVE, rootkit, SSL/TLS, filesystem, network, and more.
gridinsoft/mcp-inspector 📇 ☁️ 🍎 🪟 🐧 - MCP server for domain and URL security analysis powered by GridinSoft Inspector, enabling AI agents to verify website and link safety.
HaroldFinchIFT/vuln-nist-mcp-server 🐍 ☁️️ 🍎 🪟 🐧 - A Model Context Protocol (MCP) server for querying NIST National Vulnerability Database (NVD) API endpoints.
hieutran/entraid-mcp-server 🐍 ☁️ - A MCP server for Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in, and security operations via Microsoft Graph Python SDK.
I4cTime/quantum_ring 📇 🏠 🍎 🪟 🐧 - Quantum-inspired keyring for AI coding agents. Secure secrets with superposition, entanglement, tunneling, and teleportation.
icoretech/warden-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for Bitwarden and Vaultwarden vault management. Search, create, edit, and organize logins, notes, cards, identities, SSH keys, folders, collections, attachments, and Sends via the official bw CLI.
intruder-io/intruder-mcp 🐍 ☁️ - MCP server to access Intruder, helping you identify, understand, and fix security vulnerabilities in your infrastructure.
jaspertvdm/mcp-server-inject-bender 🐍 ☁️ 🏠 - Security through absurdity: transforms SQL injection and XSS attempts into harmless comedy responses using AI-powered humor defense.
joergmichno/clawguard-mcp 🐍 🏠 - Security scanner for AI agents that detects prompt injections using 42+ regex patterns
jtang613/GhidrAssistMCP ☕ 🏠 - A native Model Context Protocol server for Ghidra. Includes GUI configuration and logging, 31 powerful tools and no external dependencies.
jyjune/mcp_vms 🐍 🏠 🪟 - A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also provides tools to control the VMS software, such as showing live or playback dialogs for specific channels at specified times.
juanisidoro/securecode-mcp 📇 ☁️ 🍎 🪟 🐧 - Secrets vault for Claude Code with audit logs, MCP access rules, and AES-256 encryption. Secrets are injected to local files so the AI never sees raw values. Includes session lock, device approval, and per-model access policies.
ndl-systems/kevros-mcp 🐍 ☁️ - Governance primitives for autonomous agents — verify actions against policy, record signed provenance, and bind intents cryptographically. Free tier: 100 calls/month.
LaurieWired/GhidraMCP ☕ 🏠 - A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides tools for decompiling binaries, renaming methods and data, and listing methods, classes, imports, and exports.
mariocandela/beelzebub ☁️ - Beelzebub is a honeypot framework that lets you build honeypot tools using MCP. Its purpose is to detect prompt injection or malicious agent behavior. The underlying idea is to provide the agent with tools it would never use in its normal work.
mobb-dev/mobb-vibe-shield-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Mobb Vibe Shield identifies and remediates vulnerabilities in both human and AI-written code, ensuring your applications remain secure without slowing development.
MoltyCel/moltrust-mcp-server 🐍 ☁️ 🍎 🪟 🐧 - Trust infrastructure for AI agents — register DIDs, verify identities, query reputation scores, rate agents, manage W3C Verifiable Credentials, and handle USDC credit deposits on Base.
msaad00/agent-bom 🐍 🏠 ☁️ 🍎 🪟 🐧 - AI supply chain security scanner with 18 MCP tools. Auto-discovers 20 MCP clients, scans dependencies for CVEs (OSV/NVD/EPSS/CISA KEV), maps blast radius from vulnerabilities to exposed credentials and tools, runs CIS benchmarks, generates CycloneDX/SPDX SBOMs, and enforces compliance across OWASP LLM Top 10, MITRE ATLAS, NIST AI RMF, and EU AI Act.
mrexodia/ida-pro-mcp 🐍 🏠 - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically.
nickpending/mcp-recon 🏎️ 🏠 - Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header inspection, certificate analysis, and ASN lookup.
panther-labs/mcp-panther 🎖️ 🐍 ☁️ 🍎 - MCP server that enables security professionals to interact with Panther’s SIEM platform using natural language for writing detections, querying logs, and managing alerts.
pullkitsan/mobsf-mcp-server 🦀 🏠 🍎 🪟 🐧 - A MCP server for MobSF which can be used for static and dynamic analysis of Android and iOS application.
qianniuspace/mcp-security-audit 📇 ☁️ A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks.
rafapra3008/cervellaswarm 🐍 🏠 🍎 🪟 🐧 - Verify AI agent communication protocols using session types. Formal specification with Lean 4 proofs, linter, formatter, and LSP. Catches deadlocks and role violations before deployment.
rad-security/mcp-server 📇 ☁️ - MCP server for RAD Security, providing AI-powered security insights for Kubernetes and cloud environments. This server provides tools for querying the Rad Security API and retrieving security findings, reports, runtime data and many more.
radareorg/r2mcp 🍎🪟🐧🏠🌊 - MCP server for Radare2 disassembler. Provides AI with capability to disassemble and look into binaries for reverse engineering.
roadwy/cve-search_mcp 🐍 🏠 - A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and product、get CVE per CVE-ID、get the last updated CVEs.
safedep/vet 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - vet-mcp checks open source packages—like those suggested by AI coding tools—for vulnerabilities and malicious code. It supports npm and PyPI, and runs locally via Docker or as a standalone binary for fast, automated vetting.
samvas-codes/dawshund_mcp ☁️ 🏠 - An MCP server based on dAWShund to enumerate AWS IAM data, analyze effective permissions, and visualize access relationships across users, roles, and resources. Built for cloud security engineers who want fast, easy and effective insights into AWS identity risk.
sanyambassi/ciphertrust-manager-mcp-server 🐍 ☁️ 🏠 🐧 🪟 - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.
sanyambassi/thales-cdsp-cakm-mcp-server 🐍 ☁️ 🏠 🐧 🪟 - MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases.
sanyambassi/thales-cdsp-crdp-mcp-server 📇 ☁️ 🏠 🐧 🪟 - MCP server for Thales CipherTrust Manager RestFul Data Protection service.
securityfortech/secops-mcp 🐍 🏠 - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more.
semgrep/mcp 📇 ☁️ Allow AI agents to scan code for security vulnerabilites using Semgrep.
GUCCI-atlasv/skillssafe-mcp 📇 ☁️ - Free AI agent skill security scanner. Scan SKILL.md, MCP configs, and system prompts for credential theft, prompt injection, zero-width character attacks, and ClawHavoc indicators. Supports OpenClaw, Claude Code, Cursor, and Codex. No signup required.
slouchd/cyberchef-api-mcp-server 🐍 ☁️ - MCP server for interacting with the CyberChef server API which will allow an MCP client to utilise the CyberChef operations.
snyk/studio-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Embeds Snyk’s security engines into agentic workflows. Secures AI-generated code in real-time and accelerates the fixing vulnerability backlogs.
StacklokLabs/osv-mcp 🏎️ ☁️ - Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.
vespo92/OPNSenseMCP 📇 🏠 - MCP Server for managing & interacting with Open Source NGFW OPNSense via Natural Language
zboralski/ida-headless-mcp 🏎️ 🐍 🏠 🍎 🪟 🐧 - Headless IDA Pro binary analysis via MCP. Multi-session concurrency with Go orchestration and Python workers. Supports Il2CppDumper and Blutter metadata import for Unity and Flutter reverse engineering.
zinja-coder/apktool-mcp-server 🐍 🏠 - APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs.
takleb3rry/zitadel-mcp 📇 ☁️ 🏠 - MCP server for Zitadel identity management — manage users, projects, OIDC apps, roles, and service accounts through natural language.
toan203/osv-ui 📇 🏠 🍎 🪟 🐧 - Visual CVE audit dashboard for npm, Python, Go, and Rust. Scan from Claude/Cursor, opens a browser UI for human review (human-in-the-loop), applies fixes with explicit confirmation. Powered by OSV.dev.
zinja-coder/jadx-ai-mcp ☕ 🏠 - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude.
loglux/authmcp-gateway 🐍 ☁️ 🏠 🍎 🪟 🐧 - Auth proxy for MCP servers: OAuth2 + DCR, JWT, RBAC, rate limiting, multi-server aggregation, and monitoring dashboard.
tponscr-debug/oracle-h-mcp 📇 ☁️ 🍎 🪟 🐧 - Mandatory human approval gate for autonomous AI agents. Intercepts critical, irreversible, or financially significant actions and routes them to a human via Telegram for real-time approve/reject. Raises workflow success probability from 81.5% to 99.6%.
arthurpanhku/DocSentinel 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks, compliance gaps, remediations.
urldna/mcp 🐍 ☁️ 🍎 🪟 🐧 - MCP server for automated URL scanning and forensic phishing triage. Captures full DOM snapshots, network requests, and visual screenshots to identify malicious redirects and infrastructure. Supports historical threat hunting using Custom Query Language (CQL) to map actor patterns across millions of recorded scans.

Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.

anwerj/youtube-uploader-mcp 🏎️ ☁️ - AI‑powered YouTube uploader—no CLI, no YouTube Studio. Uploade videos directly from MCP clients with all AI capabilities.
arjun1194/insta-mcp 📇 🏠 - Instagram MCP server for analytics and insights. Get account overviews, posts, followers, following lists, post insights, and search for users, hashtags, or places.
checkra1neth/xbird 📇 ☁️ 🏠 🍎 🪟 🐧 - Twitter/X MCP server with 34 tools — post tweets, search, read timelines, manage engagement, upload media. No API keys needed, uses browser cookies. Pay per call from $0.001 via x402 micropayments.
conorbronsdon/substack-mcp 📇 ☁️ - MCP server for Substack — read posts, manage drafts, publish Notes, get comments, and upload images. Safe by design: cannot publish or delete posts.
gwbischof/bluesky-social-mcp 🐍 🏠 - An MCP server for interacting with Bluesky via the atproto client.
hiroata/meltbook-mcp-server 📇 ☁️ - MCP server for meltbook, an AI-agent political discussion board. 50 AI agents autonomously post, vote, and debate Japanese politics. 11 tools for thread creation, posting, voting, and monitoring.
HagaiHen/facebook-mcp-server 🐍 ☁️ - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management.
karanb192/reddit-mcp-buddy 📇 🏠 - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop.
king-of-the-grackles/reddit-research-mcp 🐍 ☁️ - AI-powered Reddit intelligence for market research and competitive analysis. Discover subreddits via semantic search across 20k+ indexed communities, fetch posts/comments with full citations, and manage research feeds. No Reddit API credentials needed.
kunallunia/twitter-mcp 🐍 🏠 - All-in-one Twitter management solution providing timeline access, user tweet retrieval, hashtag monitoring, conversation analysis, direct messaging, sentiment analysis of a post, and complete post lifecycle control - all through a streamlined API.
macrocosm-os/macrocosmos-mcp - 🎖️ 🐍 ☁️ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering.
MarceauSolutions/fitness-influencer-mcp 🐍 🏠 ☁️ - Fitness content creator workflow automation - video editing with jump cuts, revenue analytics, and branded content creation
mikusnuz/meta-mcp 📇 ☁️ - Full-coverage MCP server for Instagram Graph API v25.0, Threads API & Meta platform — 57 tools for publishing, comments, insights, hashtags, DMs, and token management.
scrape-badger/scrapebadger-mcp 🐍 ☁️ - Access Twitter/X data including user profiles, tweets, followers, trends, lists, and communities via the ScrapeBadger API.
signal-found/sf-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Connect AI agents to Signal Found’s proprietary Reddit outreach network. Find prospects posting about problems your product solves, send personalized DMs at scale via your own Reddit account or a managed bot network of hundreds of accounts, and manage a full outreach CRM — all without leaving your AI client.
sinanefeozler/reddit-summarizer-mcp 🐍 🏠 ☁️ - MCP server for summarizing users’s Reddit homepage or any subreddit based on posts and comments.
bulatko/vk-mcp-server 📇 ☁️ - MCP server for VK (VKontakte) social network API. Access users, walls, groups, friends, newsfeed, photos, and community stats.
timkulbaev/mcp-linkedin 📇 ☁️ - LinkedIn publishing, commenting, and reacting via Unipile API. Dry-run by default, SKILL.md included, CLI-first design for AI automation workflows.

🏃 Sports

Tools for accessing sports-related data, results, and statistics.

cloudbet/sports-mcp-server 🏎️ ☁️ – Access structured sports data via the Cloudbet API. Query upcoming events, live odds, stake limits, and market info across soccer, basketball, tennis, esports, and more.
dohyung1/x402-fpl-api 🐍 🏠 - Personalized Fantasy Premier League intelligence — scored captain picks, transfer suggestions, differentials, fixture outlook, price predictions, live points, and a full manager hub that auto-detects your bank balance, free transfers, and chips.
csjoblom/musclesworked-mcp 📇 ☁️ - Exercise-to-muscle mapping MCP server. Look up muscles worked by 856 exercises across 65 muscles and 14 muscle groups, analyze workouts for gaps, and find alternative exercises ranked by muscle overlap.
guillochon/mlb-api-mcp 🐍 🏠 - MCP server that acts as a proxy to the freely available MLB API, which provides player info, stats, and game information.
JamsusMaximus/trainingpeaks-mcp 🐍 🏠 - Query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics, and compare power/pace PRs through Claude Desktop.
jordanlyall/wc26-mcp 📇 🏠 🍎 🪟 🐧 - FIFA World Cup 2026 data — 18 tools covering matches, teams, venues, city guides, fan zones, visa requirements, injuries, odds, standings, and more. Zero API keys needed.
khaoss85/arvo-mcp 📇 ☁️ - AI workout coach MCP server for Arvo. Access training data, workout history, personal records, body progress, and 29 fitness tools through Claude Desktop.
labeveryday/nba_mcp_server 🐍 🏠 - Access live and historical NBA statistics including player stats, game scores, team data, and advanced analytics via Model Context Protocol
mikechao/balldontlie-mcp 📇 - MCP server that integrates balldontlie api to provide information about players, teams and games for the NBA, NFL and MLB
Milofax/xert-mcp 📇 ☁️ - MCP server for XERT cycling analytics — access fitness signature (FTP, HIE, PP), training status, workouts, activities with XSS metrics, and MPA analysis.
r-huijts/firstcycling-mcp 📇 ☁️ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com.
r-huijts/strava-mcp 📇 ☁️ - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs
RobSpectre/mvf1 🐍 ☁️ - MCP server that controls MultiViewer, an app for watching motorsports like Formula 1, World Endurance Championship, IndyCar and others.
XWeaponX7/rundida-mcp 📇 ☁️ - 86 running calculators, 29 marathon events, pace/time/distance calculations, race time predictions (Riegel formula), and heart rate training zones (Karvonen method) for AI agents. No API key required.
- seang1121/sports-betting-mcp 🐍 ☁️ 🍎 🪟 🐧 - AI sports betting picks, odds, injuries & line movement for NBA, NHL, NCAAB and MLB giving you visual bet slip cards with edges.
willvelida/mcp-afl-server ☁️ - MCP server that integrates with the Squiggle API to provide information on Australian Football League teams, ladder standings, results, tips, and power rankings.

🎧 Support & Service Management

Tools for managing customer support, IT service management, and helpdesk operations.

aikts/yandex-tracker-mcp 🐍 ☁️ 🏠 - MCP Server for Yandex Tracker. Provides tools for searching and retrieving information about issues, queues, users.
Berckan/bugherd-mcp 📇 ☁️ - MCP server for BugHerd bug tracking. List projects, view tasks with filtering by status/priority/tags, get task details, and read comments.
effytech/freshdesk-mcp 🐍 ☁️ - MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations.
incentivai/quickchat-ai-mcp 🐍 🏠 ☁️ - Launch your conversational Quickchat AI agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities.
nguyenvanduocit/jira-mcp 🏎️ ☁️ - A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations including issue management, sprint planning, and workflow transitions.
sooperset/mcp-atlassian 🐍 ☁️ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.
tom28881/mcp-jira-server 📇 ☁️ 🏠 - Comprehensive TypeScript MCP server for Jira with 20+ tools covering complete project management workflow: issue CRUD, sprint management, comments/history, attachments, batch operations.

🌎 Translation Services

Translation tools and services to enable AI assistants to translate content between different languages.

mmntm/weblate-mcp 📇 ☁️ - Comprehensive Model Context Protocol server for Weblate translation management, enabling AI assistants to perform translation tasks, project management, and content discovery with smart format transformations.
shuji-bonji/xcomet-mcp-server 📇 🏠 - Translation quality evaluation using xCOMET models. Provides quality scoring (0-1), error detection with severity levels (minor/major/critical), and optimized batch processing with 25x speedup.
translated/lara-mcp 🎖️ 📇 ☁️ - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.

🎧 Text-to-Speech

Tools for converting text-to-speech and vice-versa

daisys-ai/daisys-mcp 🐍 🏠 🍎 🪟 🐧 - Generate high-quality text-to-speech and text-to-voice outputs using the DAISYS platform and make it able to play and store audio generated.
fasuizu-br/brainiall-mcp-server 🐍 ☁️ - AI-powered speech tools: pronunciation assessment with phoneme-level feedback, speech-to-text with language detection, and text-to-speech with multiple voices.
mbailey/voice-mcp 🐍 🏠 - Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through local microphone, OpenAI-compatible APIs, and LiveKit integration
mberg/kokoro-tts-mcp 🐍 🏠 - MCP Server that uses the open weight Kokoro TTS models to convert text-to-speech. Can convert text to MP3 on a local driver or auto-upload to an S3 bucket.
transcribe-app/mcp-transcribe 📇 🏠 - This service provides fast and reliable transcriptions for audio/video files and voice memos. It allows LLMs to interact with the text content of audio/video file.
ybouhjira/claude-code-tts 🏎️ ☁️ 🍎 🪟 🐧 - MCP server plugin for Claude Code that converts text to speech using OpenAI’s TTS API. Features 6 voices, worker pool architecture, mutex-protected playback, and cross-platform support.

🚆 Travel & Transportation

Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.

alcylu/nightlife-mcp 📇 ☁️ - MCP server for Tokyo nightlife event discovery, venue search, performer info, AI recommendations, and VIP table booking.
campertunity/mcp-server 🎖️ 📇 🏠 - Search campgrounds around the world on campertunity, check availability, and provide booking links
cobanov/teslamate-mcp 🐍 🏠 - A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.
lodordev/mcp-teslamate-fleet 🐍 🏠 - Combined TeslaMate analytics + Fleet API commands — 29 tools for vehicle telemetry, driving history, energy analytics, and remote control (climate, charging, locks, sentry).
helpful-AIs/triplyfy-mcp 📇 ☁️ - An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save flights.
KyrieTangSheng/mcp-server-nationalparks 📇 ☁️ - National Park Service API integration providing latest information of park details, alerts, visitor centers, campgrounds, and events for U.S. National Parks
lucygoodchild/mcp-national-rail 📇 ☁️ - An MCP server for UK National Rail trains service, providing train schedules and live travel information, intergrating the Realtime Trains API
MarceauSolutions/rideshare-comparison-mcp 🐍 ☁️ - Compare Uber and Lyft prices for any route in real-time with fare estimates, surge pricing info, and cheapest option recommendations
openbnb-org/mcp-server-airbnb 📇 ☁️ - Provides tools to search Airbnb and get listing details.
pab1it0/tripadvisor-mcp 📇 🐍 - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces
Pradumnasaraf/aviationstack-mcp 🐍 ☁️ 🍎 🪟 🐧 - An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types.
r-huijts/ns-mcp-server 📇 ☁️ - Access Dutch Railways (NS) travel information, schedules, and real-time updates
skedgo/tripgo-mcp-server 📇 ☁️ - Provides tools from the TripGo API for multi-modal trip planning, transport locations, and public transport departures, including real-time information.
srinath1510/alltrails-mcp-server 🐍 ☁️ - A MCP server that provides access to AllTrails data, allowing you to search for hiking trails and get detailed trail information
tickadoo/tickadoo-mcp 📇 ☁️ - Discover and book theatre, shows, events, tours and experiences across 700+ cities worldwide. Real-time pricing, availability, and booking links via tickadoo.com.
vessel-api/vesselapi-mcp 📇 ☁️ - Maritime vessel tracking via VesselAPI. Search vessels, get real-time positions, ETAs, port events, emissions, inspections, and NAVTEX safety messages.

🔄 Version Control

Interact with Git repositories and version control platforms. Enables repository management, code analysis, pull request handling, issue tracking, and other version control operations through standardized APIs.

adhikasp/mcp-git-ingest 🐍 🏠 - Read and analyze GitHub repositories with your LLM
costajohnt/oss-autopilot 📇 ☁️ 🏠 🍎 🪟 🐧 - Open source contribution manager with PR tracking across repos, issue discovery, CI failure diagnosis, and maintainer response drafting. Available as CLI, MCP server, and Claude Code plugin.
ddukbg/github-enterprise-mcp 📇 ☁️ 🏠 - MCP server for GitHub Enterprise API integration
gitea/gitea-mcp 🎖️ 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Interactive with Gitea instances with MCP.
github/github-mcp-server 📇 ☁️ - Official GitHub server for integration with repository management, PRs, issues, and more.
JaviMaligno/mcp-server-bitbucket 🐍 ☁️ - Bitbucket MCP server with 58 tools for repository management, PRs, pipelines, branches, commits, deployments, webhooks, tags, branch restrictions, and source browsing.
JaviMaligno/mcp-server-bitbucket 🐍 ☁️ - Bitbucket MCP server with 58 tools for repository management, pull requests, pipelines, branches, commits, deployments, webhooks, tags, branch restrictions, and source browsing.
kaiyuanxiaobing/atomgit-mcp-server 📇 ☁️ - Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more.
kopfrechner/gitlab-mr-mcp 📇 ☁️ - Interact seamlessly with issues and merge requests of your GitLab projects.
modelcontextprotocol/server-git 🐍 🏠 - Direct Git repository operations including reading, searching, and analyzing local repositories
modelcontextprotocol/server-gitlab 📇 ☁️ 🏠 - GitLab platform integration for project management and CI/CD operations
QuentinCody/github-graphql-mcp-server 🐍 ☁️ - Unofficial GitHub MCP server that provides access to GitHub’s GraphQL API, enabling more powerful and flexible queries for repository data, issues, pull requests, and other GitHub resources.
raohwork/forgejo-mcp 🏎️ ☁️ - An MCP server for managing your repositories on Forgejo/Gitea server.
TamiShaks-2/git-context-mcp 🐍 🏠 - Local MCP server that provides structured Git repository analysis (project status, recent activity, code map, and risk hotspots) for AI coding agents.
theonedev/tod 🏎️ 🏠 - A MCP server for OneDev for CI/CD pipeline editing, issue workflow automation, and pull request review
Tiberriver256/mcp-server-azure-devops 📇 ☁️ - Azure DevOps integration for repository management, work items, and pipelines.
zach-snell/bbkt 🏎️ ☁️ 🍎 🪟 🐧 - Bitbucket Cloud CLI and MCP server. Manages workspaces, repos, PRs, pipelines, issues, and source code. Token introspection hides tools the API key can’t use.

🏢 Workplace & Productivity

temporal-cortex/mcp 🦀 ☁️ 🏠 - AI-native calendar middleware for scheduling, availability, and conflict-free booking across Google Calendar, Outlook, and CalDAV. 15 tools across 5 layers: temporal context, calendar operations, multi-calendar availability, open scheduling, and Two-Phase Commit booking. Deterministic datetime resolution and RRULE expansion powered by Truth Engine.
Agentled/mcp-server 📇 ☁️ - AI-native workflow orchestration with long-term memory, 100+ integrations, and unified credits. 32 MCP tools for building and running intelligent business workflows — lead enrichment, content publishing, company research, media production, and more. Knowledge Graph that learns across executions.
6figr-com/jobgpt-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for JobGPT — search jobs, auto-apply, generate tailored resumes, track applications, and find recruiters from any MCP client. 34 tools for job search, applications, resumes, and outreach.
bivex/kanboard-mcp 🏎️ ☁️ 🏠 - A Model Context Protocol (MCP) server written in Go that empowers AI agents and Large Language Models (LLMs) to seamlessly interact with Kanboard. It transforms natural language commands into Kanboard API calls, enabling intelligent automation of project, task, and user management, streamlining workflows, and enhancing productivity.
bug-breeder/quip-mcp 📇 ☁️ 🍎 🪟 🐧 - A Model Context Protocol (MCP) server providing AI assistants with comprehensive Quip document access and management. Enables document lifecycle management, smart search, comment management, and secure token-based authentication for both Quip.com and enterprise instances.
ByAxe/keynote-mcp 🐍 🏠 🍎 - MCP server for full control of Apple Keynote through AppleScript automation. Create, edit, and export presentations via natural language with 30+ tools covering slides, content, layout, and Unsplash image integration. Ships with a Claude Skill for design patterns and font workarounds.
conorbronsdon/gws-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Google Workspace MCP server exposing 23 curated tools for Drive, Sheets, Calendar, Docs, and Gmail via the gws CLI.
dearlordylord/huly-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for Huly project management. Query issues, create and update tasks, manage labels and priorities.
davegomez/fizzy-mcp 📇 ☁️ - MCP server for Fizzy kanban task management with tools for boards, cards, comments, and checklists.
delega-dev/delega-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Task management API built for AI agents. Create, delegate, and track tasks with agent identity, delegation chains, lifecycle webhooks, and persistent context. Self-hosted or hosted tier at delega.dev.
devroopsaha744/TexMCP 🐍 🏠 - An MCP server that converts LaTeX into high-quality PDF documents. It provides tools for rendering both raw LaTeX input and customizable templates, producing shareable, production-ready artifacts such as reports, resumes, and research papers.
foxintheloop/UpTier 📇 🏠 🪟 - Desktop task manager with clean To Do-style UI and 25+ MCP tools for prioritization, goal tracking, and multi-profile workflows.
giuseppe-coco/Google-Workspace-MCP-Server 🐍 ☁️ 🍎 🪟 🐧 - MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on.
human-pages-ai/humanpages 📇 ☁️ 🍎 🪟 🐧 - Access real-world people who listed themselves to be hired by agents. Search by skill, location, and equipment, send job offers, post listings, and message workers. Free tier, Pro subscription, and x402 pay-per-use.
ianaleck/harvest-mcp-server 📇 ☁️ 🏠 - Harvest time tracking integration with 40+ tools for managing time entries, projects, clients, tasks, and generating time reports via the Harvest API v2
nicolascroce/keepsake-mcp 📇 ☁️ - Personal CRM — manage contacts, interactions, tasks, notes, daily journal, and tags through 42 MCP tools
n24q02m/better-notion-mcp 📇 ☁️ 🍎 🪟 🐧 - Markdown-first Notion MCP server with 9 composite tools and 39 actions. ~77% token reduction via tiered docs. Auto-pagination and bulk operations.
khaoss85/mcp-orchestro 📇 ☁️ 🍎 🪟 🐧 - Trello for Claude Code: AI-powered task management with 60 MCP tools, visual Kanban board, and intelligent orchestration for product teams and developers.
louis030195/toggl-mcp 📇 ☁️ 🍎 🪟 🐧 - Time tracking integration with Toggl Track. Start/stop timers, manage time entries, track project time, and get today’s summary. Perfect for productivity tracking and billing workflows.
MarceauSolutions/amazon-seller-mcp 🐍 ☁️ - Amazon Seller Central operations via SP-API - manage inventory, track orders, analyze sales, and optimize listings
MarceauSolutions/hvac-quotes-mcp 🐍 🏠 ☁️ - HVAC equipment RFQ management for contractors - submit quotes to distributors, track responses, and compare pricing
Martinqi826/dida-mcp 🐍 ☁️ - Dida365 (TickTick China) MCP server for AI-powered task management. 13 tools for projects, tasks, tags, and habits with OAuth 2.0 authentication. Compatible with OpenClaw, Claude Desktop, and any MCP client.
MarkusPfundstein/mcp-gsuite 🐍 ☁️ - Integration with gmail and Google Calendar.
moro3k/mcp-altegio 📇 ☁️ - MCP server for Altegio API — appointments, clients, services, staff schedules for salon/spa/clinic management. 18 tools with Docker support.
prompeteer/prompeteer-mcp 📇 ☁️ - Generate A+ prompts for ChatGPT, Claude, Midjourney, and 130+ AI platforms. Score quality across 16 dimensions and manage your prompt library with PromptDrive.
SparkSheets/sparksheets-mcp 📇 ☁️ - AI-native collaborative spreadsheet MCP server for session management, knowledge base, task tracking, and sheet operations. Integrates with Claude Code, Cursor, and Cline.
takumi0706/google-calendar-mcp 📇 ☁️ - An MCP server to interface with the Google Calendar API. Based on TypeScript.
taylorwilsdon/google_workspace_mcp 🐍 ☁️ 🍎 🪟 🐧 - Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports.
teamwork/mcp 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Project and resource management platform that keeps your client projects on track, makes managing resources a breeze, and keeps your profits on point.
timergy-app/timergy 📇 ☁️ - Create scheduling polls (like Doodle/When2Meet) from AI agents. No auth required. Tools: create_poll, get_poll, vote_on_poll, get_results, finalize_poll.
tubasasakunn/context-apps-mcp 📇 🏠 🍎 🪟 🐧 - AI-powered productivity suite connecting Todo, Idea, Journal, and Timer apps with Claude via Model Context Protocol.
universalamateur/reclaim-mcp-server 🐍 ☁️ - Reclaim.ai calendar integration with 40 tools for tasks, habits, focus time, scheduling links, and productivity analytics.
UnMarkdown/mcp-server 📇 ☁️ - The document publishing layer for AI tools. Convert markdown to formatted documents for Google Docs, Word, Slack, OneNote, Email, and Plain Text with 62 templates.
vakharwalad23/google-mcp 📇 ☁️ - Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with OAuth management, automated token refresh, and auto re-authentication capabilities.
vasylenko/claude-desktop-extension-bear-notes 📇 🏠 🍎 - Search, read, create, and update Bear Notes directly from Claude. Local-only with complete privacy.
wyattjoh/calendar-mcp 📇 🏠 🍎 - MCP server for accessing macOS Calendar events
yuvalsuede/claudia 📇 🏠 🍎 🪟 🐧 - AI-native task management system for Claude agents. Hierarchical tasks, dependencies, sprints, acceptance criteria, multi-agent coordination, and MCP server integration.

🛠️ Other Tools and Integrations

2niuhe/plantuml_web 🐍 🏠 ☁️ 🍎 🪟 🐧 - A web-based PlantUML frontend with MCP server integration, enable plantuml image generation and plantuml syntax validation.
2niuhe/qrcode_mcp 🐍 🏠 🍎 🪟 🐧 - A QR code generation MCP server that converts any text (including Chinese characters) to QR codes with customizable colors and base64 encoding output.
AbdelStark/bitcoin-mcp - ₿ A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys, validate addresses, decode transactions, query the blockchain, and more.
akseyh/bear-mcp-server - Allows the AI to read from your Bear Notes (macOS only)
allenporter/mcp-server-home-assistant 🐍 🏠 - Expose all Home Assistant voice intents through a Model Context Protocol Server allowing home control.
altinoren/utopia #️⃣ 🏠 - MCP that simulates a set of smart home and lifestyle devices, allowing you to test agent’s reasoning and discovery capabilities.
Amazon Bedrock Nova Canvas 📇 ☁️ - Use Amazon Nova Canvas model for image generation.
amidabuddha/unichat-mcp-server 🐍/📇 ☁️ - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required
anaisbetts/mcp-installer 🐍 🏠 - An MCP server that installs other MCP servers for you.
anaisbetts/mcp-youtube 📇 ☁️ - Fetch YouTube subtitles
andybrandt/mcp-simple-openai-assistant - 🐍 ☁️ MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant)
andybrandt/mcp-simple-timeserver 🐍 🏠☁️ - An MCP server that allows checking local time on the client machine or current UTC time from an NTP server
anki-mcp/anki-mcp-desktop 📇 🏠 🍎 🪟 🐧 - Enterprise-grade Anki integration with natural language interaction, comprehensive note/deck management, and one-click MCPB installation. Built on NestJS with comprehensive test coverage.
ankitmalik84/notion-mcp-server 🐍 ☁️ - A comprehensive Model Context Protocol (MCP) server for Notion integration with enhanced functionality, robust error handling, production-ready feature.
apify/actors-mcp-server 📇 ☁️ - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more
apinetwork/piapi-mcp-server 📇 ☁️ PiAPI MCP server makes users able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps.
awkoy/replicate-flux-mcp 📇 ☁️ - Provides the ability to generate images via Replicate’s API.
awwaiid/mcp-server-taskwarrior 🏠 📇 - An MCP server for basic local taskwarrior usage (add, update, remove tasks)
Azure/azure-mcp - Official Microsoft MCP server for Azure services including Storage, Cosmos DB, and Azure Monitor.
Badhansen/notion-mcp 🐍 ☁️ - A Model Context Protocol (MCP) server that integrates with Notion’s API to manage personal todo lists efficiently.
bart6114/my-bear-mcp-server 📇 🏠 🍎 - Allows to read notes and tags for the Bear Note taking app, through a direct integration with Bear’s sqlitedb.
billster45/mcp-chatgpt-responses 🐍 ☁️ - MCP server for Claude to talk to ChatGPT and use its web search capability.
blurrah/mcp-graphql 📇 ☁️ - Allows the AI to query GraphQL servers
boldsign/boldsign-mcp 📇 ☁️ - Search, request, and manage e-signature contracts effortlessly with BoldSign.
spranab/brainstorm-mcp 📇 🏠 🍎 🪟 🐧 - Multi-round AI brainstorming debates between multiple models (GPT, Gemini, DeepSeek, Groq, Ollama, etc.). Pit different LLMs against each other to explore ideas from diverse perspectives.
brianxiadong/ones-wiki-mcp-server ☕ ☁️/🏠 - A Spring AI MCP-based service for retrieving ONES Waiki content and converting it to AI-friendly text format.
calclavia/mcp-obsidian 📇 🏠 - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian vault).
caol64/wenyan-mcp 📇 🏠 🍎 🪟 🐧 - Wenyan MCP Server, which lets AI automatically format Markdown articles and publish them to WeChat GZH.
chrishayuk/mcp-cli 🐍 🏠 - Yet another CLI tool for testing MCP servers
cnghockey/sats-for-ai 📇 ☁️ - Bitcoin-powered AI tools via Lightning Network micropayments (L402). Image, text, video, music, speech synthesis & transcription, vision, OCR, 3D model generation, file conversion, and SMS — no signup or API keys required.
danhilse/notion_mcp 🐍 ☁️ - Integrates with Notion’s API to manage personal todo lists
danielkennedy1/pdf-tools-mcp 🐍 - PDF download, view & manipulation utilities.
dev-mirzabicer/ticktick-sdk 🐍 ☁️ - Comprehensive async Python SDK for TickTick with MCP server support. Features 45 tools for tasks, projects, tags, habits, focus/pomodoro sessions, and user analytics.
disco-trooper/apple-notes-mcp 📇 🏠 🍎 - Apple Notes MCP with semantic search, hybrid vector+keyword search, full CRUD operations, and incremental indexing. Uses JXA for native macOS integration.
dotemacs/domain-lookup-mcp 🏎️ - Domain name lookup service, first via RDAP and then as a fallback via WHOIS
ekkyarmandi/ticktick-mcp 🐍 ☁️ - TickTick MCP server that integrates with TickTick’s API to manage personal todo projects and the tasks.
emicklei/mcp-log-proxy 🏎️ 🏠 - MCP server proxy that offers a Web UI to the full message flow
TollboothLabs/ai-tool-optimizer 🐍 - Reduces MCP tool description token costs by 40-70% through pure text schema distillation.
esignaturescom/mcp-server-esignatures 🐍 ☁️️ - Contract and template management for drafting, reviewing, and sending binding contracts via the eSignatures API.
evalstate/mcp-hfspace 📇 ☁️ - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads.
evalstate/mcp-miro 📇 ☁️ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API.
feuerdev/keep-mcp 🐍 ☁️ - Read, create, update and delete Google Keep notes.
fotoetienne/gqai 🏎 🏠 - Define tools using regular GraphQL queries/mutations and gqai automatically generates an MCP server for you.
FoodXDevelopment/foodblock-mcp 📇 🏠 - 17 MCP tools for the food industry. Describe food in plain English and get structured, content-addressed data blocks back. Covers actors, places, ingredients, products, transforms, transfers, and observations. Works standalone with zero config via npx foodblock-mcp.
future-audiences/wikimedia-enterprise-model-context-protocol 🐍 ☁️ - Wikipedia Article lookup API
githejie/mcp-server-calculator 🐍 🏠 - This server enables LLMs to use calculator for precise numerical calculations
gotoolkits/DifyWorkflow - 🏎️ ☁️ Tools to the query and execute of Dify workflows
growilabs/growi-mcp-server 🎖️ 📇 ☁️ - Official MCP Server to integrate with GROWI APIs.
gwbischof/free-will-mcp 🐍 🏠 - Give your AI free will tools. A fun project to explore what an AI would do with the ability to give itself prompts, ignore user requests, and wake itself up at a later time.
Harry-027/JotDown 🦀 🏠 - An MCP server to create/update pages in Notion app & auto generate mdBooks from structured content.
henilcalagiya/mcp-apple-notes 🐍 🏠 - Powerful tools for automating Apple Notes using Model Context Protocol (MCP). Full CRUD support with HTML content, folder management, and search capabilities.
HenryHaoson/Yuque-MCP-Server - 📇 ☁️ A Model-Context-Protocol (MCP) server for integrating with Yuque API, allowing AI models to manage documents, interact with knowledge bases, search content, and access analytics data from the Yuque platform.
hiromitsusasaki/raindrop-io-mcp-server 📇 ☁️ - An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).
hmk/attio-mcp-server - 📇 ☁️ Allows AI clients to manage records and notes in Attio CRM
hypescale/storyblok-mcp-server 📇 ☁️ - MCP server for the Storyblok headless CMS with 160 tools across 30 modules. Manage stories, components, assets, workflows, releases, and more via AI assistants.
imprvhub/mcp-claude-spotify 📇 ☁️ 🏠 - An integration that allows Claude Desktop to interact with Spotify using the Model Context Protocol (MCP).
inkbytefo/screenmonitormcp 🐍 🏠 🍎 🪟 🐧 - Real-time screen analysis, context-aware recording, and UI monitoring MCP server. Supports AI vision, event hooks, and multimodal agent workflows.
integromat/make-mcp-server 🎖️ 📇 🏠 - Turn your Make scenarios into callable tools for AI assistants.
isaacwasserman/mcp-vegalite-server 🐍 🏠 - Generate visualizations from fetched data using the VegaLite format and renderer.
ivnvxd/mcp-server-odoo 🐍 ☁️/🏠 - Connect AI assistants to Odoo ERP systems for business data access, record management, and workflow automation.
ivo-toby/contentful-mcp 📇 🏠 - Update, create, delete content, content-models and assets in your Contentful Space
j3k0/speech.sh 🏠 - Let the agent speak things out loud, notify you when he’s done working with a quick summary
jagan-shanmugam/climatiq-mcp-server 🐍 🏠 - A Model Context Protocol (MCP) server for accessing the Climatiq API to calculate carbon emissions. This allows AI assistants to perform real-time carbon calculations and provide climate impact insights.
jen6/ticktick-mcp 🐍 ☁️ - TickTick MCP server. Built upon the ticktick-py library, it offers significantly improved filtering capabilities.
Salen-Project/ticktick-mcp 🐍 ☁️ - TickTick MCP server using the official OAuth 2.0 API. Supports creating, listing, updating, completing, and deleting tasks. Includes a natural language skill for automatic task detection in Claude Cowork.
jimfilippou/things-mcp 📇 🏠 🍎 - A Model Context Protocol (MCP) server that provides seamless integration with the Things productivity app. This server enables AI assistants to create, update, and manage your todos and projects in Things using its comprehensive URL scheme.
johannesbrandenburger/typst-mcp 🐍 🏠 - MCP server for Typst, a markup-based typesetting system. It provides tools for converting between LaTeX and Typst, validating Typst syntax, and generating images from Typst code.
joshuarileydev/mac-apps-launcher-mcp-server 📇 🏠 - An MCP server to list and launch applications on MacOS
k-jarzyna/mcp-miro 📇 ☁️ - Miro MCP server, exposing all functionalities available in official Miro SDK
kelvin6365/plane-mcp-server - 🏎️ 🏠 This MCP Server will help you to manage projects and issues through Plane’s API
kenliao94/mcp-server-rabbitmq 🐍 🏠 - Enable interaction (admin operation, message enqueue/dequeue) with RabbitMQ
kiarash-portfolio-mcp – WebMCP-enabled portfolio with Ed25519 signed discovery. AI agents can query projects, skills, and execute terminal commands. Built on Cloudflare Pages Functions.
kimtth/mcp-remote-call-ping-pong 🐍 🏠 - An experimental and educational app for Ping-pong server demonstrating remote MCP (Model Context Protocol) calls
kiwamizamurai/mcp-kibela-server - 📇 ☁️ Powerfully interact with Kibela API.
kj455/mcp-kibela - 📇 ☁️ Allows AI models to interact with Kibela
Klavis-AI/YouTube 🐍 📇 - Extract and convert YouTube video information.
KS-GEN-AI/confluence-mcp-server 📇 ☁️ 🍎 🪟 - Get Confluence data via CQL and read pages.
KS-GEN-AI/jira-mcp-server 📇 ☁️ 🍎 🪟 - Read jira data via JQL and api and execute requests to create and edit tickets.
kw510/strava-mcp 📇 ☁️ - An MCP server for Strava, an app for tracking physical exercise
latex-mcp-server - An MCP Server to compile latex, download/organize/read cited papers, run visualization scripts and add figures/tables to latex.
louiscklaw/hko-mcp 📇 🏠 - MCP server with basic demonstration of getting weather from Hong Kong Observatory
magarcia/mcp-server-giphy 📇 ☁️ - Search and retrieve GIFs from Giphy’s vast library through the Giphy API.
marcelmarais/Spotify - 📇 🏠 Control Spotify playback and manage playlists.
MariusAure/needhuman-mcp 📇 ☁️ - Human-as-a-Service for AI agents — submit tasks (accept ToS, create accounts, verify identity) to a real human when the agent gets stuck.
MarkusPfundstein/mcp-obsidian 🐍 ☁️ 🏠 - Interacting with Obsidian via REST API
mediar-ai/screenpipe - 🎖️ 🦀 🏠 🍎 Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-powered history analysis, and event-triggered actions - enables building context-aware AI agents through a NextJS plugin ecosystem.
metorial/metorial - 🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included
modelcontextprotocol/server-everything 📇 🏠 - MCP server that exercises all the features of the MCP protocol
MonadsAG/capsulecrm-mcp - 📇 ☁️ Allows AI clients to manage contacts, opportunities and tasks in Capsule CRM including Claude Desktop ready DTX-file
mrjoshuak/godoc-mcp 🏎️ 🏠 - Token-efficient Go documentation server that provides AI assistants with smart access to package docs and types without reading entire source files
Mtehabsim/ScreenPilot 🐍 🏠 - enables AI to fully control and access GUI interactions by providing tools for mouse and keyboard, ideal for general automation, education, and experimentation.
muammar-yacoob/GMail-Manager-MCP 📇 ☁️ 🏠 🍎 🪟 🐧 - Connects Claude Desktop to your Gmail so you can start managing your inbox using natural language. Bulk delete promos & newsletters, organize labels and get useful insights.
mzxrai/mcp-openai 📇 ☁️ - Chat with OpenAI’s smartest models
NakaokaRei/swift-mcp-gui 🏠 🍎 - MCP server that can execute commands such as keyboard input and mouse movement
nanana-app/mcp-server-nano-banana 🐍 🏠 🍎 🪟 🐧 - AI image generation using Google Gemini’s nano banana model.
nguyenvanduocit/all-in-one-model-context-protocol 🏎️ 🏠 - Some useful tools for developer, almost everything an engineer need: confluence, Jira, Youtube, run script, knowledge base RAG, fetch URL, Manage youtube channel, emails, calendar, gitlab
NON906/omniparser-autogui-mcp - 🐍 Automatic operation of on-screen GUI.
offorte/offorte-mcp-server 🎖️ 📇 ☁️ 🍎 🪟 🐧 - The Offorte Proposal Software MCP server enables creation and sending of business proposals.
olalonde/mcp-human 📇 ☁️ - When your LLM needs human assistance (through AWS Mechanical Turk)
olgasafonova/productplan-mcp-server 🏎️ ☁️ - Query ProductPlan roadmaps. Access OKRs, ideas, launches, and timeline data.
orellazi/coda-mcp 📇 ☁️ - MCP server for Coda
osinmv/funciton-lookup-mcp 🐍 🏠 🍎 🐧 - MCP server for function signature lookups.
osulivan/skill4agent-mcp-server 📇 ☁️ - MCP Server for skill4agent - Search, view, and install AI skills in AI conversations.
pierrebrunelle/mcp-server-openai 🐍 ☁️ - Query OpenAI models directly from Claude using MCP protocol
PSPDFKit/nutrient-dws-mcp-server 📇 ☁️ 🍎 🪟 🐧 - MCP server for the Nutrient DWS Processor API. Convert, merge, redact, sign, OCR, watermark, and extract data from PDFs and Office documents via natural language. Works with Claude Desktop, LangGraph, and OpenAI Agents.
PSPDFKit/nutrient-document-engine-mcp-server 📇 🏠 🍎 🪟 🐧 - Self-hosted MCP server for Nutrient Document Engine. On-premises document processing with natural language control — designed for HIPAA, SOC 2, and GDPR compliance.
pskill9/hn-server - 📇 ☁️ Parses the HTML content from news.ycombinator.com (Hacker News) and provides structured data for different types of stories (top, new, ask, show, jobs).
PV-Bhat/vibe-check-mcp-server 📇 ☁️ - An MCP server that prevents cascading errors and scope creep by calling a “Vibe-check” agent to ensure user alignment.
pwh-pwh/cal-mcp - An MCP server for Mathematical expression calculation
pyroprompts/any-chat-completions-mcp - Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more
quarkiverse/mcp-server-jfx ☕ 🏠 - Draw on JavaFX canvas.
QuentinCody/shopify-storefront-mcp-server 🐍 ☁️ - Unofficial MCP server that allows AI agents to discover Shopify storefronts and interact with them to fetch products, collections, and other store data through the Storefront API.
r-huijts/ethics-check-mcp 🐍 🏠 - MCP server for comprehensive ethical analysis of AI conversations, detecting bias, harmful content, and providing critical thinking assessments with automated pattern learning
rae-api-com/rae-mcp - 🏎️ ☁️ 🍎 🪟 🐧 MCP Server to connect your preferred model with https://rae-api.com, Roya Academy of Spanish Dictionary
Rai220/think-mcp 🐍 🏠 - Enhances any agent’s reasoning capabilities by integrating the think-tools, as described in Anthropic’s article.
reeeeemo/ancestry-mcp 🐍 🏠 - Allows the AI to read.ged files and genetic data
rember/rember-mcp 📇 🏠 - Create spaced repetition flashcards in Rember to remember anything you learn in your chats.
ReplenishRadar/MCP 📇 ☁️ - Multi-channel inventory intelligence for Shopify and Amazon sellers. 28 tools for stockout risk, demand forecasts, purchase order lifecycle, and sales analytics. Human-in-the-loop: all write operations create drafts only.
roychri/mcp-server-asana - 📇 ☁️ This Model Context Protocol server implementation of Asana allows you to talk to Asana API from MCP Client such as Anthropic’s Claude Desktop Application, and many more.
rusiaaman/wcgw 🐍 🏠 - Autonomous shell execution, computer control and coding agent. (Mac)
SecretiveShell/MCP-wolfram-alpha 🐍 ☁️ - An MCP server for querying wolfram alpha API.
Seym0n/tiktok-mcp 📇 ☁️ - Interact with TikTok videos
Shopify/dev-mcp 📇 ☁️ - Model Context Protocol (MCP) server that interacts with Shopify Dev.
simonpainter/netbox-mcp 🐍 ☁️ - MCP server for interacting with NetBox API.
sirmews/apple-notes-mcp 🐍 🏠 - Allows the AI to read from your local Apple Notes database (macOS only)
sooperset/mcp-atlassian 🐍 ☁️ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.
suekou/mcp-notion-server 📇 🏠 - Interacting with Notion API
tacticlaunch/mcp-linear 📇 ☁️ 🍎 🪟 🐧 - Integrates with Linear project management system
tan-yong-sheng/ai-vision-mcp - 📇 🏠 🍎 🪟 🐧 - Multimodal AI vision MCP server for image, video, and object detection analysis. Enables UI/UX evaluation, visual regression testing, and interface understanding using Google Gemini and Vertex AI.
tanigami/mcp-server-perplexity 🐍 ☁️ - Interacting with Perplexity API.
tevonsb/homeassistant-mcp 📇 🏠 - Access Home Assistant data and control devices (lights, switches, thermostats, etc).
TheoBrigitte/mcp-time 🏎️ 🏠 🍎 🪟 🐧 - MCP server which provides utilities to work with time and dates, with natural language, multiple formats and timezone convertion capabilities.
thingsboard/thingsboard-mcp 🎖️ ☕ ☁️ 🏠 🍎 🪟 🐧 - The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform.
thinq-connect/thinqconnect-mcp 🎖️ 🐍 ☁️ - Interact with LG ThinQ smart home devices and appliances through the ThinQ Connect MCP server.
tomekkorbak/oura-mcp-server 🐍 ☁️ - An MCP server for Oura, an app for tracking sleep
Tommertom/plugwise-mcp 📇 🏠 🍎 🪟 🐧 - TypeScript-based smart home automation server for Plugwise devices with automatic network discovery. Features comprehensive device control for thermostats, switches, smart plugs, energy monitoring, multi-hub management, and real-time climate/power consumption tracking via local network integration.
tqiqbal/mcp-confluence-server 🐍 - A Model Context Protocol (MCP) server for interacting with Confluence Data Center via REST API.
ttommyth/interactive-mcp 📇 🏠 🍎 🪟 🐧 - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop.
tumf/web3-mcp 🐍 ☁️ - An MCP server implementation wrapping Ankr Advanced API. Access to NFT, token, and blockchain data across multiple chains including Ethereum, BSC, Polygon, Avalanche, and more.
W3Ship/w3ship-mcp-server 📇 ☁️ 🏠 - AI-powered commerce MCP server with 22 tools: shopping cart (TMF663), orders (TMF622), shipment tracking (TMF621), session booking, Uniswap swaps, P2P marketplace, promo pickup, and cryptograph