MCP directory
Tools
Approved MCP tools and integrations reviewed through MCP Find moderation.
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Browse topic hubsfirecrawl-mcp-server
Firecrawl MCP Server is the official integration of Firecrawl's web scraping and search capabilities into the MCP ecosystem. It enables AI assistants to search the web, scrape individual pages (including JavaScript-rendered content), and extract structured data from websites. Editor's Review: This is one of the most capable MCP servers for web data retrieval. Firecrawl's strength is handling modern websites that rely on client-side JavaScript rendering—a common pain point with traditional HTTP-based scraping. The MCP integration makes these capabilities accessible to any MCP-compatible AI assistant. For AI research workflows that need to gather information from the live web, firecrawl-mcp-server is an essential tool. Configuration requires a Firecrawl API key, and rate limits depend on your subscription tier.
@upstash/context7-mcp
Context7 is a specialized MCP server that provides extended context management for AI assistants. It maintains conversation context across long sessions, enabling AI models to reason about complex, multi-turn interactions without losing track of earlier exchanges. Editor's Review: Context7 solves a fundamental problem with LLM-based AI assistants—limited context windows. By intelligently managing what context to retain and how to retrieve it, Context7 enables AI assistants to maintain coherence over much longer interactions than would otherwise be possible. This is particularly valuable for complex debugging sessions, architectural design discussions, or any workflow where earlier decisions inform later ones. The server is well-documented and straightforward to configure. If you find that AI assistants lose track of your project details in long sessions, Context7 is one of the most practical solutions available.
mcp-use
mcp-use is an opinionated TypeScript framework for building MCP agents, clients, and servers. Built on top of the official @modelcontextprotocol/sdk, it adds structured patterns for authentication, error handling, and composable agent workflows. Editor's Review: mcp-use is the most practical choice for TypeScript developers building production MCP integrations. The framework makes sensible defaults while preserving escape hatches for customization. Notably, it supports ChatGPT Apps, Code Mode, OAuth, Notifications, Sampling, and Observability—covering most real-world MCP use cases in a single library. If you are building an MCP server in TypeScript, starting with mcp-use will save significant time compared to raw SDK usage.
exa-mcp-server
Exa MCP Server provides AI-native web search capabilities to MCP-compatible assistants. Unlike traditional search APIs that return keyword-matched results, Exa uses neural search to understand query intent and retrieve semantically relevant content. Editor's Review: Exa is particularly valuable for AI research and discovery workflows where you need to find conceptually relevant information rather than exact keyword matches. The neural search approach surfaces results that traditional search would miss, making it excellent for exploratory research tasks. Setup is straightforward with an Exa API key. The server handles rate limiting and pagination automatically. For AI assistants that need to research topics, generate reports, or find relevant resources across the web, Exa MCP Server is a significant capability upgrade over basic keyword search.
fastmcp
FastMCP is a Python framework for building high-performance MCP servers with minimal boilerplate. It emphasizes speed and simplicity, providing decorators and utilities that let developers create MCP servers from existing Python functions without understanding the full MCP protocol details. Editor's Review: FastMCP is the fastest path from Python function to MCP server. If you have existing Python code that you want to expose as MCP tools, FastMCP lets you do that with minimal additional code. The framework handles the protocol overhead, letting you focus on your tool's logic rather than MCP implementation details. Performance is a key design goal—FastMCP servers have lower latency than naive implementations, which matters for production deployments where tools are called frequently. For Python developers building MCP integrations, FastMCP is the recommended starting point.
mongodb-mcp-server
mongodb-mcp-server is a TypeScript/JavaScript server implementing the MongoDB Model Context Protocol, configurable via environment variables and command-line arguments.
@modelcontextprotocol/server-filesystem
An MCP server designed for filesystem access.
@modelcontextprotocol/sdk
TypeScript/JavaScript implementation of the Model Context Protocol (MCP).
browserbase/mcp-server-browserbase
Automate cloud-based browser interactions such as web navigation, data extraction, and form filling.
ezyang/codemcp
A Python coding agent with basic read, write, and command line tools, categorized as an MCP tool.
operative_sh/web-eval-agent
An MCP Server for autonomous web application debugging using browser agents, featuring web navigation, network traffic capture, console error collection, and end-to-end testing.
eat-pray-ai/yutu
A fully functional MCP server and CLI for automating YouTube operations.
juehang/vscode-mcp-server
An MCP Server enabling AI (e.g., Claude) to access VS Code workspace directory structures, linter issues, code files, and perform edits.
recursechat/mcp-server-apple-shortcuts
An MCP server integration with Apple Shortcuts, supporting workflow automation and MCP client integration.
automatalabs/mcp-server-playwright
An MCP server for browser automation using Playwright, offering capabilities like web interaction, screenshot capture, and JavaScript execution in browser contexts.
tumf/mcp-shell-server
A secure shell command execution server implementing the Model Context Protocol (MCP).
hanzili/comet-mcp
A tool to connect to Perplexity Comet browser for agentic web browsing, deep research, real-time task monitoring, and MCP client integration with workflow automation support.
cswkim/discogs-mcp-server
An MCP server designed to interact with the Discogs API.
hannesrudolph/imessage-query-fastmcp-mcp-server
An MCP server providing safe access to iMessage databases via Model Context Protocol (MCP), enabling LLMs to query and analyze conversations with phone number validation and attachment handling.
8enSmith/mcp-open-library
A MCP server integrating the Open Library API to enable AI assistants to search for book and author information, including details, covers, and photos.
kagan-sh/kagan
AI-powered Kanban TUI and MCP server for autonomous development workflows, orchestrating coding agents across task tracking, isolated git worktrees, review, and merge.
hono-mcp-server-sse-transport
A Server-Sent Events transport implementation for Hono and Model Context Protocol (MCP).
religa/multi-mcp
A Python tool for parallel multi-model code review, security analysis, and AI debate. Orchestrates LLMs like ChatGPT, Claude, and Gemini to compare outputs, build consensus, and perform OWASP Top 10 security checks.
sim-xia/skill-cortex-server
An MCP server enabling IDEs/CLIs to access Claude Code Skills capabilities, with features for skill discovery, indexing, and management.
hardik-id/azure-resource-graph-mcp-server
A Model Context Protocol (MCP) server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.
olostep/olostep-mcp-server
A web scraping, crawling, and search API that extracts content in Markdown/JSON, batch processes up to 10k URLs, and provides AI-powered answers with citations.
mrostamii/rancher-mcp-server
An MCP server for the Rancher ecosystem, supporting multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks), and Fleet GitOps tooling.
spyrae/claude-concilium
Multi-agent AI consultation framework for Claude Code, featuring three MCP servers wrapping CLI tools (Codex, Gemini, Qwen) for parallel code review, problem-solving, fallback chains, and error detection. Includes a ready-to-use Claude Code skill.
x51xxx/copilot-mcp-server
An MCP server connecting IDEs or AI assistants to GitHub Copilot CLI for code analysis, review, and batch processing.
bighippoman/intercept-mcp
A multi-tier fallback chain for fetching web content as clean markdown, supporting tweets, YouTube, arXiv, PDFs, and regular pages with 9 fallback strategies.
nnemirovsky/iwdp-mcp
An MCP server for iOS Safari debugging via ios-webkit-debug-proxy, providing full WebKit Inspector Protocol support including DOM, CSS, Network, Storage, and Debugger tools.
aparajithn/agent-scraper-mcp
A web scraping MCP server for AI agents, providing tools such as content extraction, structured scraping with CSS selectors, full-page screenshots via Playwright, link extraction, metadata extraction (OG/Twitter cards), and Google search. Includes a free tier with x402 micropay.
jaspertvdm/mcp-server-openai-bridge
A Python bridge connecting MCP to the OpenAI API, enabling access to models like GPT-4 and GPT-4o.
@laskarks/mcp-rag-node
A simple MCP RAG server implemented in TypeScript/JavaScript, utilizing the @modelcontextprotocol/sdk.
lharries/whatsapp-mcp
An MCP server for searching personal WhatsApp messages, contacts, and sending messages to individuals or groups.
executeautomation/playwright-mcp-server
A Model Context Protocol (MCP) server implementation for Playwright, enabling integration with automation tools.
@azure-devops/mcp
An MCP server for interacting with Azure DevOps, implemented in TypeScript/JavaScript and available as an npm package.
mcp-framework
A TypeScript framework for building Model Context Protocol (MCP) servers.
line/line-bot-mcp-server
An MCP server for integrating LINE Official Accounts, built with TypeScript/JavaScript.
carterlasalle/mac_messages_mcp
An MCP server that securely interfaces with the iMessage database via the Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations. Features include phone number validation, attachment processing, contact management, group chat handling, and support for sending/receiving messages.
diivi/aseprite-mcp
An MCP server that uses the Aseprite API to create pixel art.
@winor30/mcp-server-datadog
An MCP server for interacting with the Datadog API, implemented in TypeScript/JavaScript.
freema/firefox-devtools-mcp
Firefox browser automation tool using WebDriver BiDi for testing, scraping, and control, with support for snapshots, network monitoring, console capture, and screenshots.
wso2/fhir-mcp-server
A Model Context Protocol (MCP) server for FHIR APIs, enabling integration with FHIR servers to search, retrieve, create, update, and analyze clinical healthcare data with SMART-on-FHIR authentication support.
SureScaleAI/openai-gpt-image-mcp
An MCP server for OpenAI GPT image generation and editing, supporting create-image and edit-image operations with file or base64 output.
PatrickPalmer/MayaMCP
An MCP server implementation for Autodesk Maya.
particlefuture/MCPDiscovery
A tool for automatic discovery and configuration of MCP servers on local machines.
qiniu/qiniu-mcp-server
An MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage and media processing services.
wenhuwang/mcp-k8s-eye
An MCP server for Kubernetes management, cluster analysis, and application health monitoring.
mikechao/metmuseum-mcp
Integrates with the Metropolitan Museum of Art Collection API to search and display artworks in the collection.
OthmaneBlial/term_mcp_deepseek
A DeepSeek MCP-like server for terminal environments, featuring chat interface, AI integration, terminal command execution, MCP endpoints, and session management.
hashgraph-online/hashnet-mcp-js
MCP server for the Registry Broker, enabling discovery, registration, and chat with AI agents on the Hashgraph network.
molanojustin/smithsonian-mcp
An MCP server that provides AI assistants with access to the Smithsonian Institution's Open Access collections.
drakonkat/wizzy-mcp-tmdb
An MCP server for The Movie Database API, enabling AI assistants to search and retrieve movie, TV show, and person information.
jaspertvdm/mcp-server-ollama-bridge
A bridge connecting MCP to local Ollama LLM servers, enabling use of models like Llama, Mistral, and Qwen through MCP.
mikan-atomoki/text-to-model
A tool that converts natural language into 3D models in Fusion 360, supporting parametric workflows, CAD tools (sketches, extrudes, fillets), and MCP client integration.
trycourier/courier-mcp
A tool for building multi-channel notifications, sending messages, updating lists, and invoking automations within AI coding environments, with MCP client integration and workflow automation support.
pydantic/pydantic-ai/mcp-run-python
A tool to run Python code in a secure sandbox via MCP tool calls.
metatool-ai/metatool-app
MetaMCP is a unified middleware MCP server with a GUI for managing MCP connections.
rohitg00/kubectl-mcp-server
A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants to interact with clusters through natural language.
chaindead/telegram-mcp
A Python tool for Telegram API integration, enabling access to user data, dialog management (chats, channels, groups), message retrieval, sending, and read status handling.
mavdol/capsule/mcp-server
A tool to run untrusted Python and JavaScript code within WebAssembly sandboxes.
ckanthony/openapi-mcp
A Dockerized MCP server enabling AI agents to access APIs using existing OpenAPI documentation, with support for schema generation, secure API key management, and operation filtering.
MladenSU/cli-mcp-server
A command line interface (CLI) for MCP with secure execution, customizable security policies, and protection against vulnerabilities like path traversal and shell injection.
omni-mcp/isaac-sim-mcp
An MCP Server and extension enabling natural language control of NVIDIA Isaac Sim, Lab, and OpenUSD.
portainer/portainer-mcp
A powerful MCP server enabling AI assistants to interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring.
askbudi/roundtable
Meta-MCP server unifying multiple AI coding assistants via intelligent auto-discovery and standardized MCP interface, offering zero-configuration access to the AI coding ecosystem.
areweai/tsgram-mcp
TSgram MCP combines Telegram and Claude with local workspace access for mobile code reading, writing, and debugging on the go.
micl2e2/code-to-tree
A single-binary MCP server that converts source code into AST across languages.
Jovancoding/Network-AI
Multi-agent orchestration MCP server with race-condition-safe shared blackboard. Includes 20+ MCP tools for blackboard operations, agent management, FSM transitions, budget tracking, token management, and audit log queries. Install via npm and run with npx network-ai-server.
codefuturist/email-mcp
Unified MCP server for email management across Gmail, Outlook, iCloud, and IMAP/SMTP, providing tools for search, send, organize, and batch operations with OAuth2 and encrypted credential storage.
ooples/mcp-console-automation
Production-ready MCP server for AI-driven console automation and monitoring, featuring 40 tools for session management, SSH, testing, monitoring, and background jobs; comparable to Playwright for terminal applications.
wyattjoh/imessage-mcp
A Model Context Protocol (MCP) server for reading iMessage data from macOS, featuring message retrieval, chat listing, and contact management.
mcp-hello-world
A simple Hello World MCP server implemented in TypeScript/JavaScript, supporting the Model Context Protocol (MCP) with client-server functionality and STDIO mode.
misiektoja/kill-process-mcp
An MCP tool to list and terminate OS processes using natural language queries.
erikhoward/adls-mcp-server
An MCP server for Azure Data Lake Storage, enabling container management, file operations (read, write, upload, download), and file metadata management.
PhononX/cv-mcp-server
An MCP Server connecting AI Agents, enabling management of voice messages, conversations, folders, and AI actions.
Aganium/agenium
Aganium bridges MCP servers to the agent:// network, enabling DNS-like identity, discovery, and trust for AI agents. It makes tools discoverable and callable via agent:// URIs with mTLS, trust scores, and capability search.
rrmistry/tilt-mcp
A Model Context Protocol (MCP) server that integrates with Tilt to provide programmatic access to Tilt resources, logs, and management operations for Kubernetes development environments.
jaspertvdm/mcp-server-gemini-bridge
A Python bridge connecting MCP to the Google Gemini API, enabling access to Gemini Pro and Flash models.
preflight-dev/preflight
preflight is an MCP server for Claude Code that identifies vague prompts to reduce token waste, featuring 12-category prompt scorecards, session history search with LanceDB vectors, cross-service contract awareness, correction pattern learning, and cost estimation.
rplryan/x402-discovery-mcp
Runtime discovery layer for x402-payable APIs. Agents discover and route to pay-per-call x402 endpoints by capability, providing quality-ranked results with trust scores (0-100) and enabling pay-per-query via x402. Includes MCP server, Python SDK, and CLI.
arnstarn/mcp-server-spotinst
An MCP server for the Spot.io (Spotinst) API, offering 23 tools to manage Ocean clusters, VNGs, Elastigroups, costs, right-sizing, and logs across AWS and Azure with multi-account support.
gavxm/ani-mcp
MCP server for AniList providing taste-aware recommendations, watch analytics, social tools, and full list management.
microsoft/playwright-mcp
Official Microsoft Playwright MCP server enabling LLMs to interact with web pages through structured accessibility snapshots.
mcp-agent
mcp-agent is a Python tool for building effective agents using Model Context Protocol (MCP) and simple workflow patterns.
@notionhq/notion-mcp-server
Official MCP server for the Notion API, built with TypeScript/JavaScript.
hashicorp/terraform-mcp-server
The official Terraform MCP Server integrates with the Terraform ecosystem, enabling provider discovery, module analysis, Registry API integration, and workspace management for advanced Infrastructure as Code workflows.
rinadelph/Agent-MCP
A framework for building multi-agent systems using MCP, enabling coordinated AI collaboration with task management, shared context, and RAG capabilities.
co-browser/browser-use-mcp-server
An MCP server for browser-use with SSE transport, including a Dockerfile to run Chromium in Docker and a VNC server.
samuelgursky/davinci-resolve-mcp
An MCP server integration for DaVinci Resolve, offering tools for video editing, color grading, media management, and project control.
genomoncology/biomcp
Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info, implemented in Python.
blockrunai/blockrun-mcp
blockrun-mcp provides access to 30+ AI models (including GPT-5, Claude, Gemini, Grok, DeepSeek) without API keys, using pay-per-use x402 micropayments with USDC on the Base network.
pskill9/web-search
An MCP server enabling free web searches via Google results, requiring no API keys. Returns structured results with titles, URLs, descriptions, and supports configurable result counts, authentication, and MCP client integration.
1mcp/agent
A unified Model Context Protocol (MCP) server implementation that aggregates multiple MCP servers into a single interface, featuring OAuth 2.1 authentication, high performance, and easy configuration.
K-Dense-AI/claude-skills-mcp
K-Dense-AI/claude-skills-mcp is a Python tool providing intelligent search capabilities to enable models and clients to use like native.
eyalzh/browser-control-mcp
An MCP server paired with a browser extension that enables LLM clients to control the user's Firefox browser.
wyattjoh/jmap-mcp
A Model Context Protocol (MCP) server that enables interaction with JMAP email servers, built with Deno and the jmap-jam client library.
agentic-mcp-tools/owlex
AI council server that enables querying CLI agents (Claude Code, Codex, Gemini, OpenCode) in parallel with deliberation rounds.
JamesANZ/medical-mcp
An MCP server providing access to medical information, drug databases, and healthcare resources, enabling AI assistants to query medical data, drug interactions, and clinical guidelines.
bright8192/esxi-mcp-server
A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing REST API interfaces for virtual machine management.
ouvreboite/openapi-to-mcp
Lightweight MCP server to access APIs using OpenAPI specifications, supporting OAuth2 and full JSON schema parameters and request body.
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.
Data-Everything/mcp-server-templates
A unified MCP platform connecting apps, tools, and services via a single interface, suitable for local development or production agents.
eirikb/any-cli-mcp-server
Universal MCP server that converts CLI tools with --help output into MCP servers, featuring caching for performance.
thunderboltsid/mcp-nutanix
A Go-based MCP Server for interfacing with Nutanix Prism Central resources.
PhungXuanAnh/selenium-mcp-server
A Model Context Protocol (MCP) server that provides web automation capabilities through Selenium WebDriver, including web navigation, screenshots, and JavaScript execution.
tasopen/mcp-alphabanana
A local MCP server for generating image assets using Google Gemini models (Nano Banana 2/Pro). Supports transparent PNG/WebP output, exact resizing/cropping, up to 14 reference images, and Google Search grounding.
arikusi/deepseek-mcp-server
An MCP server for DeepSeek AI with support for chat, reasoning, multi-turn sessions, function calling, thinking mode, and cost tracking.
ammawla/encode-toolkit
An MCP server and Claude Plugin for the ENCODE Project, enabling search, download, tracking, and analysis of functional genomics experiments.
albertnahas/icogenie-mcp
AI-powered MCP server for generating production-ready SVG icons from text descriptions with customizable styles.
doctorm333/promptpilot-mcp-server
PromptPilot is a Model Context Protocol (MCP) server for AI media generation. It supports generating images, video, and audio via 20+ AI models, includes a prompt builder with style, lighting, camera, and mood presets, and offers batch generation.
x402-index/x402search-mcp
Search tool for 14,000+ x402-enabled HTTP APIs via keyword. Uses x402 micropayments on Base mainnet (no API keys) with a larger index than other x402 discovery layers.
mikusnuz/dynadot-mcp
An MCP server for the Dynadot domain registrar API, offering 60 tools for domain management tasks including search, registration, DNS, contacts, transfers, and marketplace operations.
bababoi-bibilabu/agent-mq
agent-mq is a message queue for AI coding assistants, enabling message exchange between AI agents (e.g., Claude Code, Cursor, Codex) across sessions and machines. Features UUID-based authentication and self-hosting.
HanSur94/matlab-mcp-server-python
A Python MCP server connecting AI agents to MATLAB, enabling code execution, async jobs with progress reporting, interactive Plotly plots, custom .m function exposure, and live monitoring via a dashboard.
FantomaSkaRus1/telegram-bot-mcp
A full-featured Telegram Bot API MCP server built with TypeScript/JavaScript, offering 174 tools covering the entire Bot API.
ahujasid/blender-mcp
An MCP server for Blender that enables two-way communication with Claude AI, supporting 3D object manipulation, material control, scene inspection, and execution of Python code in Blender.
google_workspace_mcp
The Google Workspace MCP server gives AI assistants direct access to Google Drive files, Docs, Sheets, and Slides. It enables AI to read documents, search Drive content, and create or modify files within your Google Workspace. Editor's Review: This is one of the most practical MCP integrations for enterprise and productivity-focused developers. The ability to have AI read your internal documentation, summarize Google Docs, or extract data from Sheets without manual copy-pasting significantly streamlines knowledge workflows. Configuration requires OAuth credentials and proper Drive scope setup, which can be non-trivial for organizations with strict security policies. Once configured, the integration is reliable and well-documented. Best suited for developers who live within Google Workspace and want AI assistance that understands their existing document ecosystem.
jau123/MeiGen-AI-Design-MCP
An MCP server for AI image generation and editing, featuring a curated prompt library (1,500+), smart prompt enhancement, and multi-provider routing (local ComfyUI, MeiGen Cloud, OpenAI-compatible APIs).
zubeid-youtube-mcp-server
An MCP (Model Context Protocol) server implementation for YouTube, built with TypeScript/JavaScript. Integrates with AI services like Claude, available as an npm package.
silenceper/mcp-k8s
AI-driven Kubernetes resource management tool enabling natural language interaction to operate native and custom resources (CRD), with read/write operations and Helm releases management via kubeconfig.
VeriTeknik/pluggedin-mcp-proxy
A proxy server that unifies multiple MCP servers into a single interface, providing discovery and management of tools, prompts, resources, and templates, plus a debugging playground for MCP server development.
BV-Venky/excalidraw-architect-mcp
A tool to generate Excalidraw architecture diagrams with auto-layout, architecture-aware component styling, stateful editing, and 50+ technology mappings. No API keys required.
fradser/mcp-server-apple-reminders
An MCP server for interacting with Apple Reminders on macOS, written in TypeScript/JavaScript.
yuna0x0/anilist-mcp
A MCP server integrating the AniList API to provide anime and manga information, including search, detailed media info, user profiles, and dual transport support (HTTP/STDIO).
GenWaveLLC/svgmaker-mcp
A tool for AI-driven SVG generation and editing using natural language, featuring real-time updates and secure file handling.
discourse/discourse-mcp
Official Discourse MCP server for forum integration, enabling topic search, post reading, category/tag management, user discovery, and community interaction.
@mcp-it/fastify
A tool to automatically generate MCP (Model Context Protocol) tools from Fastify API routes, featuring automatic route discovery, schema utilization, per-route configurations, and multiple transport support.
nihalxkumar/arch-mcp
An MCP server for Arch Linux that integrates with the Arch Wiki, AUR, and official repositories, providing AI-assisted features like package search, info, updates, secure installation, and PKGBUILD analysis for Arch and non-Arch systems.
OHNLP/omop_mcp
Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability. Features include vocabulary search, batch processing, and domain-specific vocabulary prioritization.
merterbak/Grok-MCP
An MCP server for xAI with agentic tool calling, image/video generation, vision capabilities, file support, and stateful conversations.
TwelveTake-Studios/reaper-mcp
An MCP server enabling AI assistants to control REAPER DAW for mixing, mastering, MIDI composition, and full music production with 129 tools.
Danielpeter-99/calcom-mcp
An MCP server for Calcom that enables managing event types, creating bookings, and accessing scheduling data via LLMs.
r-huijts/oorlogsbronnen-mcp
An API integration for accessing historical WWII records, photographs, and documents from the Netherlands (1940-1945) via Oorlogsbronnen, featuring natural language search, content type filtering, result control, and AI-friendly JSON responses.
aybelatchane/mcp-server-terminal
A Rust tool for interacting with TUI/CLI applications via a structured Terminal State Tree with element detection, described as 'Playwright for terminals'.
longevity-genie/synergy-age-mcp
An MCP server for the SynergyAge database, offering comprehensive search of synergistic and antagonistic genetic interactions in longevity, with categorized results, epistasis analysis, and external integrations (KEGG pathways, model databases).
irskep/persistproc
An MCP server and command line tool enabling agents to monitor and control long-running processes (e.g., web servers) through start, stop, restart, and log reading.
GittyBurstein/mermaid-mcp-server
An MCP server that converts local projects or GitHub repositories into Mermaid diagrams, rendered via Kroki. Features include safe local access boundaries, configurable limits, and portable output as images and PNG files.
antonio-mello-ai/mcp-proxmox
A tool to manage Proxmox VE clusters via AI assistants, supporting VMs, containers, snapshots, templates, cloud-init, firewall, and migrations with 29 tools and two-step confirmation for destructive operations.
isaac-levine/forage
A self-improving tool discovery tool for AI agents that searches registries, installs MCP servers as subprocesses, and persists tool knowledge across sessions without restarts.
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.
overpod/mcp-telegram
A Telegram MCP server using MTProto protocol, offering tools for reading chats, searching messages, downloading media, and managing contacts. Features QR code login, session persistence, and npx zero-install with a hosted version available.
antonio-mello-ai/mcp-pfsense
Manage pfSense firewalls through AI assistants, including firewall rules, DHCP leases/reservations, DNS overrides, gateway monitoring, ARP table, and service management. Features 17 tools with two-step confirmation for destructive operations.
thinkchainai/mcpbundles
mcpbundles enables creating custom tool bundles, connecting providers via OAuth or API keys, and managing integrations through a single MCP server with programmatic tool calling and UI for bundle/credential management.
hlydecker/ucsc-genome-mcp
An MCP server for interacting with the UCSC Genome Browser API, enabling discovery of genomes, chromosomes, and related data.
entire-vc/evc-spark-mcp
A tool for searching and discovering AI agents, skills, prompts, bundles, and MCP connectors from a curated catalog of 4500+ assets.
elevy99927/devops-mcp-webui
An MCP Server for Kubernetes integrated with Open-WebUI, enabling kubectl and helm operations through natural-language commands to bridge DevOps and non-technical teams.
jasonwilbur/oci-pricing-mcp
A tool providing Oracle Cloud Infrastructure pricing data, including 602 products, cost calculators, and cross-provider comparisons, with a one-command install for Claude.
zero-mcp
A zero-boilerplate, lightweight MCP server toolkit for TypeScript/JavaScript, enabling quick setup of MCP servers with minimal code.
loglux/whatsapp-mcp-stream
A WhatsApp MCP server over Streamable HTTP with a web admin UI for QR, status, and settings, bidirectional media upload/download, and SQLite persistence.
rupinder2/mcp-orchestrator
Central hub that aggregates tools from multiple MCP servers, featuring unified BM25/regex search, deferred loading, config-based server registration, tool namespacing, and flexible authentication.
Labs64/NetLicensing-MCP
Official Model Context Protocol (MCP) server for Labs64 NetLicensing. Provides a natural language interface that lets agentic applications manage the full software licensing lifecycle without writing custom API calls, built in Python.
conarti/mattermost-mcp
An MCP server for the Mattermost API, enabling channel listing, message read/post, thread and reaction management, and topic monitoring. Supports flexible configuration via CLI args, environment variables, or config files.
realwigu/mcp-doctor
mcp-doctor is a zero-config diagnostic tool for MCP servers. It auto-discovers configurations across Claude Code, Cursor, VS Code, Windsurf, and Claude Desktop, tests connections via JSON-RPC handshake, audits security issues, benchmarks latency, and can run as an MCP server itself.
erajasekar/ai-diagram-maker-mcp
An MCP server for generating flowcharts, sequence diagrams, ERDs, system architecture, UML, and other diagrams from natural language, code, ASCII, images, or Mermaid, with inline rendering via MCP Apps UI and editable diagram URLs.
ofershap/mcp-server-s3
A tool for AWS S3 operations including listing buckets, browsing objects, uploading/downloading files, and generating presigned URLs.
clawaimail/mcp
Email infrastructure for AI agents, enabling dynamic inbox creation, email sending/receiving, message search, and thread management via API.
mipiti-mcp
mipiti-mcp is an MCP server for Mipiti, an AI-powered security posture platform, built with Python.
comfyui-mcp-secure
A secure MCP server for ComfyUI with workflow inspection and audit logging.
ha-mcp-dev
Home Assistant MCP Server enabling control of Home Assistant through MCP, with support for authentication and workflow automation.
manusa/Kubernetes MCP Server
A Kubernetes MCP server with OpenShift support, offering CRUD operations for Kubernetes resources and specialized cluster interaction tools.
flux159/mcp-server-kubernetes
A TypeScript implementation for Kubernetes cluster operations, providing a unified kubectl API to manage pods, deployments, and services through operations like get, describe, create, apply, and delete.
TencentCloudBase/CloudBase-AI-ToolKit
One-stop backend services for WeChat Mini-Programs and full-stack apps, providing specialized MCP tools for serverless cloud functions, databases, and one-click deployment to production with China market access through the WeChat ecosystem.
kimtaeyoon83/mcp-server-youtube-transcript
MCP tool to fetch YouTube subtitles and transcripts for AI analysis, supporting multiple video URL formats, language-specific retrieval, ad filtering, and optional timestamps.
joinly-ai/joinly
An MCP server enabling AI agents to interact with browser-based meeting platforms (Zoom, Teams, Google Meet) by sending bots, gathering live transcripts, speaking text, and sending chat messages.
freema/openclaw-mcp
An MCP server for AI assistant integration, enabling Claude to delegate tasks to OpenClaw agents with sync/async tools, OAuth 2.1 authentication, and SSE transport for Claude.ai.
portel-dev/ncp
ncp orchestrates MCP ecosystems through intelligent discovery, eliminating token overhead while maintaining 98.2% accuracy.
jaipandya/producthunt-mcp-server
An MCP server for Product Hunt, enabling interaction with trending posts, comments, collections, users, and related content.
raveenb/fal-mcp-server
A Python MCP tool that generates AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude Desktop.
redis/mcp-redis-cloud
A tool to manage Redis Cloud resources using natural language, enabling database creation, subscription monitoring, and cloud deployment configuration via simple commands.
middy-mcp
Middy middleware for Model Context Protocol (MCP) server integration.
xcode-cli
xcode-cli is a command-line interface (CLI) for interacting with Xcode MCP (Model Context Protocol) tools from the terminal. Built with TypeScript/JavaScript, it supports MCP client integration, workflow automation, and prompt templates, and is available via npm.
brainctl
brainctl is a Python-based cognitive memory system for AI agents, providing episodic, semantic, and procedural memory with MCP server integration, full-text search, and optional vector search capabilities.
Cifero74/mcp-apple-music
A Python tool providing full Apple Music integration, including catalog search, personal library browsing, playlist management, and personalized recommendations.
ofershap/real-browser-mcp
An MCP server with a Chrome extension that enables AI agents to control the user's real browser, utilizing existing sessions, logins, and cookies without headless browsers or re-authentication.
yjcho9317/nworks
A CLI tool and MCP server for NAVER WORKS, offering 26 tools to manage messages, calendar, drive, mail, tasks, and boards. Enables AI agents to directly manage NAVER WORKS.
OverQuotaAI/chatterboxio-mcp-server
MCP server implementation for ChatterBox.io, enabling AI agents to deploy bots to online meetings (Zoom, Google Meet) and retrieve transcripts and recordings.
n24q02m/better-email-mcp
An IMAP/SMTP email MCP server with App Passwords (no OAuth2). Auto-discovers Gmail, Outlook, Yahoo, iCloud, and includes 5 composite tools: search, read, send, reply, forward. Supports multi-account use.
alpadalar/netops-mcp
A DevOps and networking MCP server providing network monitoring, system diagnostics, automation workflows, and infrastructure management with AI-powered operational insights.
samson-art/transcriptor-mcp
Transcriptor MCP is an MCP tool that generates transcripts and metadata for AI, summarization, and content analysis, supporting multiple platforms with features like subtitles, video metadata, Docker deployment, and optional Redis caching.
arikusi/nakkas
Nakkas is a Model Context Protocol (MCP) server that enables AI to create custom SVG artwork, with JSON-based configuration, support for animations, multiple SVG element types, gradients, filters, and PNG previews.
mcp-nexmem
NexMem is a plug-and-play MCP memory server that provides shared agent memory for teams, with support for pluggable database backends. It is implemented in Python.
mcp-zuul
An MCP server for Zuul CI providing read-only access to builds, logs, status, and jobs.
better-telegram-mcp
A production-grade MCP server for Telegram, supporting dual-mode Bot API and MTProto with a mega-tool pattern.
jasonwilbur/cloud-cost-mcp
cloud-cost-mcp is a multi-cloud pricing comparison tool supporting AWS, Azure, GCP, and OCI, with 2,700+ instance types. It provides real-time pricing via public APIs, workload calculators, and a migration savings estimator.
mnemo-mcp
Open-source MCP Server for persistent AI memory with embedded sync, featuring hybrid search, knowledge graph, and importance scoring.
Nebula-Block-Data/nebulablock-mcp-server
An MCP server that integrates with the fastmcp library to expose NebulaBlock API functionalities as accessible tools.
xcode-mcp-bridge
A CLI tool for interacting with Xcode MCP tools via the terminal.
bitcoin-mcp
An MCP server for Bitcoin, offering 47 tools for AI agents to reduce transaction fees with zero configuration.
ssh-licco
ssh-licco is an SSH Model Context Protocol Server that enables SSH functionality for AI models.
AgentHotspot
AgentHotspot MCP is a tool for searching, integrating, and monetizing MCP connectors via its marketplace, featuring natural language search, minimal dependencies, and MCP compatibility.
Leximo-AI/leximo-ai-call-assistant-mcp-server
An MCP server enabling AI-powered phone calls for tasks like booking reservations, scheduling appointments, and accessing call transcripts, with features for managing assignments, agents, and notifications.
NyxToolsDev/dicom-hl7-mcp-server
A Python-based MCP server for healthcare IT that bridges DICOM, HL7v2, and FHIR medical data standards. It offers cross-standard mapping, Mirth Connect channel generation, and vendor private tag decoding for medical imaging.
trackerfitness729-jpg/sitelauncher-mcp-server
A tool for deploying live HTTPS websites quickly, offering instant subdomains ($1 USDC) or custom .xyz domains ($10 USDC) on Base chain, with templates for crypto tokens and AI agent profiles.
pkotecha-eng/aria-mcp-server
](https://glama.ai/mcp/servers/pkotecha-eng/aria-mcp-server) - Clinical research MCP server for trial coordinators and life sciences teams. Real-time access to PubMed (35M+ papers) and ClinicalTrials.gov (400K+ trials). No API key required.
khglynn/spotify-bulk-actions-mcp
A Python tool for bulk Spotify operations, including confidence-scored song matching, batch playlist creation from CSV/podcast lists, and library exports to discover most-saved artists and albums.
Custodia-Admin/pagebolt-mcp
An MCP server providing capabilities for screenshots, PDF generation, OG image creation, and browser automation, integrated with Claude Desktop, Cursor, and Windsurf.
aparajithn/agent-deploy-dashboard-mcp
Unified deployment dashboard MCP server supporting Vercel, Render, Railway, and Fly.io, with tools for deploy status, logs, environment variables, rollback, and health checks.
ExpertVagabond/solmail-mcp
A tool for sending physical mail (letters, postcards) with Solana cryptocurrency payments. AI agents can compose, price, and send mail, featuring non-custodial wallet control and demo mode for testing.
awesome-mcp-servers
awesome-mcp-servers is the definitive curated list of Model Context Protocol servers and clients on GitHub. With over 84,000 stars, it serves as the community's primary discovery point for new MCP implementations. Editor's Review: This list is invaluable for staying current with the rapidly evolving MCP ecosystem. The maintainers actively categorize servers by use case—productivity, development, data retrieval, and more—making it easy to find relevant tools. Notably, inclusion in awesome-mcp-servers is a strong signal of community trust and project maturity. If you are evaluating MCP for your team, this list is your first stop. Be aware that because it is community-curated, quality varies; always verify that tools meet your security and reliability standards before production use.
TrendRadar
AI-driven public opinion and trend monitor with multi-platform aggregation, RSS support, and smart alerts. Integrates with MCP architecture for AI analysis, sentiment insight, and trend prediction, with multi-channel notifications.
LocalAI
LocalAI is a free, open-source alternative to proprietary AI services, designed for self-hosting and local-first use. It acts as a drop-in replacement, running on consumer-grade hardware without requiring a GPU, supporting various models and features including MCP, text, audio, image generation, and decentralized in...
agent-infra/mcp-server-browser
A browser automation tool using Puppeteer, supporting local and remote browser connections. Features include natural language control via Vision-Language Models, visual recognition, and cross-platform support.
github-mcp-server
GitHub's official MCP Server, implemented in Go.
xiaozhi-esp32
An MCP-based chatbot for ESP32, featuring voice interaction (ASR+LLM+TTS), offline wake-up, connectivity (Wi-Fi/4G), OPUS codec, speaker recognition, and display support.
n8n-mcp
Integration between n8n workflow automation and Model Context Protocol (MCP)
mcp-for-beginners
An open-source curriculum introducing Model Context Protocol (MCP) fundamentals through cross-language examples, focusing on practical techniques for building modular, scalable, and secure AI workflows.
Unity-MCP
unity-mcp bridges AI assistants (e.g., Claude, Cursor) with Unity Editor via a local MCP Client, enabling LLMs to manage assets, control scenes, edit scripts, and automate tasks.
cursor-talk-to-figma-mcp
MCP integration between AI agents (Cursor, Claude Code) and Figma, enabling programmatic reading and modification of designs.
XcodeBuildMCP
XcodeBuildMCP is a Model Context Protocol (MCP) server and CLI tool for agent use in iOS and macOS project development.
5ire
5ire is an MCP server that brings blockchain query capabilities to AI assistants. It enables AI models to interact with the 5ire blockchain network, query transaction history, and access on-chain data through natural language. Editor's Review: This is one of the most specialized MCP integrations available, purpose-built for Web3 developers and blockchain applications. The implementation demonstrates how MCP can extend AI capabilities into novel domains beyond traditional software tools. Setup requires a 5ire RPC endpoint, which adds configuration complexity compared to simpler MCP servers. For developers building AI-powered blockchain dashboards, analytics tools, or DeFi applications, 5ire provides a clean MCP interface to chain data.
@antv/mcp-server-chart
A Model Context Protocol (MCP) server for generating visual charts.
mcp-ai-forever
Enhanced MCP server for interactive user feedback and command execution in AI-assisted development, featuring dual Web UI and Desktop Application interfaces with cross-platform compatibility.
markdownify-mcp
A Model Context Protocol (MCP) server for converting various inputs to Markdown.
arxiv-mcp-server
A Python-based Model Context Protocol (MCP) server that enables searching, accessing, and locally storing arXiv research papers for use with LLM AI clients.
metamcp
metamcp is an MCP aggregator, orchestrator, middleware, and gateway packaged in a Docker container.
mcphub.nvim
mcphub.nvim is a Neovim plugin that provides an interface to mcphub.com, a marketplace for MCP servers. It allows Neovim users to browse, install, and manage MCP servers directly from their editor. Editor's Review: For Neovim users who want AI assistance through MCP, this plugin removes the manual configuration overhead. Instead of configuring MCP servers through JSON files, you can search the mcphub registry and install servers with a few keystrokes. The plugin is particularly useful for developers who frequently experiment with different MCP tools or who want to quickly evaluate new servers without leaving their editor. Note that mcphub.nvim is most useful when you already have an MCP-compatible AI assistant configured in Neovim.
pilot-shell
A professional development environment for Claude Code with enforced tests, preserved context, and automated quality.
mcp-unity
Model Context Protocol (MCP) plugin for Unity Editor, enabling integration with IDEs like Cursor, Claude Code, Codex, and Windsurf.
code-mode
A plug-and-play library enabling agents to call MCP and UTCP tools via code execution.
mcp-remote
mcp-remote is a remote proxy for the Model Context Protocol (MCP), enabling local clients to connect to remote servers via oAuth.
grafbase
Grafbase is a Rust-based GraphQL Federation Gateway supporting MCP (Model Context Protocol). Features include JWT authentication, rate limiting, entity caching, and OpenTelemetry integration for logs, traces, and metrics.
mysql_mcp_server
A Model Context Protocol (MCP) server enabling secure interaction with MySQL databases, supporting table resource listing, SQL query execution, and secure access via environment variables.
short-video-maker
A tool to create short videos for TikTok, Instagram Reels, and YouTube Shorts using the Model Context Protocol (MCP) and a REST API. Features include text prompt-based generation, text-to-speech, automatic captions, background video via Pexels, and music selection.
duaraghav8/MCPJungle
Self-hosted MCP Server registry for enterprise AI Agents, built with Go.
MCP-Bridge
MCP-Bridge is a Python middleware that provides an OpenAI-compatible endpoint to call MCP tools.
scira-mcp-chat
A minimalistic MCP client with MCP server integration, built-in tool support, reasoning model capabilities, and modern UI components using shadcn/ui, Tailwind CSS, and Next.js App Router. Developed in TypeScript.
octocode-mcp
octocode-mcp enables AI assistants to analyze GitHub repositories, extract code insights, and understand project structure through the GitHub API. It supports repository exploration, code search, issue tracking, and pull request analysis. Editor's Review: This MCP server fills a critical gap for AI-assisted code review and repository understanding. Rather than manually navigating repositories, you can ask AI to explore a codebase, identify patterns, or summarize the architecture of unfamiliar projects. The integration leverages GitHub's API, so rate limits and API availability apply. For development teams that work across many repositories or frequently onboard to new codebases, octocode-mcp significantly accelerates the understanding process. It pairs well with AI coding assistants that support MCP, letting you reason about GitHub repositories conversationally.
drift
Drift is a codebase intelligence tool for AI that detects patterns and conventions, remembers decisions across sessions, serves as an MCP server for any IDE, and includes an offline CLI.
obsidian-mcp-tools
Adds Obsidian integrations (semantic search, Templater prompts) to Claude or MCP clients, enabling AI access to vault notes with security.
cclsp
cclsp is an MCP server enabling access to LSP functionality, including Go to Definition, Find References, and multi-language support for TypeScript, Python, Go, and more.
agentic-flow
Production-ready AI agent orchestration platform with 66 specialized agents, 213 MCP tools, ReasoningBank learning memory, and autonomous multi-agent swarms. Built with Claude Agent SDK, neural networks, and GitHub integration.
abhiemj/manim-mcp-server
A local MCP server that generates animations using Manim. Executes Manim Python scripts, saves output to a media folder, supports temporary file cleanup, and is portable with environment variable configuration.
nwiizo/tfmcp
A Terraform MCP server enabling AI assistants to manage Terraform environments, including reading configurations, analyzing plans, applying changes, and managing state.
alfanous3-mcp
An MCP (Model Context Protocol) server that exposes the Alfanous Quranic search engine as tools and resources for AI assistants.
alexei-led/aws-mcp-server
A lightweight server enabling AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates in a secure Docker environment with multi-architecture support.
sxhxliang/mcp-access-point
A tool to convert web services into MCP servers with one-click setup, requiring no code changes. It enables seamless HTTP-to-MCP protocol conversion and supports dynamic configuration management.
ConstantineB6/comfy-pilot
An MCP server for ComfyUI that enables AI agents to view, edit, and run node-based image generation workflows with an embedded terminal.
nesquikm/mcp-rubber-duck
An MCP server that bridges multiple OpenAI-compatible LLMs, serving as an AI rubber duck debugging panel to explain problems and get diverse perspectives from various AI 'ducks'.
ollama-mcp
An MCP server for Ollama that exposes all Ollama SDK functionality through MCP tools.
jinzcdev/leetcode-mcp-server
An MCP server enabling automated access to LeetCode's programming problems, solutions, submissions, and public data. Supports optional authentication for user-specific features (e.g., notes) and works with leetcode.com (global) and leetcode.cn (China) sites.
ac.tandem/docs-mcp
A remote Model Context Protocol (MCP) server for Tandem that provides access to Tandem documentation, install guides, SDKs, workflows, and agent setup help. It supports capabilities including prompt templates, browser automation, GitHub integration, and workflow automation.
mcp-to-cli
A Python open source tool that converts Model Context Protocol (MCP) server tools into hierarchical CLI commands and AI agent skills.
gitmotion/ntfy-me-mcp
An MCP server for sending and fetching ntfy notifications from AI Agents to self-hosted ntfy servers, supporting secure token authentication, rich notifications, and real-time updates.
secure-mcp-gateway
A secure middleware gateway for the Model Context Protocol (MCP), built with Python, featuring async support and guardrails for AI model context management.
YangLiangwei/PersonalizationMCP
A comprehensive personal data aggregation MCP server with integrations for Steam, YouTube, Bilibili, Spotify, Reddit, and other platforms. Features OAuth2 authentication, automatic token management, and 90+ tools for gaming, music, video, and social platform data access.
@mcp-b/mcp-iframe
A custom element for exposing iframe MCP tools, resources, and prompts to a parent page.
Narasimhaponnada/mermaid-mcp
AI-powered tool for generating Mermaid diagrams with 22+ diagram types, 50+ pre-built templates, advanced layout engines, SVG/PNG/PDF exports, and integration with GitHub Copilot and Claude.
danmartuszewski/hop
hop is a fast SSH connection manager with a TUI dashboard and MCP server, enabling discovery, search, and command execution on remote hosts.
@rolexjs/mcp-server
MCP server for Rolex that exposes RDD role management as MCP tools.
@rollbar/mcp-server
MCP server for Rollbar error monitoring. Enables LLM clients to query error data and manage Rollbar projects through the Model Context Protocol with stdio transport support.
mitmproxy-mcp
mitmproxy-mcp is a Python-based MITM proxy manager with MCP integration.
StacklokLabs/ocireg-mcp
An SSE-based MCP server enabling LLM-powered applications to interact with OCI registries, providing tools for retrieving container image information, listing tags, and more.
gzoonet/cortex
Local-first knowledge graph for developers that watches project files, extracts entities and relationships via LLMs, and builds a queryable knowledge graph with a web dashboard and CLI. Includes 4 MCP tools: getstatus, listprojects, findentity, querycortex.
khan2a/telephony-mcp-server
An MCP Telephony server for automating voice calls with speech-to-text and speech recognition, summarizing conversations, sending/receiving SMS, detecting voicemail, and integrating with Vonage APIs. Receives and stores Vonage event callbacks, provides endpoints for event management, and runs as a separate service.
ferodrigop/forge
A terminal MCP server for AI coding agents, featuring persistent PTY sessions, ring-buffer incremental reads, headless xterm screen capture, multi-agent orchestration, and a real-time web dashboard.
austenstone/myinstants-mcp
A soundboard MCP server providing access to millions of meme sounds from myinstants.com, enabling search, playback, and category browsing for AI agents.
ai.com.mcp/contabo
HAPI MCP server dynamically exposes OpenAPI REST APIs as MCP tools for AI assistants
prism-scanner
A security scanner for AI Agent skills, plugins, and MCP servers, offering static analysis with taint tracking and residue detection.
protect-mcp
protect-mcp (scopeblind-gateway) is a Python-based security gateway for MCP that provides per-tool policies, Ed25519-signed receipts, and shadow mode functionality.
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 dynamically provisions 25+ MCP servers from a curated manifest.
docx-mcp-server
MCP server for reading and editing Word (.docx) documents, supporting track changes, comments, footnotes, and structural validation
carlosahumada89/govrider-mcp-server
An MCP server that matches tech products or consulting services to live government tenders, RFPs, grants, and frameworks from 25+ official sources worldwide.
Pantheon-Security/chrome-mcp-secure
Security-hardened Chrome automation tool with post-quantum encryption (ML-KEM-768 + ChaCha20-Poly1305), secure credential vault, memory scrubbing, and audit logging, providing 22 tools for browser automation and secure logins.
monzo-mcp
A read-only MCP server for Monzo banking, built in Python.
@robinbraemer/codemode
MCP tools for Code Mode, generated from OpenAPI specs. Replaces hundreds of individual MCP tools with two tools: search and execute.
LarryWalkerDEV/mcp-immostage
An MCP tool for AI virtual staging in real estate, providing features such as room staging, 3D floor plan rendering, room image classification, property description generation, and style recommendations.
indiestack
MCP server for IndieStack, an open-source supply chain for AI agents. Features include searching, comparing, scanning projects, building stacks, and reporting compatibility with 3,000+ tools and 1,200+ compatibility pairs.
localdata-mcp
localdata-mcp is a Python-based Model Context Protocol (MCP) server for working with databases, spreadsheets, structured files, and directed graphs.
mcp-server-kicad
MCP servers for automating KiCad schematic, PCB, and export processes.
User0856/snaprender-mcp
An MCP tool providing a screenshot API for AI agents, enabling website capture in PNG, JPEG, WebP, or PDF with device emulation, dark mode, ad blocking, and cookie banner removal. Includes a free tier.
qmcp-qdrant
qmcp-qdrant is a Python MCP server for OpenCode that provides semantic search for code and documentation, powered by the Qdrant vector database.
vs-mcp-server
A Python Model Context Protocol (MCP) server that enables controlling Visual Studio 2022 via Claude Code using COM/DTE automation.
synapps-mcp
synapps-mcp is a code intelligence MCP server that indexes codebases into a queryable graph of code symbols, call chains, and relationships.
zero-config-cli-bridge
A zero-configuration tool to expose local authenticated CLIs as MCP tools without setup or API keys.
mcp-homelab
An MCP server that exposes homelab infrastructure tools to AI assistants.
factorhub-mcp
MCP server for FactorHub, providing China A-share market data for AI agents.
sonnyflylock/voxie-ai-directory-mcp
An AI Phone Number Directory MCP tool providing access to AI services via webchat, including Voxie AI personas and third-party services like ChatGPT, with instant webchat URLs for free interactions.
ariekogan/ateam-mcp
Tool for building, validating, and deploying multi-agent AI solutions on the ADAS platform. Manages solution lifecycle and connects from AI environments via stdio or HTTP.
gregario/astronomy-oracle
Astronomical catalog tool providing 13,000+ deep-sky objects from OpenNGC, with deterministic visibility calculations (rise/transit/set, alt/az) and observing session planning. Zero network dependency; all data and calculations are local.
davidlandais/ovh-api-mcp
A Code Mode MCP server providing LLMs access to the entire OVH API via search and execute tools, using sandboxed JavaScript with reduced token usage compared to traditional tool definitions.
ogulcanaydogan-mcp-security-scanner
A security scanner for Model Context Protocol (MCP) servers, detecting prompt injection, tool poisoning, capability escalation, and rug-pull attacks.
@vinoth320/proxymcp
A headless browser tool combining Proxy and WebMCP, providing MCP tools, SSE, stdio transport, and browser automation capabilities.
agentvault-memory
Unified memory layer for AI coding agents. Consolidates conversation history across tools into a searchable store, accessible by humans via Obsidian and by AI via MCP. Built on ChromaDB with Python CLI.
cognisn-spark
Cognisn Spark is a secure personal AI research kit that provides a multi-provider LLM web interface with Model Context Protocol (MCP) tool integration, built in Python.
chimerax-mcp
chimerax-mcp is a Python Model Context Protocol (MCP) server that connects AI coding tools to UCSF ChimeraX for natural-language protein editing and molecular structure manipulation.
nuance-gms-mcp
Model Context Protocol server for Gatan Microscopy Suite 3.60, enabling local large language model control of multimodal electron microscopy.
archflow-hub
archflow-hub is a Python-based MCP Context Hub server that unifies intelligence from Jira, GitHub, and Draw.io.
@ng-annotate/mcp-server
An MCP server that exposes Angular browser annotations as MCP tools for AI agents.
langchain-huangting
A LangChain integration for the Huangting Protocol MCP network, enabling AI Agents to interact with the lifeform OS.
mcp-sdk-client-ssejs
A client transport alternative for the MCP SDK using sse.js, intended for React Native with llama.rn.
nhvr-tools
Python SDK, MCP server, and CLI for Australian heavy vehicle compliance, including fatigue rules, mass limits, dimensions, and chain of responsibility.
mcp-appstore-server
The App Store for MCP Servers: discover, search, and install MCP servers from a community-driven catalog.
mcp-ssh-multi
A Python tool for multi-server SSH access through MCP, supporting connection pooling, Cloudflare Tunnel compatibility, and structured configuration via YAML and environment variables.
arpeio-mcp
Unified MCP server for Arpe.io data tools including FastBCP, FastTransfer, LakeXpress, and MigratorXpress.
@williamp29/project-mcp-server
A ModelContextProtocol (MCP) server enabling agents to discover project resources, including OpenAPI-based APIs and database schemas.
mcpdocs-gen
Static documentation generator for MCP servers, featuring a clean, searchable UI, FastAPI integration, static HTML output for easy hosting, and CI/CD-ready CLI design.
gitinstall
An MCP server, Web UI, and CLI tool for easy installation of GitHub projects with zero dependencies.
eidos-mcp-registry
A Python tool for drag-and-drop MCP server scoping with Claude Code, featuring group-based organization, one-click deployment, and secrets masking.
figma-mcp
figma-mcp is a ModelContextProtocol server for Figma, implemented in TypeScript/JavaScript.