Pushpad MCP

Enables sending web push notifications and managing Pushpad resources (notifications, subscriptions, projects, and senders) through natural language, using the Pushpad API.

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garmin-mcp

A read-only MCP server that provides Claude Desktop with access to Garmin Connect running, strength-training, and calorie data via direct API calls.

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Google MCP Server

A FastAPI-based MCP server that integrates with Google Docs and Gmail, requiring terminal approval before executing actions.

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s3-mcp-server

A remote, OAuth2-authenticated MCP server that provides read-only S3 tools (list buckets, list objects, check public access, get bucket size) designed to run on ECS Fargate with Auth0 as the identity provider.

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Agentic Ads

Google AdSense for AI agents, enabling MCP server monetization by serving privacy-respecting contextual ads and earning 70% revenue share on clicks.

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eu-audit-mcp

Tamper-evident audit trail MCP server for EU AI Act and GDPR compliance. It enables logging events with automatic PII scanning, compliance checks, and right-to-erasure support.

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mcp-qmedia

Enables text-only AI agents to ask questions about images, audio, and video by passing file paths or URLs to a multimodal model and returning text answers.

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domoai-mcp

Provides a unified MCP interface for smart home automation, enabling device discovery, state management, energy optimization, and policy-aware plan validation across multiple home automation protocols.

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mcp-audit

npm audit for MCP servers. Point it at an MCP server and get a security grade (A–F) covering missing auth, SSRF surface, high-privilege tools, prompt-injection-prone tool descriptions, and leaked secrets.

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semantic-product-search-mcp

Exposes product catalog and semantic search as tools for an LLM agent, enabling natural language product recommendations based on intent rather than keyword matching.

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MCPGuard-Lab

A security research MCP server for testing tool call safety with deterministic policies like allowlists, path boundary enforcement, SSRF prevention, output redaction, and prompt injection detection, without requiring external LLMs or API keys.

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tincan

Enables direct agent-to-agent messaging, file transfer, and persistent conversation history between AI agents across machines via a private broker, without needing shared channels or third-party services.

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Skill Graph MCP Server

Catalogues skills and agents into a queryable graph, exposing MCP tools for reference counting, usage scanning, and overlay notes with a built-in visual viewer.

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apps-script-mcp-server

An MCP server that lets Claude read and push Google Apps Script code directly into a script project.

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mcp-server-multitask

MCP server that provides weather, geocoding, and currency conversion tools, enabling AI models like OpenAI to access real-time data through function calling.

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Crawlee MCP

Enables AI clients to fetch, crawl, and screenshot web pages using Crawlee, supporting multiple URLs and stealth mode for JavaScript-rendered sites.

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mem0-lite

Provides self-hosted memory management for coding agents via MCP, with local vector storage and tools for adding, searching, updating, and deleting memories.

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Cavalry MCP Bridge

Enables AI assistants to control Cavalry, a procedural 2D motion graphics application, through natural language commands for creating and animating scenes.

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pentool-mcp-server

A self-contained stdio JSON-RPC 2.0 server that brings AI capabilities to any MCP client, primarily for Pentool, enabling tasks like picking checks, bypassing WAF, and finding non-obvious endpoints.

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deepseek-subagent-mcp

Enables AI coding agents like Claude Code or Codex to delegate tasks to a DeepSeek Harness subagent with its own context window, providing tools for task delegation, result waiting, continuation, and supervision with sandboxed execution.

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DeskSense

A read-only Windows MCP server that gives AI assistants awareness of the current PC state, including open applications, focus, idle status, and system metrics.

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T-FLEX CAD 17 MCP

Read-only MCP server providing search and retrieval of T-FLEX CAD 17 API symbols, documentation, and capabilities via a static API layer.

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blackarch-AI MCP Server

Enables red-team and blue-team security workflows on BlackArch Linux by wrapping local tools like nmap, gobuster, nikto, and hydra as MCP tools, with scope-gating that prevents unauthorized scanning against any target not explicitly listed in a local scope.yaml file.

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excalidraw-ai

Enables AI agents to read, watch, and edit live Excalidraw rooms by joining as a socket bot over a self-hosted relay, bypassing browser automation.

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GNB MemoryMCP

A vendor-independent memory layer MCP server that enables multiple LLMs and AI agents to share and persist personal memories, knowledge, and context across sessions, with support for full-text search and tagging.

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Document MCP

Enables reading and searching documents in allowlisted folders via LiteLLM and MCP tools, using COM for Office files to support IRM-protected content.

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mcp-k8s-context-server

Provides a read-only interface to Kubernetes clusters, enabling LLMs to list pods, get pod status and logs, fetch deployment manifests, and perform pod health analysis with resource trend tracking.

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Claude Code Telegram Kit

Enables sending properly rendered Markdown messages to Telegram and remotely resetting Claude Code's context, addressing gaps in Anthropic's official Telegram channel.

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Measure Space MCP Server

Provides weather, climate, air quality, agriculture, pollen, and geocoding data from measurespace.io through the Model Context Protocol.

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catalog-mcp

An MCP server that turns any JSON catalog into query tools for AI agents, enabling structured filtering, grouping, and schema discovery over records.

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mcp-tenant-isolation

Static analysis scanner for multi-tenant SaaS and MCP server code that catches cross-tenant data leakage with 57 deterministic rules, including an MCP server for Claude Desktop and Cursor integration.

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No MCP server described

The README is a completion certificate for the GitHub Skills exercise and does not contain any description of an MCP server.

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voc-claude-skills

A Voice of Customer pipeline that cross-references feedback from calls, reviews, chat, and other sources to surface only corroborated patterns, routing actionable insights with exact customer quotes to the right people.

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Data Nexus MCP

Enables AI agents to interact with over 50 SQL and NoSQL databases through MCP tools for querying, schema inspection, and table management.

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UnrealUGC

Official MCP server for creating and managing AI UGC video ads. Browse assets, estimate credit costs, generate videos, and retrieve completed outputs through eleven typed tools.

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wiki-plugin-table

Enables interaction with table data in a Federated Wiki, supporting CSV, TSV, JSON, and markdown pipe tables, with CRUD operations via REST and MCP tools.

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obsidian-cli-mcp

Gives Claude and other MCP clients full control of a running Obsidian vault through the official Obsidian CLI, with fast filesystem reads for bulk operations and link-safe writes via the app.

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QUOTEZ

Provides read-only market data (quotes, bars, symbols, account info) from MetaTrader 5 or generated replay, exposing typed tools for LLM agents via the MCP protocol.

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@lcapps/mcp-crm

Connects your LCApps CRM with AI assistants like Claude, enabling querying and creation of CRM data such as clients, invoices, and expenses. Optionally allows saving PDF documents locally when used as a package.

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dts-mcp

Enables uploading source data, queuing Windows DTS Engine publishing jobs, monitoring them, and downloading hash-verified 3DT results.

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BibleMCP

Enables AI assistants to fetch Bible verses, passages, and chapters from MyBible-format SQLite databases, supporting multiple translations and clean text output.

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memecoin-spotter

Enables read-only on-chain analysis to spot trending and new memecoin pools, evaluate rug risk, and surface early buyer wallets across Solana, Base, and Ethereum.

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LinkedIn MCP Server

Enables AI assistants to publish public text posts to an authenticated LinkedIn profile via the Model Context Protocol.

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IDA Pro MCP Server

Bridges Claude Code with IDA Pro 9.0+ to provide 87 tools for AI-assisted reverse engineering, including decompilation, navigation, debugging, and patching.

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Polymarket MCP Server

Enables AI agents to trade on Polymarket prediction markets via a self-hosted MCP server, supporting wallet management, order placement, position syncing, and gasless transactions on the Polygon network.

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agy-web-search-mcp

A Streamable HTTP MCP server that enables Google search capabilities using agy's OAuth session, deployable locally or on Cloudflare Workers/Vercel Edge.

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Axon Research MCP Server

Provides AI agents with research tools for AI agent ecosystem analysis, DeFi protocol analysis, and general market research.

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playwright-mcp-server

Deploys a stateless remote MCP server on Cloudflare Workers without authentication, enabling tools to be used with Cloudflare AI Playground or local clients like Claude Desktop.

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RepoRelay

A local MCP bridge that gives ChatGPT bounded read and search access to exactly one approved repository, with fixed handoff writers for task delegation to a separate coding agent.

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agent-handoff-memory

An MCP server that gives multiple agents a shared versioned memory with explicit handoff packets, enabling structured context transfer and stale data detection across sessions.

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sc-mcp

Connects your Scalable Capital brokerage to any MCP-capable assistant, providing read-only access to portfolio, trades, analytics, quotes, charts, watchlist, and alerts via the official sc CLI.

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JetKVM MCP Server

Enables remote control of a computer connected to a JetKVM device by capturing its screen and sending mouse, keyboard, and scroll inputs via Playwright and the JetKVM's local Web UI.

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mcp-arr-lite

MCP server for managing media downloads with Radarr and Sonarr, providing granular tools for searching, adding, and grabbing movies and TV shows through natural language.

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MCP Tool-Use Reliability Harness

An MCP server that exposes a document store for evaluating agent tool-use accuracy and measuring resistance to indirect prompt injection, with built-in conformance to the 2026-07-28 MCP protocol.

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zhenyun-pangun-mcp

Enables querying logs across Loki/SLS, querying databases via Archery, accessing Choerodon project collaboration tools, and searching local code repositories through a unified MCP interface with self-contained configuration.

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acuity-mcp

A local MCP server that enables Claude to manage Acuity Scheduling appointments, check availability, list appointment types, and handle multiple accounts, all via natural language.

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PostgreSQL Explorer MCP Server

A FastMCP server for read-only introspection of PostgreSQL databases, providing tools to list databases, schemas, tables, columns, and relations.

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3gpp-mcp

MCP server that parses 3GPP .docx specifications into structured sections with full-text search, letting LLMs browse, search, and follow cross-references without a vector database.

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local402

A one-command paywall for local servers that enables testing AI agents' payment flows by simulating HTTP 402 Payment Required responses. It proxies requests with valid payment headers to the actual server, making it easy to develop and test x402 client logic without real blockchain transactions.

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Instant-MCP Studio

Turns any OpenAPI/Swagger spec (JSON, YAML, or URL) into a production-ready, type-safe FastMCP Python server with visual endpoint selection and 1-click Claude Desktop or Cursor IDE integration.

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PowerPoint MCP Server

Enables AI assistants to create, inspect, and edit PowerPoint presentations programmatically using tools for slides, text, shapes, images, tables, and search-and-replace operations.

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@modelcontextprotocol/server-filesystem

Enables secure filesystem operations (read, write, list, move, search files/directories) through the Model Context Protocol, with dynamic directory access control via MCP Roots.

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mcp-nightscout

Enables read-only access to a Nightscout instance for glucose readings, treatments, and deterministic server-side aggregates, allowing users to discuss their diabetes data with an AI assistant without write permissions.

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openwiki-mcp

Enables MCP hosts to generate and update repository wikis using OpenWiki's documentation generation tools.

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mcp-server-sample

Enables saving and searching notes stored in a local JSON file via a minimal MCP server, supporting three primitives: tools (add_note, search_notes), resources (notes://all), and prompts (weekly_review).

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forecast-mcp

Enables demand forecasting and replenishment recommendations using statistical models (Syntetos-Boylan classification, AutoETS, TSB) and provides tools for forecasting, evaluation, and order quantity calculation.

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localrag-mcp

Enables local document semantic search and retrieval for DeepSeek Harness agents, with source citations and fully local embedding without external APIs.

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genpark-universal-mcp-tool-protocol-gateway-skill

A lightweight, zero-dependency MCP gateway adapter that enables Claude/Cursor agents to process structured JSON payloads and integrate with GenPark AI agent pipelines.

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Apple Health Shortcuts MCP

Enables AI to read-only access Apple Health data (current stats, sleep details, and trends) via a Cloudflare-deployed MCP server, using iPhone shortcuts to sync data securely.

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codebase-rag-mcp

A local-first MCP server that indexes code repositories and enables AI assistants to search, fetch, and navigate code using BM25 hybrid retrieval, supporting common languages and tools like Codex and ChatGPT.

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openFlow

An MCP server that enables AI agents to generate images and videos through Google Flow using models like Veo and Nano Banana, with tools for image generation, upscaling, video creation, character management, and music generation.

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dsh-plugin-coaligne

Connects DeepSeek Harness agents to CoAligne's cloud project context. Provides MCP tools for searching synced files, managing comments, and creating review requests.

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dsh-dbhub-live

This MCP server enables AI models to directly and securely query databases using persistent or temporary connections, supporting multiple data sources with automatic connection management.

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Roblox Studio MCP Server

Enables AI tools to read the Roblox Studio game tree, edit scripts, insert models, and run playtests via the Studio MCP interface.

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GA4 Analytics MCP

Enables querying Google Analytics 4 properties through natural language, supporting historical and real-time reports, metadata discovery, and property listing via a Vercel-deployed MCP server.

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hydra-ops-mcp

Operate a Hydra head by talking to it — an MCP server that exposes lifecycle, ledger, L1 wallets, node logs, and on-chain error codes as tools for LLM clients to drive and debug a head in plain language.

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huiwen-mcp

Enables AI clients to securely query library catalog data, holdings, availability, and statistics from the Huiben library management system via a read-only MCP server.

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upnote-mcp

A read-only MCP server that enables searching, retrieving, and managing local UpNote notes, notebooks, and tags via SQLite and UpNote's official URL scheme.

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ArcBox

Enables ChatGPT users to create and manage Circle developer-controlled wallets on Arc Testnet, check USDC balances, estimate and send USDC using Circle App Kit, and view transaction history.

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multiagent-mcp

Enables collaborative multi-agent turn-taking conversations between LLM agents and humans via @mentions, with synchronized turn queues, private messaging, and live Markdown transcript tracking.

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nuphus-mcp

Provides desktop automation capabilities (e.g., click, browser snapshot) as MCP tools for DSH agents, enabling computer use via natural language.

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fe4-oracle-readonly

A Cursor plugin MCP server that enables read-only SQL queries to an FE4 Oracle database, enforcing SELECT-only access and credential pinning.

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Pyrus MCP

Enables authorized employees and AI hosts to perform Pyrus operations over the Model Context Protocol (MCP) with production-grade security and observability.

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azkena

An MCP server that exposes Basque pelota competition data as tools, enabling AI assistants to query competitions, clubs, results, and more via natural language.

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observability-mcp

A read-only MCP server that exposes Azure incident-investigation tools for a single App Service and its Application Insights telemetry, enabling an agent to correlate deployment history, platform metrics, and transaction traces.

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hydris-diagnostic-mcp

A security-hardened, read-only MCP server that authenticates service and user identities, enforces factory-level access grants, and audit-logs every tool call before dispatching read-only plant overview queries.

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Game Asset Finder MCP

A search-first MCP server that queries multiple public asset sources and optional local libraries for game development, unifying results with Chinese keyword expansion, license normalization, and cursor pagination.

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visionMCP

Enables any MCP-capable agent to perform vision tasks like describing images, answering questions, OCR, and comparing images using supported vision backends.

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Kyno

A coherence control plane that provides a versioned source of truth for an agent system's mission and principles over MCP, enabling agents to pull the current direction and receive change notifications.

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HRMS Tool

An AI-native HR Management System that lets users manage employees, leave, meetings, tickets, and email through natural conversation.

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Bygglov Ärendesystem MCP Server

Enables interaction with a Swedish building permit case management system, allowing case overview, listing, retrieval, summarization, status updates, note addition, and creation of cases through natural language.

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local-mcp-with-docker

A minimal MCP server that exposes a run_command tool over stdio, enabling command execution within a Docker container.

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mcp-data-server

Provides read-only, guarded access to business databases via MCP. Enables natural language querying with built-in security barriers like table allowlists, PII masking, and audit logging.

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MCPEvent

An MCP server that provides a test suite with regression testing for event management, featuring isolated subprocess per test file and hard timeouts to prevent hangs.

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garmin-connect-mcp

MCP server that connects Garmin Connect to Claude Desktop, allowing users to query health and fitness data (sleep, workouts, heart rate, HRV, stress, Body Battery, etc.) in plain English and also log weight, hydration, and schedule workouts.

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Donetick MCP Server

Enables Claude and other MCP-compatible AI assistants to interact with a Donetick chores management instance, providing tools for chore management, label organization, and user management.

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Armorial

Enables AI agents and humans to resolve, search, and retrieve deterministic, policy-compliant SVG icons from the IconPark library, with explicit ambiguity handling and visual decision support.

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keumbang/goldpopcon-openapi-mcp

골드팝콘(금방) 금·은 거래 Open API의 복잡한 JWT 서명 절차를 코드 생성, 로컬 서명/검증까지 해주어 코딩 어시스턴트가 정확히 API 연동 코드를 작성하도록 돕는 MCP 서버입니다.

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BittensorMCP

A hosted MCP server that gives AI agents live, self-custodial access to the Bittensor blockchain, enabling queries and on-chain actions via any MCP client.

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Gemini Image MCP

An MCP server for generating and editing images with Google's Gemini image models, exposing a single tool that AI assistants can call to create or edit images using your own API key.

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MCP TypeScript SDK

A TypeScript SDK for building MCP servers and clients, providing standardized context provision for LLMs through tools, resources, and prompts.

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vision-mcp

基于阿里云百炼DashScope(Qwen-VL)的视觉MCP Server,通过MCP协议为Claude Code、Trae等客户端提供图片理解(通用图片分析和UI截图分析)能力。

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BailingHub MCP Server

Enables submission, tracking, and retrieval of governed tasks from DeepSeek Harness against BailingHub routes, allowing job management without opening embedded chat interfaces.

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MCP Weather and Currency Assistant

A local MCP server that integrates FastMCP with OpenAI to enable natural language queries for current weather, forecasts, and currency conversion using ExchangeRate-API and Open-Meteo.

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Thaddeus

A local, JARVIS-style personal assistant that orchestrates custom MCP servers for memory, calendar, weather, Notion, Claude Code, web search, and Strava, running primarily offline with Ollama.

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wow-site-mcp

Enables querying World of Warcraft character equipment, talents, profile, achievements, and realm lists via Blizzard's API, backed by shared caches and audit logging.

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Bench Studio MCP Server

A local-first creative studio MCP server that provides access to 73 curated image and video generation models across 5 providers, enabling users to generate, refine, and manage creative outputs with transparent cost tracking and local file custody.

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AdsAgent — Paid Ads MCP

Public tri-channel AdsAgent plugin: Meta, Google Ads, and TikTok hosted MCP URLs via OAuth, plus agent skills for insights, templates, and prepare/confirm writes.

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ryntra-solana-evidence

Enables users to inspect Solana token mint accounts, preflight transfer actions, and verify outcome receipts without holding any keys or signing transactions.

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@applyra/mcp-server

Connects App Store and Google Play keyword data to AI assistants, enabling ASO tasks like rank tracking, keyword analysis, competitor visibility, and top charts through natural language.

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mcp-supply-guard

Enables supply-chain integrity for MCP tools by locking tool-definition hashes after review and detecting added, removed, modified, or risky tool definitions.

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Public Company Reporting Window Finder

Enables users to look up public company earnings dates and reporting windows by providing identifiers like ticker, domain, or CIK. It returns fiscal year end, next reporting date, and an outreach window, helping plan investor communications.

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Acmezone Data MCP

Read-only MCP server for internal Amazon business data, exposing 19 tools to query sales, inventory, and financial metrics.

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Blogger Agent MCP

Enables automated multi-agent content generation, trend analysis, and travel route planning with live web search, Google Maps integration, and publishing to Google Docs and Gmail.

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pr-agent-mcp

Exposes pr-agent CLI commands as MCP tools for automated PR review, description, and improvement with optional Gitea webhook integration.

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train-mcp-server

Enables querying train and high-speed rail schedules, durations, and seat availability between Chinese stations using 12306 data, with automatic fallback to simulated data when the API is rate-limited.

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Universal Change Review

A local, read-only Git change review tool that provides total workspace diffs, staged/unstaged views, file-level inspection, and task-scoped snapshots for MCP-compatible clients like Codex, Claude Code, and Cursor.

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WHOOP MCP Server

Enables Claude to query personal WHOOP health data including recovery, sleep, strain, workouts, and profile via WHOOP's OAuth 2.0 REST API.

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mail-mcp

A self-hosted, multi-mailbox MCP server that exposes IMAP/SMTP operations as tools for AI agents, enabling email management like listing folders, reading, searching, sending, and moving messages via natural language.

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@lastbluetape/mcp-server

Enables AI assistants to create, manage, and track punch lists for construction and renovation projects through the LastBlueTape API.

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should-i-render

A read-only MCP server that recommends React components from a measured, curated snapshot by answering component-fit questions with terse verdicts and harness facts.

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MCP Minimal Agent Demo Server

A demo MCP server exposing three simple tools (get_github_activity, get_site_content, contact_scott) to illustrate tool discovery and invocation within an LLM agent harness using the Model Context Protocol.

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mythic-mcp

Exposes the Mythic C2 framework as an MCP server so LLMs can operate agents, issue tasks, and query platform data conversationally.

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Claude Codex Computer Use

An unofficial bridge that lets Claude Code control local macOS applications through an existing OpenAI Computer Use installation by launching the signed Codex client and translating MCP compatibility.

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cdp-mcp-gateway

A local Python daemon that connects your Chrome browser to an MCP server, allowing AI agents to control the browser via natural language commands.

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vision-bridge-mcp

Enables text-only LLMs to analyze, OCR, and compare images by forwarding them to vision-capable models via OpenAI or Anthropic APIs.

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google-task-mcp

Enables managing Google Tasks (list, create, update, complete, uncomplete, delete) via OAuth 2.0 authorization.

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proship-mcp

Stateless MCP server that enables AI agents to create Thailand Post shipments, print labels, and track parcels through the ProShip API.

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github-token-mcp

Enables secure retrieval of GitHub App installation tokens using 1Password authentication, providing temporary access tokens for GitHub API operations.

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omoshiro-mcp

Research-grounded MCP server that provides evaluation lenses and conceptual boundaries for analyzing interestingness, enabling AI to assess humor, curiosity, and suspense without scoring content.

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Korean Stats MCP

Enables AI assistants to retrieve real-time official Korean statistics from the KOSIS database through natural language queries, with source citations.

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Chrome Actuator

Enables agents to drive an existing Chrome window by creating tabs, taking snapshots, pressing keys, and filling form fields via native messaging without opening a new browser instance.

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myday-mcp

Enables AI assistants to query a user's recorded work sessions, notes, and browsing history, allowing them to resume tasks or answer questions about past work without re-explanation.

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Magento Spec MCP

Provides AI agents with Magento 2.4.8-p5 / PHP 8.3 technical standards, patterns, and review checklists via MCP tools, enabling them to reference the single source of truth when working on Magento projects.

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TodoAI MCP Server

Enables CRUD management of tasks, workspaces, and notes via a remote MCP server with Supabase authentication and synchronization across Linux, Android, and ChatGPT.

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MCP Apps Example Gallery (fable candidate)

Hosts six official Model Context Protocol MCP Apps examples as remote Streamable HTTP MCP servers you can try by URL without cloning or local setup.

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ULTRON Control Center

An MCP server that provides persistent, governed memory for Claude Code, enabling local storage and retrieval of decisions, architecture, and context across sessions with audit trails and hybrid semantic recall.

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linkedin-mcp-server

A production-ready MCP server that enables AI agents to autonomously create, manage, and engage with LinkedIn content through the official LinkedIn REST API.

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claude-design-studio

Enables Claude Desktop to connect to Anthra Studio for AI-powered web design generation and multi-page suite management via the Model Context Protocol.

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GSC-MCP

A remote MCP server that exposes full Google Search Console data to AI assistants using Google's unrestricted Bulk Data Export instead of the limited API.

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promem-mcp

Enables AI coding agents to maintain persistent project context, including rules, decisions, environment intelligence, and Git history, using a local-first MCP server with automatic project detection and token-efficient retrieval.

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ApiVault Remote MCP Server

Secure, encrypted API key management for AI coding agents, enabling search, inspection, and use of credentials with scoped permissions and optional zero-knowledge decryption.

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MagicDoor MCP server

Enables an AI assistant to read your MagicDoor portfolio — properties, units, leases, tenants, owners, and lease renewals — using a revocable API key.

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Figma Agent MCP

A local-first MCP server that connects AI clients to Figma via a WebSocket bridge and native plugin, enabling deterministic design operations like inspection, creation, mutation, styling, validation, and optimization.

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Job Matcher MCP

AI-powered job search and resume customization MCP server that automates job searching and tailors resumes for each role.

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GA4 MCP Server

Enables querying Google Analytics 4 data through natural language, including running reports, comparing periods, and exploring realtime metrics across multi-tenant properties with OAuth-based authentication.

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Chrome for AI

Enables AI agents to drive real Google Chrome with stealth and captcha handling, using Patchright to avoid bot detection.

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Remote MCP Server on Cloudflare

Deploys a stateless remote MCP server on Cloudflare Workers without authentication, enabling custom tool registration and integration with MCP clients like Claude Desktop.

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agent-bridge-mcp

An MCP server and HTTP gateway that dispatches coding tasks to Claude Code, Codex, and Antigravity CLI sessions, keeps track of those sessions, and optionally runs an implement → review → verify loop against a real repository.

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bank-postgres-mcp

HTTP MCP server that reads from and writes to a PostgreSQL database (bankdb). Provides tools for querying and managing customer, account, and transaction data.

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pb-hypernode-mcp

Enables AI assistants to create, sanitize, and manage disposable Hypernode Brancher preview environments cloned from production, with automatic PII anonymization, credential reset, and sandbox-forcing before any access URL is revealed.

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MCPLEARNING

A beginner-friendly demo project that builds and connects multiple MCP servers (Math and Weather) to a LangChain LLM agent, enabling tool-based interactions via standardized MCP protocol.

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unity-api-mcp

MCP server providing accurate Unity API documentation to prevent AI agents from hallucinating signatures, namespaces, and deprecated usage.

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prlt

Enables AI agents to orchestrate development tasks by creating tickets, spawning isolated worker agents, and managing multi-agent workflows through the Proletariat platform.

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ytmusic-mcp

Enables AI assistants to search YouTube Music, manage playlists, and retrieve listening history using the ytmusicapi library.

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CrossAgentMCP

An A2A pool MCP server that enables multiple AI agents to register, collaborate in sessions, critique each other, and self-improve towards shared goals with no human intervention.

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vdl-mcp

MCP server for vdl that lets AI assistants resolve, download, and transcribe videos through a self-hosted vdl instance.

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MCP Google Sheets Server

Enables reading, writing, and managing Google Sheets from Claude and any MCP-compatible AI client through tools like append_row, update_range, and batch updates.

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netmiko-mcp

Provides read-only SSH access to network devices (routers, switches, firewalls) with command allow/deny policies, nt-templates output parsing, and an audit trail, enabling an AI agent to query device state securely.

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ShadowRun

A local-first stdio proxy for MCP servers that traps destructive tool calls and holds them for manual commit or discard, preventing accidental mutations.

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cluster-tools MCP Server

Enables AI-driven COMSOL batch jobs on the Harvard FASRC cluster, allowing users to run COMSOL models, manage jobs, and fetch results directly through natural language.

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VibeMath

Enables AI agents to explore an open, evidence-rich map of math problems, AI attempts, partial progress, solution claims, and replay-ready opportunities, with six read-only tools for searching, retrieving, and exporting status and handoffs.

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WinKit

A Windows observability MCP server that lets AI agents inspect system health, processes, performance, hardware, and Windows diagnostics. WinKit provides real-time system data and diagnostic signals so AI agents can understand and troubleshoot Windows PCs.

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Expense Tracker MCP Server

Enables natural language expense management by converting user requests into validated database operations, including adding, searching, updating, deleting, and summarizing expenses through MCP tools over SQLite.

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Immich MCP Server

Enables users to search and retrieve photos from a self-hosted Immich photo library via natural language, supporting CLIP-based semantic search, metadata filtering, album browsing, and share link creation.

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Style DNA Ghostwriter

Analyzes a codebase to extract its coding conventions and exposes tools via MCP for AI agents to retrieve live style rules, ensuring generated code matches the project's unwritten style.

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Slima MCP

Connects Slima books to any MCP-compatible AI tool, enabling book management, file operations, and AI beta reader feedback via natural language.

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slivingdoc

A distributed durable notebook MCP server for high-scale agents, providing git-like pull and commit tools with automatic conflict resolution.

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Relay MCP Server

An AI operations agent that reads from your own PostgreSQL database and policy documents, provides grounded answers with citations, and exposes read-only tools to external MCP clients while keeping writes behind a human approval gate.

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Camoufox Playwright MCP

An MCP server that provides a stealth-enhanced Playwright browser automation engine with anti-detection features, enabling AI agents to navigate websites, interact with elements, and bypass anti-bot systems.

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remote-mcp-server-authless

This is a stateless remote MCP server deployed on Cloudflare Workers without authentication, allowing users to register custom tools and connect to MCP clients such as Cloudflare AI Playground or Claude Desktop.

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CurseForge ARK MCP Server

A read-only MCP server for discovering, curating, and monitoring updates for ARK: Survival Ascended mods via the CurseForge API.

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OMOS-MCP

MCP server that lets AI agents read and search project documents in OMOS Shared Drive, with source-referenced answers and Google Drive links.

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ros2_perception_mcp

A read-only MCP server for bounded semantic inspection of ROS 2 perception systems, enabling discovery and metadata extraction from sensors such as cameras, depth sensors, and LiDARs without device configuration or actuation.

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ai-mail-mcp

A mail service that connects private domain email to MCP clients, enabling sending (with auto signature), receiving, and reading emails through natural language via stdio or SSE transport.

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delivery-mcp-server

Enables searching and retrieving delivery program documents (SOW, status reports, QBR notes, risk register) from indexed Chroma collections via MCP hosts like Claude Desktop or Claude Code, with per-account isolation.

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notifications-mcp

Unified Notifications MCP Server that enables AI agents to send email alerts via Gmail. Supports OAuth authentication and multiple recipients.

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ollama-mcp

Delegates tasks from an Anthropic-backed Claude Code session to Ollama-backed Claude Code sessions, allowing them to run side-by-side without sharing environment variables.

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mcp-skills-registry

A monorepo MCP server that aggregates multiple sub-servers under a single HTTP endpoint, routing by path, and supports static skills registry with Cloudflare deployment.

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Waqi - AI Protection Layer

Waqi — hosted MCP server that redacts PII from your business tools before the AI sees them. Audit log included.

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manim-storyboard MCP Server

Enables LLM agents to generate labeled contact sheets of Manim animations, scaffold storyboards from renders, and validate rendered steps against expected intents via MCP tools.

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mcp-samsara

Fleet management in your assistant — vehicles, routes, drivers and HOS compliance over Samsara's public API.

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Free-AI Gateway MCP Server

Exposes free-tier AI APIs as MCP tools for AI agents, enabling text generation, web search, embeddings, and vision analysis with automatic failover and capability routing.

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AI-Multimodal-Campaign-Architect

Enables to plan, write, illustrate, and voice a full marketing campaign through an MCP pipeline that generates copy, moodboards, voiceovers, and images with automated guardrails and budget controls.

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CloudOps MCP

CloudOps MCP is a read-only Model Context Protocol server that exposes normalized operational infrastructure context (logs, metrics, deployments, health) to AI agents through a small set of typed, bounded tools.

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Agent Community MCP

Enables stdio-only MCP clients to connect to Agent Community's hosted Streamable HTTP MCP server for accessing hosted agents and tools.

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MCP-Server

Demonstrates integrating multiple MCP servers (arithmetic and weather) with a LangGraph ReAct agent using Groq, enabling an LLM to dynamically discover and consume tools across different transport protocols.

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moodle-mcp-server

An open-source MCP server that connects AI agents directly to Moodle's Web Services API, enabling users to query their LMS in plain English and receive structured data.

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Qiao-MCP

Enables AI assistants to interact with bridge structural analysis software for modeling, construction stages, and code checking.

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free-database-mcp-server

A reference MCP server that connects any MCP client to a free cloud database, supporting 15 database engines with unified tools for querying, storing, listing tables, and annotating tables.

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Slack MCP

MCP server that gives AI agents access to your Slack workspaces using session tokens.

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PNPC-MCP-Tally-Prime

This MCP server enables users to read from and write to TallyPrime via its XML/HTTP gateway, supporting operations like ledger management, voucher creation, and financial report retrieval through natural language.

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BILLZ MCP Bridge Server

Enables Claude to read and interact with BILLZ 2.0 data such as products, sales, customers, and categories via the BILLZ REST API.

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Renderoni

A batteries-included 3D engine for Three.js and Rapier that enables AI agents and humans to build, inspect, and control deterministic game simulations through a built-in Model Context Protocol (MCP) server.

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Agent Lighthouse MCP Server

Enables AI coding agents like Claude and Cursor to audit websites for AI agent readiness, checking 199 rules across agentic discovery, content structure, and technical SEO.

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model-router

Cost-aware multi-LLM routing MCP server that automatically routes tasks to free models first with fallback to paid, using task difficulty classification.

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Hosted MCP Apps Example Gallery

Enables users to interact with a gallery of sample interactive MCP Apps, such as a budget allocator or cohort heatmap, by connecting a remote Streamable HTTP URL.

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winuse-mcp

An MCP server that gives Claude Code on Windows the ability to see the screen and control the mouse and keyboard, mirroring Anthropic's computer use tool for screenshot, click, type, and scroll actions.

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Personal Brain MCP

A PostgreSQL-backed MCP server for long-term personal memory, enabling context retrieval, memory saving, and read-only SQL queries for personal data.

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Google Analytics MCP for Coolify

Provides a secure FastMCP gateway to Google Analytics Admin and Data APIs, deployable on Coolify with OAuth protection and encrypted storage.

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obsify

Lets AI assistants work on sensitive files by reasoning over schemas and masked output while deterministic local code handles raw data, never exposing real values to the model.

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docs-masked

MCP server for locally masking personal data in documents before sending them to a language model, then restoring the original data in the model's response.

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x402 Atlas

Enables AI agents to search and verify machine-payable HTTP 402/x402 APIs using live probe data, providing ranked results by liveness, uptime, price, and trustworthiness.

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google-maps-harness

Thirteen read-only Google Maps Platform tools for an agent: where a place is, what is around it, how long it takes to get there, and what the conditions are when it arrives.

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TradingView MCP Server

Pulls Binance spot candle data, computes technical indicators (RSI, MACD, EMAs), and evaluates user-defined bias and risk rules without needing a TradingView session.

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icloud-calendar-mcp

A reliable, cross-platform MCP server for Apple iCloud Calendar that provides guarded CalDAV CRUD operations, idempotent writes, ETag concurrency control, and recurrence expansion via stdio or HTTP.

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google-drive-mcp

A local MCP server that gives Claude Code full-scope Google Drive access — search, read, upload, rename, move, and change sharing permissions on existing files.

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FreeMCP for Figma

Enables AI coding agents to read and write a user's Figma file through the Figma Plugin API, offline and privately, without API tokens or rate limits.

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webshot-mcp

Enables agents to take screenshots and extract text from web pages using a persistent Chrome browser via CDP, with built-in SSRF protection.

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sqlite-guard-mcp

Enables AI agents to safely work with SQLite databases by enforcing read/write separation, dry-run writes with confirmation, automatic backups, and an audit trail.

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Trello MCP Server

Enables AI assistants like Claude to interact with Trello boards through natural language, supporting board operations including card management, list manipulation, attachments, labels, comments, checklists, and daily workflow automation.

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MCP Gateway

A unified enterprise-grade gateway that lets LLM agents call multiple MCP servers through a single REST API, with built-in authentication, rate limiting, logging, and metrics.

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warrant

An MCP server that acts as an authorization gateway between an AI agent and external systems, deterministically refusing actions that exceed granted authority and sealing every decision into an auditable chain of custody.

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toolfence

A local, fail-closed firewall for MCP tool calls that enforces least-privilege policies and human approval between AI agents and stdio MCP servers.

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ablaut-mcp

Enables AI agents to conjugate verbs in 14 European languages via a hosted Rust API, requiring only a free API key.

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ResearchBrain MCP Server

Enables MCP clients to interact with a local-first research knowledge workbench, supporting literature search, evidence-grounded Q&A, and reference export.

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freshrss-mcp

An MCP server for reading and managing RSS feeds from a self-hosted FreshRSS instance, enabling listing feeds, fetching articles, and subscribing/unsubscribing through the FreshRSS API.

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linkwarden-mcp

Enables MCP clients to search, organize, and read preserved article text from a Linkwarden bookmark manager, supporting both read and write operations with safety confirmations.

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Feason Context MCP Server

Provides source-grounded Christian research material with exact passages, provenance, and stable citations via a REST API.

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Mailflow MCP

Provides OpenCode agents with controlled MCP tools to read, search, export attachments, and draft replies for Outlook emails, with approval workflows.

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OrgX for DeepSeek Harness Plugin

Adds OrgX MCP tools to a DeepSeek Harness profile and runs a workspace-bound OrgX gateway peer through Harness headless mode.

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dsh-jiey-browser

Enables DeepSeek Harness agents to control a real Jiey Browser instance via MCP, providing tools for web navigation, interaction, and data extraction.

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vision-mcp

Enables LLMs to see clipboard screenshots without saving files, using free Grok visual models, and integrates seamlessly with Command Code, Cursor, Claude, and other coding agents.

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z2-trade-trust-mcp

Exposes TradeTrust document/eBL operations on the Zetrix L2 as MCP tools, enabling verification, status checks, and finality lookups, with optional write capabilities for issuing, minting, transferring, and signing documents.

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rosbridge-mcp

Connects AI agents to ROS 2 robots via rosbridge, enabling observation, inspection, and control of robot topics, services, and actions through natural language.

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AURON MCP

A read-only MCP gateway that enables AI agents to retrieve business data (sales, appointments, clients, inventory, etc.) from the AURON Suite backend with role-based access control, audit logging, and rate limiting.

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llm-toolkit

An MCP server that turns an LLM API into MCP tools, providing four LLM-powered tools (ask_llm, summarize, translate, extract_json) and running locally over stdio or remotely over HTTP.

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taiwan-pt-mcp

Enables AI assistants to query Taiwan physical therapy evidence, clinical guidelines, and regulations, avoiding fabrication of rehabilitation advice.

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mcp-plus

Enables Claude Code to understand images by transparently routing them to Qwen vision models, supporting both automatic gateway and MCP tool for file analysis.

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DocGraph

Enables coding agents to retrieve task-relevant documentation from a repository's markdown files using deterministic keyword search, chunking, and co-location expansion, instead of reading entire docs.

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cheerio-mcp-bridges

A suite of four MCP bridges that enable orchestrator agents to drive local installed CLI coding assistants (Pi, Agy, Codex, Copilot) with secure, sandboxed prompts and session continuity.

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ubeats-bo-mcp

MCP server that provides tool-based access to the UBEats Backoffice API (reports, orders, and catalog) with automatic Keycloak SSO authentication, enabling users to query delivery and financial data via natural language.

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MCP Todo Server

Enables to manage tasks stored locally in a JSON file, including adding, completing, and querying pending tasks, as well as generating daily summaries.

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Antarestar Live MCP Server

A read-only MCP server that gives Hermes (AI agent) access to Antarestar Live Dashboard data from Google Sheets. It provides tools to list stores and hosts, and query performance metrics like GMV, orders, CVR, and AOV.

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PersonalLeetcodeMCP

Enables Claude to fetch and analyze your public LeetCode submission history, weak areas, and daily challenge via a remote MCP server.

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Critic-MCP

A ruthless, read-only code review MCP server that analyzes code produced by AI coding assistants, catching missing requirements, security vulnerabilities, edge cases, and performance issues without ever modifying files.

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servicenow-mcp

A small MCP server that lets AI agents create, search, and update ServiceNow incidents through the Table API.

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Obsidian Vault MCP

Enables Claude to read, search, and edit your Obsidian notes via a GitHub-synced vault, all hosted for free on Render with no credit card needed.

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MCP Video Gen

A self-hosted MCP server that connects AI clients to local media-generation backends like ComfyUI and Blender, and provides built-in utilities for video/audio analysis, editing, subtitles, speech, and scene detection via a persistent file cache.

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HullForge MCP Connector

An MCP server that enables Claude to drive a running Unreal Engine 5 editor, managing communication between the editor plugin and the LLM client through stdio transport with session discovery, idempotent operations, and honest failure reporting.

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dsh-codex-bridge

An MCP server that enables AI coding assistants like Codex and Claude Code to use DSH as an external resumable sub-agent via async task management tools and a visual dashboard.

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redfox-mcp

Provides 40 MCP tools for searching and retrieving content from six major platforms (Douyin, Xiaohongshu, WeChat, Bilibili, Toutiao, TikTok) along with AI search and image/video generation via RedFoxHub's API.

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mcp-deploy-mcp

An MCP server that helps Claude design, scaffold, and validate MCP servers compatible with the mcp-deploy platform, enabling seamless creation and deployment of new MCP workers.

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mavlink-mcp

Connects AI agents to MAVLink drones (PX4, ArduPilot) via a capability layer with safety guardrails, enabling telemetry, flight control, and mission management through natural language.

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Unsloth session memory MCP

A read-only MCP server that lets Unsloth Studio retrieve earlier local chat sessions from its SQLite database, providing tools to list, get, recall, and search sessions while excluding system messages and redacting sensitive patterns.

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blueocean-vector

A shared, persistent MCP memory server for coding agents that enables storing and retrieving project decisions and context across different tools like Claude Code, Codex, and Cursor using semantic vector search.

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jjx-js-reverse-mcp

A unified MCP server for JavaScript reverse engineering that provides full hook, breakpoints, script debugging, and browser automation with CDP anti-detection, supporting both ATTACH and LAUNCH modes.

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chatgpt-web-agent

Enables ChatGPT web to use local tools like file reading, command execution, and patch application through an MCP server over OpenAI Secure MCP Tunnel.

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MCP QA Engineer SDET

A specialized MCP server for QA engineering. It provides tools for user story analysis, test strategy, BDD/Gherkin scenarios, contract testing, integration tests, performance plans, security checklists, and CI/CD pipeline generation, accessible from any MCP-compatible IDE or client.

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Life Assistant MCP Server

Provides weather queries for major Chinese cities, hot news and news search, and text processing tools using free public APIs.

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schoolbridge

Connects Canvas LMS (and other school platforms) to AI agents, enabling them to monitor assignments, grades, announcements, and changes, then rank work, brief students, or build study plans via MCP tools.

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local-code-agent

Enables external AI (ChatGPT, Claude) to securely access a local workspace via Cloudflare Tunnel, providing file operations, shell commands, Git operations, and more with bearer token authentication and sandbox isolation.

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hojokin-antenna-mcp

Enables AI assistants to search Japanese government subsidies and grants, including archived closed calls and recurring application periods based on historical data.

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n8n-mcp

A Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to n8n node documentation, properties, and operations, enabling them to understand and work with n8n's 2,175 workflow automation nodes.

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korea-public-data-mcp

Enables Claude to query Korean public financial, economic, and statistical data (OpenDART, ECOS, KOSIS, and data.go.kr) via real API calls, providing factual answers instead of guesses.

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DevLog MCP

Enables AI coding agents to publish development logs to a Notion blog database via a single tool, handling input validation and Notion storage.

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figma-dev-tools

Enables conversion of Figma designs into frontend code (React, Vue, HTML, etc.) with high fidelity, including design tokens, assets, and responsive layout. Integrates with AI editors via MCP for a seamless design-to-code workflow.

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io.github.wende/cicada

Provides structured, token-efficient code context for AI assistants by indexing codebases with AST-level analysis, supporting 17+ languages, enabling semantic search, call-site tracking, and PR attribution.

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ac-race-engineer

Turns Claude into a race engineer for original Assetto Corsa by reading telemetry, storing laps, and providing engineer-grade summaries, alongside read/write access to car setups.

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ShippingRates MCP Server

Provides container shipping intelligence for AI agents, enabling demurrage & detention calculations, local charges, inland haulage rates, and CFS tariffs across multiple shipping lines, with pay-per-request USDC payments via x402.

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bangumi-mcp

Enables querying and updating Bangumi anime collections, tracking per-episode progress, and receiving airing reminders for currently-watching anime via AniList.

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gitee-mcp

Bridges Gitee, China's largest code hosting platform, to MCP for exploring trending repos, searching users/repos, and translating Chinese content with a local LLM.

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samsung-reminder-mcp

Enables reading and writing Samsung Reminder data locally, providing tools to list, create, update, delete, and manage reminders and categories via Samsung Cloud.

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Canada Travel Advisory MCP Server

Enables querying Government of Canada travel advisories for 230 destinations, including searching, comparing, and filtering by risk level, with support for English and French.

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Operator ETL

Enables agents to perform deterministic data intake pipelines for FOIA and public comments, with medallion warehouse, PII policy enforcement, and verified insights.

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Serial Web Terminal MCP

Enables AI assistants to interact with serial port devices by sending commands, capturing output, and managing connections, with real-time browser-based terminal monitoring.

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MCP Worker Server

Enables deploying stateless MCP servers on Cloudflare Workers with minimal setup, using createMcpHandler to handle MCP protocol details and tool registration.

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Veil

An MCP server that lets an AI agent orchestrate credential placement without ever seeing the secret value, while a human-controlled interface independently authorizes the destination.

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spx-mcp-server

Web-only MCP server for php-spx reports that calls embedded SPX web endpoints, parses full reports, and returns LLM-sized JSON summaries instead of raw event streams.

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Escritório

Enables peer-to-peer messaging and coordination between Claude Code sessions via a shared mail server, with tools for roster, ask, dm, inbox, board, and claim.

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opencode-sandbox

Spins up isolated opencode instances in Docker containers as MCP servers, providing 80 tools for file and shell operations within a scoped workspace without exposing the host filesystem.

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disk-space-monitor

Enables AI assistants to check disk usage on the host machine, providing real-time reports on partition health, warnings, and critical alerts across Windows, macOS, and Linux.

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Tomo Streaming MCP

Enables MCP-compatible agents to manage Tomo Streaming rooms and runtimes, including creating, inspecting, controlling, and deleting rooms, as well as checking health and listing stream servers.

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heroui-v2-mcp

A standalone local MCP server that serves HeroUI v2 component documentation, source code, style definitions, and theme tokens by fetching directly from the official GitHub repository.

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RunCoach

An MCP server that exposes a runner's own training data — computed training load, race-time predictions, and generated plans — as tools an LLM can call for grounded coaching advice.

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instagram-mcp

Enables team members to publish Instagram carousels and single images to their own professional Instagram accounts directly from Claude conversations, with per-user authentication and idempotent publishing.

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ida-pro-mcp-dsh

Enables LLMs to perform binary analysis and reverse engineering via IDA Pro's headless idalib, providing 66 MCP tools like decompile, disasm, and xrefs without requiring the IDA GUI.

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LlamaIndex M2MCent ToolSpec

Enables agents to query and execute 1,005 autonomous MCP micro-services via the M2MCent Gateway with x402 V2 micropayment protocol.

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vault

An MCP server that lets Claude Code search Google Drive, read vault notes, and pull Drive files into the vault using rclone authentication. It operates with read-only scope and supports document section filtering.

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ESP32-CYD Wi-Fi Analyzer MCP

Enables AI assistants to scan and analyze nearby Wi-Fi networks for security vulnerabilities, control an ESP32-CYD device's display and RGB LED, and receive real-time threat alerts via USB serial communication.

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i-net HelpDesk MCP Server

MCP server that exposes the i-net HelpDesk Ticket Web-API as tools for AI agents, enabling ticket search, reading, creation, and actions like replying, closing, and escalating, with attachment support.

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vergabe-mcp

An MCP server for the German federal public-tender portal that enables searching live tenders with filters and retrieving notices in domain model, eForms XML, or OCDS format.

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uisight

MCP server that provides AI coding agents with real-time visual access to web apps, enabling them to see screens, run accessibility and layout inspections, and interact with pages through a shared live panel.

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obsbotd

Enables control of OBSBOT Tiny-series cameras (gimbal, zoom, focus, AI tracking, snapshots) through MCP tools.

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mcp-memories

Captures code build sessions and publishes them to a shared team knowledge base, making past work discoverable via semantic search.

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wowaudit-mcp-server

Exposes the WoWAudit API as structured tools for guild management, including roster, raid planning, attendance, wishlists, loot history, and applications, with read-only mode by default and optional write support.

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basezap-mcp

A read-only MCP server that exposes BaseZap's tipping-agent tools to any MCP client, allowing users to fetch platform info, compute USDC tip quotes, build unsigned ERC-20 transfer calldata, and resolve Farcaster usernames to wallet addresses.

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tachikoma-game-design-mcp

A read-only MCP server that enables semantic search over a Chroma library of narrative and game design content, using multilingual embeddings (BAAI/bge-m3) and offering tools to query indexed books, retrieve page chunks, and list available titles.

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World ID for ChatGPT

A remote MCP server that links World ID 4.0 sessions to AI assistants, enabling verified human authentication and tools for claiming Founding Human places, accessing human grants, and interacting with a verified human wall.

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Task Tracker MCP Server

Enables AI assistants to manage tasks with tools for adding, completing, and deleting tasks, and resources for viewing all or pending tasks.

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Netdisco MCP

Enables AI agents to interact with the Netdisco network management platform through its complete REST API, supporting device inspection, port queries, VLAN searches, and job management.

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test-intelligence-mcp

An MCP server that gives AI coding agents the ability to analyze a Python repository's test health: coverage, flaky tests, and ML-based pull-request risk prediction.

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AI Student Developer Assistant

This MCP server integrates GitHub issues, academic deadlines (LMS), and a personal task tracker to help AI assistants answer questions like 'What should I work on today?' with a prioritized overview.

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proxmox-ve-mcp

Exposes Proxmox VE hosts as MCP tools for inventory, status, and VM/container management, running as a standalone Streamable HTTP service.

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ai-visibility-mcp

Checks a website's robots.txt and Cloudflare settings to identify AI crawler blocking. Also generates llms.txt content to improve visibility to AI answer engines.

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Antrenör MCP

Enables interaction with simulated fitness data (activity history, wellness, pain logging, coaching rules) via MCP protocol, allowing Claude Desktop to query and log data through natural language.

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mx-postal-codes

Enables AI agents to query Mexican postal codes, validate addresses, and search settlements using natural language from the official SEPOMEX catalog.

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Num — Personal Concierge

Travel places directory by 5arz: search 2.5M places, submit businesses and promos (human-reviewed).

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Local Worker MCP

Delegates heavy, repetitive, and verifiable tasks like PDF extraction, code analysis, and log processing to a local LLM to reduce token consumption for frontier AI models, while keeping decision-making with the main AI.

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FourEyes

A human-gated customer-support agent that provides MCP servers for read-only account lookup and write actions (refund, escalate, close) that require human approval before execution.

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