Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 5101 | 43.589 | vuvuvu-streamersonglistmcp · back-end | Integrates with StreamerSongList APIs to manage streaming music queues, handle song requests, track play history, and retrieve overlay data for… | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | louis030195-gptzero-mcpmcp · back-end | AI detection for text content with GPTZero API. Detect AI-generated text, get confidence scores, multilingual support (French/Spanish), and detailed… | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | hunter-arton-google-searchmcp · back-end | Provides Google web and image search capabilities through the Custom Search API, enabling access to current internet information with pagination and… | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | material-project-mcp-servermcp · back-end | Enables LLMs to verify invented battery materials against a database, ensuring they are novel and valid. | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | mcp-trinv-servermcp · back-end | Recherche des communes françaises et des parcelles cadastrales dans une commune via TRINV. | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | tinymcpmcp · back-end | A lightweight MCP router for FastAPI that enables adding MCP tools to FastAPI applications with ease. | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | riteshyaaa-bitcoin-price-trackermcp · back-end | Provides real-time Bitcoin market data including current price, 24-hour change percentage, and market cap through dual API integration with… | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | kukapay-bitcoin-utxo-mcpmcp · back-end | An MCP server that tracks Bitcoin's Unspent Transaction Outputs (UTXO) and block statistics. | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | wyattjoh-calendar-mcpmcp · back-end | MCP server for accessing macOS Calendar events | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | mcp-server-attommcp · back-end | Exposes ATTOM's real estate API as MCP tools, enabling property details, valuations, assessments, sales, and area data via natural language. | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | abhi5h3k-url2snapmcp · back-end | Captures website screenshots through the Abstract API and serves them locally, enabling visualization of web content without requiring direct site… | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | food-delivery-mcp-servermcp · back-end | Enables users to search restaurants, view menus, place orders, and check order status via a local MCP server using Firestore. | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | mohdhaji87-bugcrowdmcp · back-end | Integrates with Bugcrowd's bug bounty platform API to provide complete access invitation management, asset operations, program administration… | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | andrewkkchan-fivetranmcp · back-end | Integrates with Fivetran's REST API to manage data pipelines through user invitations, connection discovery, and sync operations with automated… | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | mailchimp-mcp-servermcp · back-end | Integrates Mailchimp with GenAI applications via the Model Context Protocol, enabling email marketing automation through natural language… | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | ronniemh-phrasesmcp · back-end | Provides a simple API for managing phrases and their authors with operations for creating, retrieving, updating, and deleting quote-like content with… | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | jokesmcpmcp · back-end | MCP server that delivers jokes upon request, adapting to user humor preferences and avoiding offensive content. | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | nuxt-ui-mcp-servermcp · back-end | An MCP server that exposes Nuxt UI documentation and resources via a standardized API, enabling interaction through natural language. | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | yandex-cloud-mcp-servermcp · back-end | Read-only MCP server for Yandex Cloud resources including VMs, networks, disks, and more, with support for cloud/organization level access. | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | avik-creator-google-calendarmcp · back-end | Integrates with Google Calendar API for viewing, creating, and managing calendar events to enhance scheduling assistance and meeting management… | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | bluestoneapps-react-native-standardsmcp · back-end | Provides access to BluestoneApps React Native coding standards and examples via FastAPI, enabling developers to retrieve development guidelines and… | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | clpublic-cloudbrowsermcp · back-end | Provides an anti-association fingerprint browser environment and automated interaction APIs. | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | chembl-mcp-servermcp · back-end | A FastMCP wrapper server that provides API access to the ChEMBL database, enabling users to query drug discovery data such as activities, assays… | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | rakeshgangwar-tmdbmcp · back-end | Provides a bridge to The Movie Database API for searching and retrieving detailed movie information with filtering by title, year, and pagination | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | ckz-education-datamcp · back-end | Provides direct access to the Urban Institute's Education Data API for retrieving and analyzing educational statistics across schools, districts, and… | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | guilhermelirio-brazilian-cepmcp · back-end | Integrates with Brazilian postal code (CEP) APIs to retrieve address details for location validation and geolocation services in Node.js applications. | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | shak2000-yahoo-financemcp · back-end | Integrates with Yahoo Finance API to provide real-time stock prices, company information, historical data, and market news through LLaMA 3.2 3B while… | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | zxfgds-toolkitmcp · back-end | Provides AI assistants with access to local and network resources through specialized tools for file system operations, database connections, GitHub… | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | mcp-translation-server-2mcp · back-end | 高性能满-汉双向机器翻译系统，支持形态分析和增强型翻译引擎。 | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | kirill-markin-simple-toolmcp · back-end | Integrates with web servers to fetch and retrieve webpage content for analysis and processing tasks. | 2 stars · 2 forks | No one-command install · Source | |
| 5101 | 43.589 | uddeshya-23-jiramcp · back-end | Integrates with Jira's REST API to enable issue tracking, project management, and workload analytics tasks. | 2 stars · 2 forks | No one-command install · Source | |
| 5132 | 43.294 | cupertinomcp · back-end | Provides MCP servers to interact with Apple's Mail, Notes, Reminders, and Calendar apps on macOS, enabling search, read, and write operations with… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | contentrain-aimcp · back-end | Local-first MCP server for AI content governance — 13 tools for model/content CRUD, validation, normalization, and i18n across any framework. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | gangtise-mcpmcp · back-end | This MCP server enables AI assistants to access Gangtise investment research platform data, including market data, financial reports, research… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | swsd-mcpmcp · back-end | MCP server for SolarWinds Service Desk (SWSD/Samanage) enabling reading and modifying tickets, comments, knowledge-base articles, and more via each… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | apajon-mempalace-mcp-bridgemcp · back-end | Enables persistent local memory in VS Code Copilot Chat via MemPalace, using a ChromaDB 0.6.x backend with automatic setup and verification. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | booli-mcpmcp · back-end | Enables searching Swedish property listings, sold prices, areas, and market statistics via the Booli API using natural language. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | ast-mcp-servermcp · back-end | ast-mcp-server gives coding agents compact, type-aware access to TypeScript and JavaScript projects, providing structural code tools based on the real… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | outscrapermcp · back-end | Official Outscraper MCP server for Google Maps business data, reviews, email validation, and web extraction. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | corytodd-civ5-bridgemcp · back-end | Bridges Civilization V gameplay with real-time game state data export through a Lua mod and Python server, enabling strategic analysis of cities… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | malamutemayhem-unclick-agent-native-endpointsmcp · back-end | 110+ tools for AI agents spanning social media, finance, gaming, music, AU-specific services, and utilities. Zero-config local tools plus platform… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | beefchicken-mcpmcp · back-end | A lightweight OpenAPI proxy MCP server that turns any openapi.yaml into MCP tools with zero code, including a built-in OAuth 2.1 server for Claude.ai… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | theyahia-yookassa-mcpmcp · back-end | MCP server for YooKassa API enabling payments, refunds, receipts, payouts, webhooks, and more via 20 tools. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | theyahia-tgstat-mcpmcp · back-end | MCP server for TGStat API that provides analytics for Telegram channels, including search, posts, statistics, mentions, and comparison across 8 tools. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | wolfe-jam-rust-fafmcp · back-end | Rust-native server for the FAF (Foundational AI-context Format), providing structured project context in IANA-registered YAML format. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | n24q02m-imaginemcp · back-end | Image and video understanding and generation via Gemini, OpenAI, and Grok APIs. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | vscode-cube-mcpmcp · back-end | MCP server that wraps STM32CubeMX CLI to let AI load .ioc projects, modify pin/peripheral configurations, generate HAL code, and export pinout tables. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | complyedge-trustlintmcp · back-end | Offline MCP server that checks and scans your own AI prompts and outputs against a local compliance rule corpus. Returns rule ID, severity, citation… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | expensemcp · back-end | MCP server for Expense, a receipt tracker that lets AI assistants capture receipts, log mileage, answer spending questions, build reports, and… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | wawapi-image-mcpmcp · back-end | An MCP server that lets Codex generate, edit, and display images via the Wawapi image API using only text content blocks, local file paths, and… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | reqlymcp · back-end | API client with an MCP server. Your agent builds collections from your codebase, runs requests, writes e2e flows, and exports them to GitHub Actions… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | mcp-dados-brasilmcp · back-end | MCP server that provides real-time access to Brazilian public data from 6 official sources via 11 read-only tools, including Pix, IBGE, Câmara dos… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | okama-mcpmcp · back-end | MCP (Model Context Protocol) server that exposes the okama investment portfolio toolkit to AI assistants — Claude Desktop, Claude Code, Cursor, Codex… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | jira-cloud-mcp-servermcp · back-end | MCP server for interacting with Jira Cloud instances. Enables issue management, JQL queries, project and sprint management, and batch operations via… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | dreame-d20-pro-plus-mcp-servermcp · back-end | Enables control and monitoring of a Dreame robot vacuum via MCP tools, including cleaning, status, and map viewing through the cloud API. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | fingerprint-mcp-servermcp · back-end | Enables MCP-compatible clients to interact with Fingerprint's identification events and management APIs, supporting both private and public modes with… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | mcp-plannermcp · back-end | MCP server for Microsoft Planner via the Microsoft Graph API, enabling users to find groups and plans, manage buckets and tasks (create, update… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | cyanheads-gdelt-mcp-servermcp · back-end | Search and analyze global news coverage and US television transcripts via the GDELT Project's real-time APIs via MCP. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | ssoj13-filesystem-rustmcp · back-end | Rust-based filesystem server that provides fast, secure file operations including read/write, directory management, glob pattern searching, regex… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | enji-guard-climcp · back-end | Exposes Enji Guard access and compact report metadata to local tools via an MCP server. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | bajoski34-flutterwavemcp · back-end | Integrates with Flutterwave's payment processing API to enable creating payment links, verifying transactions, and resending failed webhooks for… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | crypto-mcp-server-2mcp · back-end | Provides real-time cryptocurrency market data including prices, K-line charts, funding rates, and industry news via modular tools, suitable for… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | wiro-mcp-servermcp · back-end | Official MCP server for Wiro AI that provides access to hundreds of AI models for generation, editing, and analysis from any MCP-compatible assistant. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | zigbee2mqtt-mcpmcp · back-end | An MCP server that enables LLMs to list, inspect, and control Zigbee devices via the Zigbee2MQTT frontend websocket API, eliminating the need for… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | mcp-kaneomcp · back-end | MCP server for Kaneo task management API. Lets your AI coding assistant manage tasks, projects, labels, and comments in Kaneo. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | astandrik-local-ydb-toolkitmcp · back-end | Local YDB MCP is a TypeScript stdio MCP server for operating Docker-based local-ydb deployments via local or SSH-backed profiles. Supports bootstrap… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | glimmcp · back-end | One remote MCP endpoint giving agents live data from Twitter/X, Reddit, web, GitHub, Amazon, and YouTube, no API keys needed, pay per call. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | mcp-server-redminemcp · back-end | Exposes 30 tools to manage Redmine resources (issues, projects, users, time entries, wiki pages, news, files, roles) via the REST API using stdio… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | pavlov-net-tripo-3dmcp · back-end | Exposes Tripo 3D Generation API operations as MCP tools for generating 3D models from text, images, or multi-view photos. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | spokenmcp · back-endalso listed as spoken-2 | Fetch published podcast transcripts as clean Markdown with real speaker names via the Spoken API. Tools: search_podcasts, get_transcript, get_balance. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | pin-it-mcpmcp · back-end | Read-only stdio MCP server that allows AI clients to list, search, and retrieve pins and images from a local desktop pinboard. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | test-intel-mcpmcp · back-end | Test coverage intelligence MCP server for TypeScript and JavaScript projects. Analyzes coverage reports to find untested functions, computes… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | sap-abap-mcpmcp · back-end | A local MCP server that connects to SAP ABAP systems via ADT HTTP API, enabling AI assistants to search, read, and manage ABAP objects securely… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | miaolink-rhthsmcp · back-end | AI trading gateway MCP server for Tonghua Shun PC clients, providing account queries, order management, and market data access. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | noaa-climate-mcp-servermcp · back-end | Enables searching NOAA climate stations and datasets, and fetching historical weather observations via the Model Context Protocol (MCP). | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | influencers-club-mcp-servermcp · back-end | MCP server for the Influencers Club API — creator enrichment, discovery, audience analysis, content data, batch operations, and account management. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | slimtokenmcp · back-end | An MCP server that exposes token-optimization pipeline functions as tools, enabling MCP-compatible hosts to reduce token usage in requests before they… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | touchbridgemcp · back-end | TouchBridge is a local-first MCP server for iOS simulators and physical devices, enabling AI to see, control, test, and redesign iPhone screens… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | davinci-resolve-lite-mcpmcp · back-end | Enables AI clients such as Claude Code to control DaVinci Resolve, including the free Lite edition, through a local HTTP server that runs inside… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | tmdb-mcpmcp · back-end | MCP server for The Movie Database (TMDB): search and look up movies, TV shows and people, and read IMDb/Rotten Tomatoes/Metacritic ratings (via OMDb)… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | astroway-mcpmcp · back-end | Comprehensive astrology MCP exposing every endpoint of the AstroWay Calculation API — natal charts, synastry, transits, Vedic dashas, Tarot… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | gh-nosmoht-talosmcp · back-end | Manages Talos Linux clusters via native gRPC API with read-only and mutating tools plus RBAC support. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | viberoommcp · back-end | Agent-driven RAW photo manager and non-destructive editor with Lightroom-style library and develop tools, controllable via MCP and REST. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | mcp-amazon-sp-apimcp · back-end | MCP server that exposes the Amazon Selling Partner API to Claude Desktop and any other MCP client. It wraps the python-amazon-sp-api SDK and ships 55+… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | expo-androidmcp · back-end | MCP server for Android emulator automation via ADB. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | cad-mcp-servermcp · back-end | Give your AI assistant the ability to inspect, measure, and compare 3D CAD models by dropping in a STEP file and asking engineering questions. Runs… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | krs-poland-mcp-servermcp · back-end | Enables querying the Polish National Court Register (KRS) to retrieve current and historical entity data. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | parseable-mcp-servermcp · back-end | Model Context Protocol server for Parseable that lets MCP-capable clients discover, query, and manage Parseable datasets and alerts using natural… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | castaldo-solutions-mcp-vtenextmcp · back-end | MCP server for VTENext CRM (open-source vtiger-based). Query, create and update opportunities and contacts via the WebService API. Available on npm as… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | abstraxn-public-web3-mcpmcp · back-end | A free public MCP server for Web3 data, providing live chain info, token prices, market data, wallet/token lookups, and travel search, with optional… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | zsvirt-mcp-servermcp · back-end | Enables natural language discovery, inspection, and execution of ZStack's 2000+ cloud management APIs, plus searching and retrieving monitoring… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | letsgal-ai-mcp-servermcp · back-end | Enables AI agents to programmatically create and manage LetsGal Studio visual novel projects via a story DSL, supporting project initialization, story… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | opengolfapi-mcp-servermcp · back-end | Enables AI agents to search and retrieve detailed information about US golf courses, including course details, tees, climate, and nearby points of… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | naveen-ayallamcp · back-end | A TypeScript/Node.js MCP toolkit with servers for code search, docs, databases, OpenAPI, Git, and shell-based developer workflows. | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | qqmusic-mcpmcp · back-end | A local MCP server for managing and organizing a personal QQ Music library, enabling playlist operations, music analysis, and intelligent… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | hood-mcpmcp · back-end | A zero-config data server for read-only queries on Robinhood Chain (stock tokens, memecoins, launches, chain stats) and an opt-in trading server with… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | q0t-telegram-mcpmcp · back-end | A production-quality Telegram MCP server that sends messages via Telegram API, fixing bugs in the reference implementation. Provides tools to list… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | chainstack-mcp-servermcp · back-end | Provides AI agents direct access to the Chainstack platform, enabling blockchain node deployment, documentation search, platform status checks, and… | 4 stars | No one-command install · Source | |
| 5132 | 43.294 | nx-mcpmcp · back-end | Enables natural language control of Siemens NX for text-to-CAD modeling, generating .prt files via NX Open API. Currently supports basic solids… | 4 stars | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.