Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4301 | 50.994 | hhw67865-tripadvisor-vacation-plannermcp · back-end | Integrates with TripAdvisor's API to enable vacation planning, destination exploration, and informed decision-making about accommodations and… | 2 stars · 3 forks | No one-command install · Source | |
| 4301 | 50.994 | kimtth-mcp-remote-call-ping-pongmcp · back-endalso listed as mcp-ping-pong-server | An experimental and educational app for Ping-pong server demonstrating remote MCP (Model Context Protocol) calls | 2 stars · 3 forks | No one-command install · Source | |
| 4301 | 50.994 | dcspark-jupitermcp · back-end | Integrates with Jupiter's swap API on the Solana blockchain, enabling operations like getting quotes, building swap transactions, and sending swap… | 2 stars · 3 forks | No one-command install · Source | |
| 4301 | 50.994 | 5pence-safe-walletmcp · back-end | Enables interaction with Safe smart contract wallets for querying transactions, retrieving multisig details, and decoding data using the Safe… | 2 stars · 3 forks | No one-command install · Source | |
| 4306 | 50.884 | most-recommended-booksmcp · back-end | Read-only MCP server for verified book recommendations and reading lists. Ask who recommends a book, what books a public figure recommends, consensus… | 3,044 installs | No commit datelisted | No one-command install · Source |
| 4307 | 50.612 | sms-marketingmcp · back-end | SMS marketing MCP server for AI agents. Send SMS, manage contacts, templates, and campaigns programmatically. Sign up at oblipali.app, generate an API… | 3,028 installs | No commit datelisted | No one-command install · Source |
| 4308 | 50.068 | aws-docs-and-regionsmcp · back-end | A fully managed remote MCP server that provides up-to-date documentation, code samples, knowledge about the regional availability of AWS APIs and… | 2,980 installs | No commit datelisted | No one-command install · Source |
| 4309 | 49.523 | atars-mcp-by-aarnamcp · back-end | aTars MCP by aarna provides AI agents with structured access to crypto market signals, technical indicators, and sentiment analysis. The server… | 1,974 installs | No commit datelisted | No one-command install · Source |
| 4309 | 49.523 | shirabe-calendar-apimcp · back-end | Japanese calendar API for AI agents. Provides Rokuyo (六曜), Rekichu (暦注), Eto (干支), 24 Solar Terms, and fortune judgments for dates. Perfect for… | 2,944 installs | No commit datelisted | No one-command install · Source |
| 4311 | 49.351 | aetherwave-studiomcp · back-end | One MCP server for music, image, video, and audio generation across Suno, Grok Imagine, Seedance, Kling, Hailuo, Wan, VEO, Ideogram, and GPT Image 2… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | getregdatamcp · back-end | Exposes 29 official business-registry actors as MCP tools for KYC/AML, beneficial-owner (UBO), credit-risk and adverse-media workflows across 11… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | pr-cis-mcpmcp · back-end | Read-only MCP server for FP&A & management reporting — governed metrics, financial statements and drill-down over a SQL semantic layer. Your own… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | orcadub-mcp-servermcp · back-end | Enables AI video dubbing from any MCP-capable agent: upload a video or provide a URL, submit a dubbing job, poll progress, and download the finished… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | headlesstrackermcp · back-end | Local-first crypto portfolio aggregation across exchanges (Bybit, Binance), EVM and Solana wallets, and Polymarket. Read-only credentials, runs as a… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | releases-mcp-servermcp · back-end | A registry of product release notes from across the web, normalized, summarized, and queryable via MCP. Enables agents and developers to search and… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | openchainbenchmcp · back-end | Live, reproducible crypto infrastructure benchmarks for AI agents: RPC latency, bridge fees, L1 finality, gas oracle accuracy, stablecoin pegs. Three… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | ros2-medkit-mcpmcp · back-end | A thin MCP adapter that connects an LLM to the ros2_medkit SOVD HTTP API, enabling discovery, data retrieval, operation execution, and configuration… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | bruno-mcp-studiomcp · back-end | Enables AI agents to create, edit, read, and run Bruno API collections (both .bru and .yml formats) with byte-parity to Bruno's own reader, without… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | find-a-book-mcpmcp · back-end | An MCP server for searching and downloading books from Library Genesis, supporting EPUB, MOBI, PDF, and more through natural language queries. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | omophub-mcp-servermcp · back-end | Provides AI agents with instant access to 10M+ OMOP medical vocabulary concepts for searching, mapping, and navigating clinical codes across SNOMED… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | forgeax-dsh-gamemcp · back-end | Integrates ForgeaX game development into DeepSeek Harness by wiring the @forgeax/game MCP server, bundled Skills, and a workspace guard into DSH… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | eis-ecm-drt-mcpmcp · back-end | MCP server for batch EIS analysis, enabling ECM fitting and DRT computation from impedance data. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | macos-vision-mcpmcp · back-endalso listed as macos-vision-woladi | Local OCR & image analysis via Apple Vision Framework — private, offline, no API keys. Extracts text from images and PDFs, detects faces, barcodes, QR… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | thepeppy-supper-ida-toolsmcp · back-end | Desktop MCP hub routing reverse engineering analysis across multiple concurrent IDA Pro instances via a single local streamable HTTP endpoint. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | hellyeemcp · back-end | MCP server that enables natural language control of Ableton Live for music production, including track, clip, device, automation, and mixing… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | rikkahub-history-mcpmcp · back-end | Read-only MCP bridge for searching and browsing RikkaHub app conversations through its Web API. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | charles-mcp-servermcp · back-end | Enables AI agents to interact with Charles Proxy for HTTP traffic analysis, supporting incremental harvest, checkpoint timelines, and rich filtering… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | albumentationsx-mcpmcp · back-end | Model Context Protocol server for discovering transforms, validating augmentation pipelines, rendering deterministic previews, and exporting… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | voog-mcpmcp · back-end | MCP server for Voog CMS enabling management of Liquid templates, pages, products, ecommerce settings, and redirects via natural language or terminal… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | mcp-apps-ravenwatchmcp · back-end | A stateless MCP server that generates interactive report widgets and survey builder UIs, using MCP Apps for rich visualizations and long-polling for… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | hilan-mcpmcp · back-end | An MCP server that lets AI assistants pull payslips and Form 106 from any Hilan (Hilanet) tenant, using a headless browser and Hilan's internal… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | markmesh-mcpmcp · back-end | A trademark research and monitoring MCP server that provides access to a normalized trademark corpus across 30+ registers, with provenance on every… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | antegral-kpicmcp · back-end | Integrates with the Korea Pharmaceutical Information Center (KPIC) API to retrieve drug details, interactions, safety information, and regulatory data… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | stremio-mcpmcp · back-end | Unified MCP server for Stremio enabling search, metadata, catalogs, and stream listings via Stremio's addon APIs, plus Android TV playback control… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | agenerationforwordz-tech-stratamcp · back-end | Self-hosted AI memory server providing persistent memory on your own hardware. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | gmail-postmaster-tools-mcpmcp · back-end | Query your domains, sender compliance status, and Gmail traffic metrics from Claude, Cursor, or any MCP client using the Gmail Postmaster Tools API. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | twitter-api-safe-relay-mcpmcp · back-end | Forwards HTTP requests to a Twitter API safe relay, enabling interaction with Twitter's API through a catalog of request templates. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | miji-ble-mcp-servermcp · back-end | MCP server for controlling BLE-enabled adult toys from XHTKJ and 醉清风 mini-programs, enabling strength, mode, and custom waveform control via natural… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | mcp-discord-modmcp · back-end | Enables Discord server moderation actions including kick, ban, timeout, role management, channel operations, audit logs, and member management through… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | tidesmanmcp · back-end | A free native MCP server for running, understanding, and debugging Linux containers on macOS using Apple's container tool, with audit trail and… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | image2svg-mcpmcp · back-end | An MCP server that converts raster images (PNG, JPG, WEBP) to scalable SVG vector graphics. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | taas-mcpmcp · back-end | A local MCP server that acts as a thin proxy to expose Tread's trading data and order tools to a local LLM, fetching tool catalog and forwarding calls… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | anthropic-docs-mcp-servermcp · back-end | Enables searching and fetching Claude and Anthropic documentation with intelligent relevance scoring, optimized for MCP development, APIs, and… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | mcp-creatiomcp · back-end | MCP server for Creatio CRM that enables AI assistants to read, create, update, delete records, execute business processes, and manage settings via… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | executor-cloudflare-mcp-servermcp · back-end | Deploys an open-source integration layer for AI agents (Executor) to Cloudflare, providing a private MCP endpoint secured by Cloudflare Access, with… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | gigaplexity-mcpmcp · back-end | MCP server that transforms GigaChat into a search tool, enabling web search, deep research, and step-by-step reasoning through natural language… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | tentramcp · back-end | AI-native architecture platform MCP server for generating diagrams, detecting code drift, and scaffolding multi-framework projects. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | astro-mcp-servermcp · back-end | Multi-tradition astrology engine that computes real birth charts, transits, and synastry for AI agents via MCP tools. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | docnova-mcpmcp · back-end | MCP server for e-invoice platforms. Enables natural language querying of invoices, partners, company data, and financial reports. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | peterhadorn-offloadmcp · back-end | MCP server that delegates routine coding tasks like commit messages, PR descriptions, and docstrings to cheaper Google Gemma models. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | jospmsilva-browser-mutationmcp · back-end | MCP server that captures visual browser edits and converts them into structured code implementation patches. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | no-ob-bratmcp · back-end | Dart-based server providing web search, HTTP request, and web content extraction capabilities. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | mcp-brainmcp · back-end | A Model Context Protocol server that gives Claude Code persistent, structured awareness of your project — without burning tokens on context… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | mcp-trenitaliamcp · back-end | An MCP server for real-time Italian railway data, enabling natural language queries about train schedules, delays, departures, arrivals, and live… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | hydrocoderclaud-hydrosshmcp · back-end | SSH remote server management with persistent connections for Claude Code. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | for-sunny-hebbian-mind-enterprisemcp · back-end | Associative memory server using Hebbian learning where concept connections strengthen through co-activation and weaken through disuse. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | comfyui-mcp-server-pythonmcp · back-end | Converts ComfyUI workflows into MCP tools for AI agents to generate images, videos, and other multimedia content. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | whop-mcpmcp · back-end | A Model Context Protocol server that enables AI assistants to manage Whop.com business operations, including payments, memberships, products, promo… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | litellm-mcp-server-bridgemcp · back-end | Connects Antigravity to a LiteLLM instance, enabling chat completions, model listing, health checks, and more via the Model Context Protocol. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | tradestation-mcpmcp · back-end | MCP server for TradeStation API enabling market data, brokerage, and order execution through natural language. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | haithamelmengad-popcornmcp · back-end | Extracts keyframes and generates transcripts from video files using FFmpeg and Whisper backends with intelligent preset configurations for different… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | rapid7-mcp-servermcp · back-end | Enables querying Rapid7 InsightIDR logs using natural language through AI assistants, with support for time filtering, logset selection, and LEQL… | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | knowair-weather-mcp-servermcp · back-end | Provides real-time weather, air quality, forecasts, and astronomical information via Caiyun Weather API. | 6 stars | No one-command install · Source | |
| 4311 | 49.351 | orkl-mcp-servermcp · back-end | Enables users to access and query the ORKL Threat Intelligence Library, including threat reports, threat actors, and sources, through MCP tools and… | 6 stars | No one-command install · Source | |
| 4367 | 49.251 | eur-lex-mcp-servermcp · back-end | Search EU legislation, CJEU case law, and treaties; traverse CELLAR graph; browse EuroVoc concepts. | 2,939 installs | No commit datelisted | No one-command install · Source |
| 4368 | 49.150 | cahthuranag-allratestodaymcp · back-end | Real-time and historical currency exchange rates with multi-currency support via the AllRatesToday API. | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | com-luneresearch-lunemcp · back-end | MCP server for searching, retrieving, and subscribing to academic papers across security, ML, NLP, CV, and systems venues via 12 tools. | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | dialectosmcp · back-end | Spanish dialect localization MCP server and CLI. It translates and QA-checks content across 25 regional variants with register control, structure… | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | latitude-sh-mcp-servermcp · back-end | Enables natural language management of Latitude.sh infrastructure, allowing users to list, create, and delete servers, projects, and SSH keys through… | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | joomengine-mcpmcp · back-end | An embeddable library and self-hosted MCP server for administering Joomla 6.x through bounded, auditable semantic actions via the Joomla Web Services… | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | yawlabs-lemonsqueezy-mcpmcp · back-end | MCP server for the LemonSqueezy API. Enables managing stores, products, customers, subscriptions, discounts, and license keys from any MCP-compatible… | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | cyanheads-hacker-newsmcp · back-endalso listed as cyanheads-hn-mcp-server | Fetches Hacker News feeds, threaded discussions, user profiles, and full-text search via Firebase and Algolia APIs. | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | cyanheads-biorxivmcp · back-endalso listed as cyanheads-biorxiv-mcp-server | Searches and retrieves preprints from bioRxiv and medRxiv preprint servers for life sciences and health research. | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | cyanheads-libofcongress-mcp-servermcp · back-end | Search LOC digital collections, browse Chronicling America newspapers with full OCR text, and look up LC Subject Headings via MCP. | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | cahthuranag-mcp-servermcp · back-end | AllRatesToday currency exchange rates: real-time mid-market rates for 160+ currencies (Reuters/Refinitiv), historical data (1d/7d/30d/1y), currency… | 4 stars · 1 fork | armory install cahthuranag-mcp-server --cli claude | |
| 4368 | 49.150 | droidsightmcp · back-end | An MCP server that controls real Android devices via ADB, offering screen vision, input automation, and device management tools. | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | mailboxmcp · back-end | Unified email access via IMAP/SMTP, enabling reading, searching, sending, and deleting messages across multiple accounts through a single MCP server. | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | qai-consultant-mcpmcp · back-end | Keyless, local MCP server bringing ISTQB / OWASP / IEEE / ISO / EU AI Act QA standards into your AI client. Standards-grounded retrieval… | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | manifoldmcp · back-end | An MCP gateway that unifies multiple MCP servers and OpenAPI/Swagger REST APIs behind a single MCP interface, with protocol conversion… | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | wordpress-mcp-hubmcp · back-end | A local MCP gateway that connects AI clients to multiple remote WordPress MCP servers, enabling tool discovery, testing, and invocation with secure… | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | pia-mcp-servermcp · back-end | Enables AI to search and retrieve detailed information from U.S. government datasets, including GAO reports, oversight recommendations, congressional… | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | cortex-cloud-docsmcp · back-end | Provides conversational access to Palo Alto Networks Cortex Cloud platform documentation through web scraping and intelligent indexing with automatic… | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | cendoj-sentencias-mcp-servermcp · back-end | Enables searching and downloading Spanish court rulings from the CENDOJ database, with automatic captcha resolution via Claude's vision, returning… | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | tools-mcp-vessel-trafficmcp · back-endalso listed as vessel-traffic-mcp | Read-only MCP server for vessel AIS data, ship tracking, carrier schedules, and maritime analytics via BYOK providers. | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | mgovedarov-vcf-automation-orchestratormcp · back-end | MCP server exposing VMware VCF Automation Orchestrator REST API operations for managing workflows, actions, and subscriptions via AI assistants. | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | yawlabs-sshmcp · back-end | Manages SSH environments, diagnoses connection issues, and enables remote operations including git, deployments, and server access. | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | crmsolid-mcp-servermcp · back-end | Enables AI assistants to manage social DM inboxes and posting calendars across 12 platforms, allowing users to triage messages, draft replies… | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | gh-gabrielmahia-mpesa-africastalkingmcp · back-end | East African fintech APIs for M-Pesa payments and Africa's Talking SMS/airtime. | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | mcp-brokermcp · back-end | mcp-broker is a local Model Context Protocol process broker for MCP clients. Think PgBouncer for MCP: one stable local endpoint in front of many… | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | steam-mcp-servermcp · back-end | MCP server providing 25 tools to query Steam store data, player statistics, achievements, reviews, pricing, workshop items, leaderboards, inventory… | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | davidmosiah-withingsmcp · back-end | Privacy-first unofficial MCP server for Withings health, sleep, activity, and heart-rate data. | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | headless-re-mcpmcp · back-end | Headless reverse engineering MCP server integrating IDA Pro for static analysis and x64dbg for dynamic debugging via controlled MCP tools. | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | proton-mail-mcpmcp · back-end | Unofficial MCP server for Proton Mail (not affiliated with Proton AG) — send, read, search & organize email over SMTP/IMAP | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | onplana-mcp-servermcp · back-end | Open-source TypeScript MCP server template with Streamable HTTP transport, Bearer auth, and prompt-injection containment, plus a client SDK for… | 4 stars · 1 fork | No one-command install · Source | |
| 4368 | 49.150 | metro-mcpmcp · back-end | A unified MCP server for US transit systems, supporting Washington DC Metro and NYC Subway with real-time predictions, station info, and service… | 4 stars · 1 fork | 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.