Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4401 | 38.037 | linkedin-ads-library-mcp-servermcp · back-end | Enables searching and analyzing LinkedIn's public ad library for any company, including ad creatives, targeting, and competitive insights. Supports… | 2 stars · 1 fork | No one-command install · Source | |
| 4402 | 38.037 | litlib-mcpmcp · back-end | Read-only MCP server for managing academic literature acquisition workflows at Jilin University, providing precise access to Zotero metadata, PDF… | 2 stars · 1 fork | No one-command install · Source | |
| 4403 | 38.037 | colabfit-mcpmcp · back-end | An MCP server for discovering ColabFit materials science datasets and training MACE interatomic potentials on local hardware, enabling AI assistants… | 2 stars · 1 fork | No one-command install · Source | |
| 4404 | 38.037 | pycycle-mcpmcp · back-end | Model Context Protocol server for pyCycle/OpenMDAO engine-cycle workflows, enabling lifecycle management, variable inspection, execution, sweeps, and… | 2 stars · 1 fork | No one-command install · Source | |
| 4405 | 38.037 | rubyls-yearning-mcpmcp · back-end | MCP server for Yearning SQL review platform, enabling read-only queries, ticket management (submit, audit, undo, rollback), query applications… | 2 stars · 1 fork | No one-command install · Source | |
| 4406 | 38.037 | video-extract-mcpmcp · back-end | MCP server that turns video URLs into transcripts and important keyframes locally, with no cloud or API keys. | 2 stars · 1 fork | No one-command install · Source | |
| 4407 | 38.037 | vrchat-project-mcpmcp · back-end | A Unity editor MCP plugin that exposes 49 tools over HTTP for managing Unity projects and editing VRChat avatars, including expressions, parameters… | 2 stars · 1 fork | No one-command install · Source | |
| 4408 | 38.037 | huawei-training-camp-mcpmcp · back-end | Enables AI clients to query and analyze Huawei Health data, including training records, sleep, heart rate, and athletic performance, through 14 MCP… | 2 stars · 1 fork | No one-command install · Source | |
| 4409 | 38.037 | onbid-mcpmcp · back-end | Enables LLM clients to ask plain-language questions about Korean public auction property data from the 온비드 OpenAPI, including normalized pricing… | 2 stars · 1 fork | No one-command install · Source | |
| 4410 | 38.037 | yawlabs-mcp-compliancemcp · back-end | CLI and MCP server that tests any MCP server for spec compliance across 88 tests with letter-grade scoring. | 2 stars · 1 fork | No one-command install · Source | |
| 4411 | 38.037 | yawlabs-fetchmcp · back-end | HTTP fetch server with SSRF protection, HTML-to-markdown conversion, reader mode, and metadata extraction. | 2 stars · 1 fork | No one-command install · Source | |
| 4412 | 38.037 | yomimcp · back-end | Enables AI agents to read, reply, send images, and search LINE messages by logging in as a secondary device, without official API or browser. | 2 stars · 1 fork | No one-command install · Source | |
| 4413 | 38.037 | kevinkda-schwab-marketdatamcp · back-end | Unofficial MCP server for Charles Schwab Market Data API with 14 tools for quotes, price history, option chains, and market hours. | 2 stars · 1 fork | No one-command install · Source | |
| 4414 | 38.037 | sg-eli-mcpmcp · back-end | An MCP server for Singapore Statutes Online (SSO), the official portal for Singapore legislation. It browses, fetches, and cites Acts, with a… | 2 stars · 1 fork | No one-command install · Source | |
| 4415 | 38.037 | xliff-processormcp · back-end | An MCP server for processing XLIFF and TMX translation files, enabling parsing, validation, and manipulation of translation units in localization… | 2 stars · 1 fork | No one-command install · Source | |
| 4416 | 38.037 | cyanheads-orcid-mcp-servermcp · back-end | Enables searching and retrieving researcher profiles, works, affiliations, funding, and peer review records from the ORCID registry via MCP… | 2 stars · 1 fork | No one-command install · Source | |
| 4417 | 38.037 | cyanheads-eia-energy-mcp-servermcp · back-end | Browse and query the U.S. Energy Information Administration API v2 — electricity, petroleum, natural gas, coal, forecasts, and more via MCP. STDIO or… | 2 stars · 1 fork | No one-command install · Source | |
| 4418 | 38.037 | alcylu-nightlife-mcpmcp · back-end | MCP server for Tokyo nightlife event discovery, venue search, performer info, AI recommendations, and VIP table booking. | 2 stars · 1 fork | No one-command install · Source | |
| 4419 | 38.037 | mcp-travelcodemcp · back-end | Enables AI assistants to search flights and hotels, manage bookings, check flight status, and access delay statistics through the TravelCode corporate… | 2 stars · 1 fork | No one-command install · Source | |
| 4420 | 38.037 | cisco-ise-mcp-servermcp · back-end | Cisco ISE MCP Server | 2 stars · 1 fork | No one-command install · Source | |
| 4421 | 38.037 | resilireplaymcp · back-end | Local-first MCP and coding-agent reliability harness that captures bounded, sanitized failure evidence and generates deterministic executable… | 2 stars · 1 fork | No one-command install · Source | |
| 4422 | 38.037 | bbekshr-mcppedia-searchmcp · back-end | Enables discovery, evaluation, and comparison of 17,000+ MCP servers from the MCPpedia catalog with integrated security scoring. | 2 stars · 1 fork | No one-command install · Source | |
| 4423 | 38.037 | ikuai-mcp-servermcp · back-end | An MCP server that provides 229 tools to control iKuai routers, enabling AI assistants to manage network settings, monitoring, security, and more… | 2 stars · 1 fork | No one-command install · Source | |
| 4424 | 38.037 | woocommerce-mcpmcp · back-end | Read-only MCP server for WooCommerce that enables answering questions about products, orders, sales, and blog posts via the WordPress REST API without… | 2 stars · 1 fork | No one-command install · Source | |
| 4425 | 38.037 | hono-mcp-servermcp · back-end | Easily expose your Hono API endpoints as MCP tools with minimal configuration, supporting type-safe input handling and tool registration. | 2 stars · 1 fork | No one-command install · Source | |
| 4426 | 38.037 | placerootmcp · back-end | PlaceRoot is an MCP server that answers spatial questions using open map data from Overture Maps, without requiring API keys or signup. It provides… | 2 stars · 1 fork | No one-command install · Source | |
| 4427 | 38.037 | mastodon-mcp-servermcp · back-end | Comprehensive MCP server for Mastodon integration, enabling AI assistants to read timelines, post statuses, manage accounts, search, and more on any… | 2 stars · 1 fork | No one-command install · Source | |
| 4428 | 38.037 | macwhisper-mcp-servermcp · back-end | Enables transcription, summarization, and action item extraction from audio files on your Mac using MacWhisper and Claude Desktop, all locally without… | 2 stars · 1 fork | No one-command install · Source | |
| 4429 | 38.037 | black-souls-mcpmcp · back-end | Local MCP server for BLACK SOULS / RPG Maker VX Ace that reads game state and executes keyboard actions via MCP tools. | 2 stars · 1 fork | No one-command install · Source | |
| 4430 | 38.037 | calllintmcp · back-end | Static preflight safety gate for MCP servers — scan configs before you run them. Never executes. | 2 stars · 1 fork | No one-command install · Source | |
| 4431 | 38.037 | gemini-bridge-mcpmcp · back-end | MCP server for Google Gemini that does not require an API key, combining a CLI backend for Q\&A, research, and analysis with a web UI backend for… | 2 stars · 1 fork | No one-command install · Source | |
| 4432 | 38.037 | shigechika-jquantsmcp · back-end | Retrieves Japanese stock market data from the J-Quants API including equities, financials, indices, and derivatives. | 2 stars · 1 fork | No one-command install · Source | |
| 4433 | 38.037 | jquants-mcpmcp · back-end | An MCP server that retrieves Japanese stock market data via J-Quants API v2. | 2 stars · 1 fork | No one-command install · Source | |
| 4434 | 38.037 | simple-dynamsoft-mcpmcp · back-end | MCP server that helps AI assistants generate accurate code and guidance for Dynamsoft SDKs. | 2 stars · 1 fork | No one-command install · Source | |
| 4435 | 38.037 | rippermercs-tensorfeedmcp · back-end | Provides real-time AI industry intelligence including news, LLM service status, model pricing, and benchmarks via pay-per-call API. | 2 stars · 1 fork | No one-command install · Source | |
| 4436 | 38.037 | leychile-mcpmcp · back-end | MCP server that connects AI to the Chilean legislation system (Ley Chile) for retrieving legal norms, citations, and intertemporal analysis. | 2 stars · 1 fork | No one-command install · Source | |
| 4437 | 38.037 | mcp-paprikamcp · back-end | MCP server for Paprika recipe manager enabling search, CRUD operations, grocery lists, meal planning, and menus via natural language, with semantic… | 2 stars · 1 fork | No one-command install · Source | |
| 4438 | 38.037 | vectrmcp · back-end | Semantic codebase search + persistent working memory for AI code editors. Local, zero-config, MCP. No API key. | 2 stars · 1 fork | No one-command install · Source | |
| 4439 | 38.037 | cloudflare-mcp-promcp · back-end | A local stdio MCP server that provides 69 tools for Cloudflare REST API v4, including DNS, Zones, Workers, KV, R2, D1, Pages, Queues, Tunnels, SSL… | 2 stars · 1 fork | No one-command install · Source | |
| 4440 | 38.037 | lpc-mcp-servermcp · back-end | Enables AI assistants to understand and query LPC codebases through natural language, using a language server for hover info, definitions, references… | 2 stars · 1 fork | No one-command install · Source | |
| 4441 | 38.037 | unfourmcp · back-end | Local-first backend developer workspace exposing API debugging, SSH, database, workspace, and diagnostics tools to AI agents through a local MCP… | 2 stars · 1 fork | No one-command install · Source | |
| 4442 | 38.037 | coinrithm-coinrithm-agent-tradingmcp · back-end | Paper-trade crypto spot, futures, and prediction markets on CoinRithm with a user-minted API key. Simulated funds only; includes 21 MCP tools and… | 2 stars · 1 fork | No one-command install · Source | |
| 4443 | 38.037 | moon-banking-mcp-servermcp · back-end | Provides AI agents with live access to a global directory of consumer and business banks, including community-rated scores across categories like… | 2 stars · 1 fork | No one-command install · Source | |
| 4444 | 38.037 | zotero-library-mcpmcp · back-end | An MCP server that lets AI assistants add papers and books to your Zotero library by DOI, arXiv ID, or ISBN, and manage your collections, tags, and… | 2 stars · 1 fork | No one-command install · Source | |
| 4445 | 38.037 | waifuai-waifu-queuemcp · back-end | Implements a conversational 'waifu' character server using Redis queue system for efficient handling of concurrent text generation requests with… | 2 stars · 1 fork | No one-command install · Source | |
| 4446 | 38.037 | gbg-loqate-reachmcp · back-end | Verify addresses, email addresses, and phone numbers with confidence scores via GBG's Loqate Reach API. | 2 stars · 1 fork | No one-command install · Source | |
| 4447 | 38.037 | xkcd-mcpmcp · back-end | MCP server to fetch xkcd comics (latest, random, by number, search) and display them with rich in-chat previews via the official JSON API and… | 2 stars · 1 fork | No one-command install · Source | |
| 4448 | 38.037 | pushtodisplaymcp · back-end | Send structured content to selected boards on iOS and android devices via MCP server, route updates to specific panels, and render in real time with… | 2 stars · 1 fork | No one-command install · Source | |
| 4449 | 38.037 | rti-mcpmcp · back-end | An MCP server that lets you query your own RTI applications on India's RTI Online portal, including status, overdue requests, and reply PDFs, without… | 2 stars · 1 fork | No one-command install · Source | |
| 4450 | 38.037 | trino-mcp-servermcp · back-end | Enables executing SQL queries on Trino clusters via MCP, supporting multiple authentication methods and read/write operations with safety controls. | 2 stars · 1 fork | No one-command install · Source | |
| 4451 | 38.037 | cylera-mcp-servermcp · back-end | The official MCP Server for Cylera. Brings context about device inventory, threats, risks and utilization powered by the Cylera Partner API into an… | 2 stars · 1 fork | No one-command install · Source | |
| 4452 | 38.037 | mcp-server-scfmcp · back-end | Enables AI agents to interact with the SCF Controls Platform for security compliance, including browsing controls, tracking implementation, managing… | 2 stars · 1 fork | No one-command install · Source | |
| 4453 | 38.037 | raven-nest-mcpmcp · back-end | A pentesting toolkit that runs as an MCP server, providing AI assistants structured access to 22 security tools through a safety-hardened interface. | 2 stars · 1 fork | No one-command install · Source | |
| 4454 | 38.037 | yawlabs-npmmcp · back-end | npm registry MCP server for package intelligence, security audits, and dependency analysis for AI assistants. | 2 stars · 1 fork | No one-command install · Source | |
| 4455 | 38.037 | kio-orzeczenia-mcpmcp · back-end | MCP server for Polish public-procurement rulings (KIO / Krajowa Izba Odwoławcza) with verifiable citations. | 2 stars · 1 fork | No one-command install · Source | |
| 4456 | 38.037 | openproject-ce-mcp-servermcp · back-end | Open source MCP server for open project aimed at community edition users | 2 stars · 1 fork | No one-command install · Source | |
| 4457 | 38.037 | compass-mcp-servermcp · back-end | Enables Claude to run SQL queries against Infor Compass (Data Fabric) directly from chat, with automatic export of large result sets to Excel. | 2 stars · 1 fork | No one-command install · Source | |
| 4458 | 38.037 | mila-telegrammcp · back-end | Enables running Claude Code sessions from Telegram with group auto-join, voice transcription, reply-quote context, and a restart-proof polling daemon. | 2 stars · 1 fork | No one-command install · Source | |
| 4459 | 38.037 | nexus-exchange-mcpmcp · back-end | An MCP server that exposes the Nexus Exchange API as tools an AI agent can call to read market data and place trades. | 2 stars · 1 fork | No one-command install · Source | |
| 4460 | 38.037 | calmcpmcp · back-end | A read-only MCP server that bridges AI assistants to SAP Cloud ALM, exposing read APIs through four intent-based tools. It runs locally over stdio or… | 2 stars · 1 fork | No one-command install · Source | |
| 4461 | 38.037 | mcp-skill-registrymcp · back-end | A self-hostable MCP server that turns a folder of skills into callable tools via MCP and REST APIs. | 2 stars · 1 fork | No one-command install · Source | |
| 4462 | 38.438 | thadius83-openaimcp · back-end | Integrates with OpenAI's API to enable direct querying of various language models, supporting efficient text generation and question answering tasks. | 3 stars | No commit datelisted | No one-command install · Source |
| 4463 | 38.438 | stig-johnny-appstore-connectmcp · back-end | Retrieves Xcode Cloud build information from Apple's App Store Connect API. | 3 stars | No commit datelisted | No one-command install · Source |
| 4464 | 38.438 | pc-control-mcpmcp · back-end | A safety-first MCP server enabling file inspection/editing, allowlisted command execution, process listing, and optional desktop automation. It… | 3 stars | No commit datelisted | No one-command install · Source |
| 4465 | 38.438 | atlassian-goals-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for the Atlassian Goals API. Enables AI assistants like Claude to query, search, and update Atlassian Goals and… | 3 stars | No commit datelisted | No one-command install · Source |
| 4466 | 38.438 | aj-geddes-discordmcp · back-end | Integrates with Discord's API to provide server management capabilities including messaging, moderation, role management, event scheduling, and… | 3 stars | No commit datelisted | No one-command install · Source |
| 4467 | 38.438 | mina-mcp-servermcp · back-end | MCP server that provides zkApp transaction information from the Mina blockchain via the Blockberry API, enabling querying of specific transactions and… | 3 stars | No one-command install · Source | |
| 4468 | 38.438 | vishalsachdev-eventbritemcp · back-end | Bridges to the Eventbrite API for managing and analyzing event data with tools for listing events, applying filters, and retrieving detailed… | 3 stars | No one-command install · Source | |
| 4469 | 38.438 | alexandrebagio-swapimcp · back-end | Provides access to the Star Wars API for retrieving and paginating through planet information from the Star Wars universe. | 3 stars | No one-command install · Source | |
| 4470 | 38.438 | gebabygeegee-amapmcp · back-end | Integrates with AMap (Gaode Maps) API services in China for coordinate conversion, place searching, and transportation route planning between… | 3 stars | No one-command install · Source | |
| 4471 | 38.438 | arjunbhuptani-sparkmangomcp · back-end | Converts Solidity smart contracts into RESTful API implementations, enabling applications to interact with blockchain contracts without requiring deep… | 3 stars | No one-command install · Source | |
| 4472 | 38.438 | upstage-mcp-servermcp · back-end | Enables AI assistants to extract and structure content from documents (PDFs, images, Office files) using Upstage AI's document digitization and… | 3 stars | No one-command install · Source | |
| 4473 | 38.438 | cdk-serverless-mcp-servermcp · back-end | A minimal MCP server deployed on AWS Lambda and API Gateway using AWS CDK, enabling tool execution via JSON-RPC (e.g., an add tool). | 3 stars | No one-command install · Source | |
| 4474 | 38.438 | nutritionix-mcp-servermcp · back-end | Enables AI agents to search foods, get nutritional breakdowns, and estimate exercise calories using the Nutritionix API through natural language… | 3 stars | No one-command install · Source | |
| 4475 | 38.438 | zebedeeio-zbdmcp · back-end | Integrates with the ZBD API to enable Bitcoin Lightning Network payments, allowing instant cryptocurrency transactions to email addresses, Lightning… | 3 stars | No one-command install · Source | |
| 4476 | 38.438 | devrev-mcpmcp · back-end | An unofficial MCP server for DevRev integration, enabling AI assistants to search, manage works, explore product hierarchies, and retrieve object… | 3 stars | No one-command install · Source | |
| 4477 | 38.438 | torukmaktoalpha-indian-stocksmcp · back-end | Integrates with the Indian stock market API to provide financial data including trending stocks, IPO information, financial statements, historical… | 3 stars | No one-command install · Source | |
| 4478 | 38.438 | alangreyjoy-swagmcp · back-end | Simplifies API access by transforming complex OpenAPI/Swagger specifications into just four strategic tools for endpoint discovery, information… | 3 stars | No one-command install · Source | |
| 4479 | 38.438 | case-chronology-mcpmcp · back-end | A Model Context Protocol server for building and managing chronological timelines of case events, enabling legal professionals to organize complex… | 3 stars | No one-command install · Source | |
| 4480 | 38.438 | ddg-mcp-servermcp · back-end | A web-based search interface using DuckDuckGo's search API, built with Python and Gradio, providing real-time search results and optional AI-powered… | 3 stars | No one-command install · Source | |
| 4481 | 38.438 | defcon-mcp-servermcp · back-end | Enables AI tools to play the game DEFCON by providing tools to communicate with the game, analyze game state, and issue commands such as placing… | 3 stars | No one-command install · Source | |
| 4482 | 38.438 | phishtank-mcp-servermcp · back-end | Enables checking URLs against PhishTank's phishing database, searching for phishing URLs by target or date, and retrieving phishing statistics, with… | 3 stars | No one-command install · Source | |
| 4483 | 38.438 | vitest-mcp-servermcp · back-end | Enables AI assistants to run Vitest tests and analyze code coverage, supporting test-driven development workflows with tools for test execution and… | 3 stars | No one-command install · Source | |
| 4484 | 38.438 | mou-mcp-servermcp · back-end | Provides SEO, WPO, and Asana project management tools for enhancing interactions with language models. | 3 stars | No one-command install · Source | |
| 4485 | 38.438 | openreplay-session-analysis-mcp-servermcp · back-end | Enables AI assistants to analyze OpenReplay session recordings for user behavior patterns, problem detection, and actionable insights through session… | 3 stars | No one-command install · Source | |
| 4486 | 38.438 | rooking-oss-japanese-postal-code-lookupmcp · back-end | Converts Japanese postal codes into complete addresses by combining prefecture, city, and district information from the zipcloud.ibsnet.co.jp API… | 3 stars | No one-command install · Source | |
| 4487 | 38.438 | z3-solver-mcp-servermcp · back-end | Enables solving constraint satisfaction problems, mathematical equations, and logic puzzles using the Z3 SMT solver through natural language. | 3 stars | No one-command install · Source | |
| 4488 | 38.438 | devtools-mcp-servermcp · back-end | A specialized MCP server focused on process management, development server control, and browser console log collection. | 3 stars | No one-command install · Source | |
| 4489 | 38.438 | mcp-audio-servermcp · back-end | Enables audio transcription, intelligent splitting, and meeting analysis for MCP-compatible clients like Claude Desktop. | 3 stars | No one-command install · Source | |
| 4490 | 38.438 | kukapay-honeypot-detectormcp · back-end | Detects honeypot tokens on Ethereum, BNB Smart Chain, and Base networks using the honeypot.is API to validate contract addresses and return detailed… | 3 stars | No one-command install · Source | |
| 4491 | 38.438 | mcp-sentiment-analysis-servermcp · back-end | A robust MCP server for real-time sentiment analysis with AI-powered insights, featuring multi-dimensional emotion detection, batch processing, and a… | 3 stars | No one-command install · Source | |
| 4492 | 38.438 | pollinations-mcp-servermcp · back-end | Enables AI agents to generate images and text using Pollinations.ai, with SSE support for n8n workflows. | 3 stars | No one-command install · Source | |
| 4493 | 38.438 | maas-mcp-servermcp · back-end | Enables AI assistants to interact with MAAS (Metal as a Service) infrastructure for machine management, network configuration, and storage management… | 3 stars | No one-command install · Source | |
| 4494 | 38.438 | bitcoin-data-mcp-servermcp · back-end | Enables Bitcoin blockchain data retrieval and analysis through free APIs, including transaction, address, market data, and network metrics. | 3 stars | No one-command install · Source | |
| 4495 | 38.438 | wrldrelief-etherscanmcp · back-end | Integrates with Etherscan's API V2 to provide blockchain data access across 50+ chains, enabling account balance queries, transaction analysis… | 3 stars | No one-command install · Source | |
| 4496 | 38.438 | rodcar-bcrp-peru-central-bankmcp · back-end | Integrates with Peru's Central Reserve Bank (BCRP) API to retrieve macroeconomic indicators, financial statistics, and historical economic data series… | 3 stars | No one-command install · Source | |
| 4497 | 38.438 | georgenance-hackernewsmcp · back-end | Integrates with Hacker News API to fetch top stories, retrieve detailed story information with markdown content extraction, get popular comments with… | 3 stars | No one-command install · Source | |
| 4498 | 38.438 | mcp-academic-structure-servermcp · back-end | Enables AI assistants to navigate, search, and analyze academic materials organized in cycles, semesters, and modules via Google Drive. | 3 stars | No one-command install · Source | |
| 4499 | 38.438 | openapi-specification-docs-mcp-servermcp · back-end | Enables AI assistants to interact with OpenAPI documents for analysis, validation, and management through structured interfaces. | 3 stars | No one-command install · Source | |
| 4500 | 38.438 | mcp-spotifymcp · back-end | Enables AI agents to create, manage, and populate Spotify playlists using the Spotify Web API. | 3 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.