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 | 38.037 | mcp-server-starter-kitmcp · back-end | A minimal Model Context Protocol server starter in TypeScript that enables building custom AI tools for assistants like Claude and Cursor, with a… | 2 stars · 1 fork | No one-command install · Source | |
| 4302 | 38.037 | ofershap-mcp-server-github-gistmcp · back-end | Create, read, update, list, and search GitHub Gists from your IDE. | 2 stars · 1 fork | No one-command install · Source | |
| 4303 | 38.037 | lincolnburrows2017-filesystem-mcpmcp · back-end | Model Context Protocol server for file system operations. Supports read, write, search, copy, move with security path restrictions. | 2 stars · 1 fork | No one-command install · Source | |
| 4304 | 38.037 | filesystem-mcpmcp · back-end | Enables AI assistants to read, write, and manage files on the local system with security features like path restrictions and optional read-only mode. | 2 stars · 1 fork | No one-command install · Source | |
| 4305 | 38.037 | cuba-execmcp · back-end | Advanced shell command execution for AI agents — a Model Context Protocol (MCP) server with security policy engine, process lifecycle management… | 2 stars · 1 fork | No one-command install · Source | |
| 4306 | 38.037 | web-research-mcpmcp · back-end | Enables AI agents to search the web, fetch pages, and synthesize research through three tools: web_search, fetch_page, and research_topic, all in a… | 2 stars · 1 fork | No one-command install · Source | |
| 4307 | 38.037 | idapixl-idapixl-web-research-mcpmcp · back-end | Pay-per-use web research for AI agents on Apify. Search (Brave + DuckDuckGo), fetch pages to clean markdown, and multi-step research with relevance… | 2 stars · 1 fork | No one-command install · Source | |
| 4308 | 38.037 | secop-mcp-servermcp · back-end | An MCP server to query Colombian public procurement data from SECOP I and II in real time, enabling contract research, transparency oversight, and… | 2 stars · 1 fork | No one-command install · Source | |
| 4309 | 38.037 | juandavidsernav-secop-colombiamcp · back-end | Query Colombian public procurement data from SECOP I and SECOP II via the datos.gov.co open data API. | 2 stars · 1 fork | No one-command install · Source | |
| 4310 | 38.037 | gg-mcpmcp · back-end | A Model Context Protocol (MCP) server that connects AI agents to Google Workspace (Gmail, Calendar, Drive, Docs, Sheets, and Slides). | 2 stars · 1 fork | No one-command install · Source | |
| 4311 | 38.037 | mcp-unifymcp · back-end | Unifies multiple MCP servers behind a single endpoint with lazy loading, auto-cleanup, Python plugins, and role-based filtering. | 2 stars · 1 fork | No one-command install · Source | |
| 4312 | 38.037 | lstarkgv-parse-platformmcp · back-end | Enables AI assistants to interact with Parse Server databases for schema management, CRUD operations, and migrations. | 2 stars · 1 fork | No one-command install · Source | |
| 4313 | 38.037 | attio-mcpmcp · back-end | Enables interaction with Attio CRM through natural language, using a Code Mode pattern where the LLM writes JavaScript to query the OpenAPI spec and… | 2 stars · 1 fork | No one-command install · Source | |
| 4314 | 38.037 | sharozdawa-indexnowmcp · back-end | Submit URLs for instant indexing via IndexNow and Google Indexing API. | 2 stars · 1 fork | No one-command install · Source | |
| 4315 | 38.037 | klayout-mcpmcp · back-end | Read-only MCP server for KLayout that opens GDS/OAS layouts, inspects geometry and hierarchy, renders deterministic PNGs, and runs batch DRC with… | 2 stars · 1 fork | No one-command install · Source | |
| 4316 | 38.037 | digital-defiance-debuggermcp · back-end | Enterprise-grade debugging for Node.js and TypeScript applications | 2 stars · 1 fork | No one-command install · Source | |
| 4317 | 38.037 | gh-stucchi-trellomcp · back-end | Manage Trello boards, lists, cards, labels, checklists, and comments via the Trello REST API. | 2 stars · 1 fork | No one-command install · Source | |
| 4318 | 38.037 | alexzeitler-rails-diffmcp · back-end | Rails version diff comparison through GitHub API integration. | 2 stars · 1 fork | No one-command install · Source | |
| 4319 | 38.037 | bockybocky-academic-hubmcp · back-end | MCP server providing access to academic research resources, enabling AI assistants to search and retrieve scholarly content. | 2 stars · 1 fork | No one-command install · Source | |
| 4320 | 38.037 | kcsc-mcp-servermcp · back-end | Enables AI clients to search and read Korean Construction Standards (KCS/KDS) documents directly, using the KCSC OpenAPI. | 2 stars · 1 fork | No one-command install · Source | |
| 4321 | 38.037 | miranttie-agentictrademcp · back-end | AI service marketplace where agents discover, call, and pay for API services automatically. | 2 stars · 1 fork | No one-command install · Source | |
| 4322 | 38.037 | aipaygenmcp · back-end | Pay-per-use AI API platform with 155 tools, agent builder, and USDC micropayments. | 2 stars · 1 fork | No one-command install · Source | |
| 4323 | 38.037 | avilashsaha035-project-brainmcp · back-end | MCP server for managing project knowledge and documentation, providing AI assistants with structured project context. | 2 stars · 1 fork | No one-command install · Source | |
| 4324 | 38.037 | mcp-serial-hid-kvmmcp · back-end | Gives AI agents full keyboard, mouse, and screen access to a physical PC via a KVM server and OCR. | 2 stars · 1 fork | No one-command install · Source | |
| 4325 | 38.037 | mcp-tdccmcp · back-end | MCP server for TDCC OpenData, enabling natural language query of Taiwan securities custody data, including shareholding distribution, stock custody… | 2 stars · 1 fork | No one-command install · Source | |
| 4326 | 38.037 | markdown3d-mcp-servermcp · back-end | Transforms markdown documents into immersive 3D visualizations using semantic analysis and spatial layout, enabling navigable knowledge structures. | 2 stars · 1 fork | No one-command install · Source | |
| 4327 | 38.037 | moneroomcp · back-end | MCP server for Moneroo's African mobile payment infrastructure with tools for payments, links, and payouts. | 2 stars · 1 fork | No one-command install · Source | |
| 4328 | 38.037 | flexsim-mcp-servermcp · back-end | Controls FlexSim simulation engine via Model Context Protocol, enabling natural language-driven simulation modeling and automation. | 2 stars · 1 fork | No one-command install · Source | |
| 4329 | 38.037 | karellen-lsp-mcpmcp · back-end | Provides LLM clients with structured code intelligence through LSP servers, enabling queries for definitions, references, call hierarchies, and more. | 2 stars · 1 fork | No one-command install · Source | |
| 4330 | 38.037 | teams-mcp-servermcp · back-end | Connect AI agents to Microsoft Teams to read and send messages, list channels, and search chats. | 2 stars · 1 fork | No one-command install · Source | |
| 4331 | 38.037 | memento-contextmcp · back-end | A Model Context Protocol server that gives AI assistants persistent, scoped memory by saving and retrieving short notes (mementos) across sessions and… | 2 stars · 1 fork | No one-command install · Source | |
| 4332 | 38.037 | mcp-sigrokmcp · back-end | MCP server that exposes all functionality of sigrok-cli as MCP tools, enabling hardware initialization, signal acquisition, and protocol decoding for… | 2 stars · 1 fork | No one-command install · Source | |
| 4333 | 38.037 | jupiterbroadcasting-auphonicmcp · back-end | Podcast production workflows through Auphonic API with show-specific presets. | 2 stars · 1 fork | No one-command install · Source | |
| 4334 | 38.037 | office-mcp-servermcp · back-end | AI-powered professional document generation server that creates Word and Excel documents with multiple themes, Mermaid diagrams, and Chinese national… | 2 stars · 1 fork | No one-command install · Source | |
| 4335 | 38.037 | andydavidson-peeringdbmcp · back-end | MCP server exposing 14 PeeringDB REST API endpoints for querying internet peering and interconnection data. | 2 stars · 1 fork | No one-command install · Source | |
| 4336 | 38.037 | agenticdecks-deckrun-mcpmcp · back-end | Generate presentation PDFs, narrated videos, and MP3 audio from Markdown. Free tier requires no API key or local install — add a URL to your IDE… | 2 stars · 1 fork | No one-command install · Source | |
| 4337 | 38.037 | nalediym-touch-grassmcp · back-end | Claude Code plugin and MCP server that nudges you to take outdoor breaks based on local weather, sunset timing, and session streaks. Tools… | 2 stars · 1 fork | No one-command install · Source | |
| 4338 | 38.037 | whale-professor-3d-ai-studiomcp · back-end | Generates 3D models from text prompts or images using the 3D AI Studio API with Hunyuan and TRELLIS model support. | 2 stars · 1 fork | No one-command install · Source | |
| 4339 | 38.037 | mittwald-umamimcp · back-end | Read-only Streamable HTTP MCP server for Umami Analytics providing traffic stats, pageviews, live visitor counts, and session data. | 2 stars · 1 fork | No one-command install · Source | |
| 4340 | 38.037 | google-maps-mcp-server-2mcp · back-end | Enables AI assistants to access Google Maps services including places search, details, directions, geocoding, and nearby search through natural… | 2 stars · 1 fork | No one-command install · Source | |
| 4341 | 38.037 | scribus-mcpmcp · back-end | Enables AI assistants like Claude to control the Scribus desktop publishing app for document creation, editing, and export via its Python Scripter… | 2 stars · 1 fork | No one-command install · Source | |
| 4342 | 38.037 | productpope-matomo-analyticsmcp · back-end | MCP server connecting AI assistants to Matomo Analytics for querying visitors, goals, traffic sources, and audience data. | 2 stars · 1 fork | No one-command install · Source | |
| 4343 | 38.037 | cnonim-mcp-hubmcp · back-end | Aggregates multiple upstream MCP servers behind a single stdio interface with TOML-based configuration and resource proxying. | 2 stars · 1 fork | No one-command install · Source | |
| 4344 | 38.037 | cloakbrowser-mcp-servermcp · back-end | A stealth browser automation MCP server that wraps CloakBrowser's patched Chromium to bypass bot detection, providing 22 tools for web navigation… | 2 stars · 1 fork | No one-command install · Source | |
| 4345 | 38.037 | qrz-mcpmcp · back-end | MCP server for QRZ.com — callsign lookups, DXCC entity resolution, and logbook queries through any MCP-compatible AI assistant. | 2 stars · 1 fork | No one-command install · Source | |
| 4346 | 38.037 | serengon-mikrotik-routerosmcp · back-end | Manages MikroTik routers through the RouterOS v7 REST API with multi-router support and API endpoint discovery. | 2 stars · 1 fork | No one-command install · Source | |
| 4347 | 38.037 | measure-events-mcp-servermcp · back-end | Enables AI assistants to query privacy-first web analytics from Measure.events, including pageviews, top pages, referrers, and custom event tracking… | 2 stars · 1 fork | No one-command install · Source | |
| 4348 | 38.037 | quantrisk-mcp-servermcp · back-end | Portfolio risk analytics MCP server — VaR, Monte Carlo simulation, stress testing, portfolio optimization, options Greeks, and correlation analysis… | 2 stars · 1 fork | No one-command install · Source | |
| 4349 | 38.037 | quantriskmcp · back-end | MCP server for portfolio risk analytics including VaR calculations, Monte Carlo simulations, and stress testing. | 2 stars · 1 fork | No one-command install · Source | |
| 4350 | 38.037 | mpc-judilibremcp · back-end | MCP server covering French law via the PISTE platform: 8 tools wrapping the JUDILIBRE API (open data judicial decisions from Cour de cassation, courts… | 2 stars · 1 fork | No one-command install · Source | |
| 4351 | 38.037 | devrelopers-shellmcp · back-end | Scoped shell access MCP server with allowlist-based command control and TOML-configured safety rules. | 2 stars · 1 fork | No one-command install · Source | |
| 4352 | 38.037 | socfortress-copilotmcp · back-end | Access to SOCFortress CoPilot security operations API for investigations, reports, and IOC management. | 2 stars · 1 fork | No one-command install · Source | |
| 4353 | 38.037 | clickhouse-mcp-agentmcp · back-end | Enables querying ClickHouse databases using natural language with AI models, supporting multiple providers and access restrictions via per-call… | 2 stars · 1 fork | No one-command install · Source | |
| 4354 | 38.037 | redoxnet-lsopenapimcp · back-end | Access Korean stock market data from LS Securities OpenAPI — charts, screeners, and local portfolio management. | 2 stars · 1 fork | No one-command install · Source | |
| 4355 | 38.037 | snaprendermcp · back-end | Screenshot API for capturing websites as PNG, JPEG, WebP, or PDF with device emulation, dark mode, and ad blocking. | 2 stars · 1 fork | No one-command install · Source | |
| 4356 | 38.037 | tossinvest-openapi-mcpmcp · back-end | MCP server for exploring and integrating Toss Securities Open API, providing tools to browse endpoints, schemas, and generate code samples. | 2 stars · 1 fork | No one-command install · Source | |
| 4357 | 38.037 | smc-mcpmcp · back-end | Enables AI agents to analyze price action using Smart Money Concepts (market structure, order blocks, fair value gaps, liquidity sweeps) for stocks… | 2 stars · 1 fork | No one-command install · Source | |
| 4358 | 38.037 | solar-mcpmcp · back-end | MCP server for space weather and HF propagation conditions — live solar flux, Kp index, DSCOVR solar wind, X-ray flux, alerts, 27-day forecast, and… | 2 stars · 1 fork | No one-command install · Source | |
| 4359 | 38.037 | perufitlife-multi-scrapermcp · back-end | Wraps 12 production Apify scraping tools—Reddit, Amazon, Google Maps, TikTok, and more—into a single MCP endpoint. | 2 stars · 1 fork | No one-command install · Source | |
| 4360 | 38.037 | moka-mcp-servermcp · back-end | Enables AI assistants to query Moka recruitment system data including candidates, jobs, pipelines, and talent pools through read-only MCP tools. | 2 stars · 1 fork | No one-command install · Source | |
| 4361 | 38.037 | spec-coding-mcpmcp · back-end | A local MCP server for spec-driven development, enabling users to create, review, and manage specs that guide AI code generation and testing. | 2 stars · 1 fork | No one-command install · Source | |
| 4362 | 38.037 | investec-openapi-mcp-servermcp · back-end | Enables AI assistants to interact with Investec banking accounts, transactions, payments, and programmable cards through natural language. | 2 stars · 1 fork | No one-command install · Source | |
| 4363 | 38.037 | mcp-mortgage-servermcp · back-end | Enables AI assistants to parse and analyze mortgage documents (Loan Estimates & Closing Disclosures), converting them into structured MISMO-compliant… | 2 stars · 1 fork | No one-command install · Source | |
| 4364 | 38.037 | youtube-mcp-3mcp · back-end | MCP server for YouTube that provides tools to fetch video metadata and transcripts, enabling natural language queries about YouTube videos. | 2 stars · 1 fork | No one-command install · Source | |
| 4365 | 38.037 | mcp-searxngmcp · back-end | An MCP server that integrates the SearXNG API for web search and URL content extraction with advanced features like pagination, caching, and proxy… | 2 stars · 1 fork | No one-command install · Source | |
| 4366 | 38.037 | spinqit-mcp-toolsmcp · back-end | SpinQit MCP Tools is a Python MCP server that connects AI assistants to SpinQ Cloud, enabling QASM circuit submission, platform discovery, and quantum… | 2 stars · 1 fork | No one-command install · Source | |
| 4367 | 38.037 | jgs-sysmlv2-api-mcpmcp · back-end | An MCP server that gives an AI agent read and write access to a live SysML v2 model through the vendor-neutral OMG SysML v2 REST API. | 2 stars · 1 fork | No one-command install · Source | |
| 4368 | 38.037 | re-iosmcp · back-end | MCP server for iOS reverse engineering, enabling static analysis of IPA/Mach-O binaries and dynamic instrumentation via Frida for tasks like IAP… | 2 stars · 1 fork | No one-command install · Source | |
| 4369 | 38.037 | xiaoya-teacher-mcp-servermcp · back-end | 专为教师设计的小雅智能教学平台教育管理MCP服务器，集成课程资源管理、题目创建、试卷配置、班级查询、签到统计、任务测验与批阅等功能。 | 2 stars · 1 fork | No one-command install · Source | |
| 4370 | 38.037 | loxone-mcp-proxymcp · back-end | A zero-dependency local proxy that provides a stable, headless connection to a Loxone Miniserver's MCP Server, enabling control and monitoring of… | 2 stars · 1 fork | No one-command install · Source | |
| 4371 | 38.037 | rutorrent-mcpmcp · back-end | MCP server for controlling rTorrent through ruTorrent's httprpc plugin, enabling torrent management (list/add/remove/start/stop), label/priority… | 2 stars · 1 fork | No one-command install · Source | |
| 4372 | 38.037 | atomno-labs-mcp-cbr-ratesmcp · back-end | Central Bank of Russia (ЦБ РФ) data — currency exchange rates (daily and historical), key interest rate, inflation, and aggregated macro statistics… | 2 stars · 1 fork | No one-command install · Source | |
| 4373 | 38.037 | konseki-mcpmcp · back-end | Enables AI agents to query historical market context data from the Konseki API, returning raw JSON for analysis. | 2 stars · 1 fork | No one-command install · Source | |
| 4374 | 38.037 | quantgist-mcp-servermcp · back-end | Provides macro-economic event data, earnings reports, and market overviews as MCP tools, enabling AI agents to query calendars, check event proximity… | 2 stars · 1 fork | No one-command install · Source | |
| 4375 | 38.037 | crypto-reverse-mcpmcp · back-end | A Model Context Protocol (MCP) server that detects cryptographic algorithms, identifies obfuscation, reconstructs standalone implementations… | 2 stars · 1 fork | No one-command install · Source | |
| 4376 | 38.037 | power-bi-desktop-local-mcp-servermcp · back-end | Enables AI assistants to discover and interact with local Power BI Desktop instances, including inspecting table/column schema and executing DAX… | 2 stars · 1 fork | No one-command install · Source | |
| 4377 | 38.037 | health-monitor-mcpmcp · back-end | MCP server for monitoring health of MCP servers, GitHub Actions, GitLab pipelines, and HTTP endpoints with health history, TLS expiry, assertions… | 2 stars · 1 fork | No one-command install · Source | |
| 4378 | 38.037 | appflowy-mcpmcp · back-end | An MCP server for AppFlowy Cloud that enables workspace, space, page, trash, favorite, and page-content management. | 2 stars · 1 fork | No one-command install · Source | |
| 4379 | 38.037 | nikhilcherry-indian-stock-exchangemcp · back-end | Integrates with Indian Stock Exchange API to provide real-time market data, historical prices, stock recommendations, and top gainers/losers for BSE… | 2 stars · 1 fork | No one-command install · Source | |
| 4380 | 38.037 | tilda-mcp-cdpmcp · back-end | MCP server for Tilda with mass editing capabilities, combining read-only official API tools and write actions via Chrome CDP for tasks like setting… | 2 stars · 1 fork | No one-command install · Source | |
| 4381 | 38.037 | ssh-mcp-promcp · back-end | ssh-mcp-pro is a secure Model Context Protocol (MCP) server for SSH automation, enabling clients to open SSH sessions, run commands, manage files… | 2 stars · 1 fork | No one-command install · Source | |
| 4382 | 38.037 | dspace-mcpmcp · back-end | A read-only MCP server that enables natural language querying of DSpace 7+ repositories via the REST API, allowing users to search, retrieve items… | 2 stars · 1 fork | No one-command install · Source | |
| 4383 | 38.037 | art-mcpmcp · back-end | MCP server for searching museum collections and viewing artwork images and metadata from multiple museums, including the Met, Art Institute of… | 2 stars · 1 fork | No one-command install · Source | |
| 4384 | 38.037 | blogger-cli-mcpmcp · back-end | MCP server for managing Blogger posts: create, update, retrieve posts, and upload images to GCS via natural language. | 2 stars · 1 fork | No one-command install · Source | |
| 4385 | 38.037 | dell-enterprise-mcp-workflow-proxymcp · back-end | An air-gapped, edge-native, deterministic translation layer that ingests raw Dell OpenAPI endpoints, clusters them into high-level workflows using a… | 2 stars · 1 fork | No one-command install · Source | |
| 4386 | 38.037 | workforce-data-explorermcp · back-end | MCP server providing AI assistants with live access to 89 curated US workforce and labor market data sources, including BLS, FRED, Census, O*NET, DOL… | 2 stars · 1 fork | No one-command install · Source | |
| 4387 | 38.037 | willys-mcpmcp · back-end | An MCP server for Willy:s that enables recipe-based shopping cart planning, product search, price comparison, and cart management through natural… | 2 stars · 1 fork | No one-command install · Source | |
| 4388 | 38.037 | cognitive-exoskeleton-mcp-servermcp · back-end | Builds a dynamic knowledge graph from your notes and uses LLM reasoning to discover blindspots, hidden cross-domain connections, track concept… | 2 stars · 1 fork | No one-command install · Source | |
| 4389 | 38.037 | obsidian-remote-mcpmcp · back-end | Self-hosted MCP server that provides remote AI clients with read and write access to Obsidian vaults over HTTPS without needing the Obsidian desktop… | 2 stars · 1 fork | No one-command install · Source | |
| 4390 | 38.037 | mcp-saosmcp · back-end | MCP server for Polish case-law (SAOS) — Supreme Court, Constitutional Tribunal, common courts and KIO — with ECLI and verifiable citations. | 2 stars · 1 fork | No one-command install · Source | |
| 4391 | 38.037 | cueapimcp · back-end | Scheduling and accountability API for AI agents with task delivery and outcome verification. | 2 stars · 1 fork | No one-command install · Source | |
| 4392 | 38.037 | openserp-cloudmcp · back-end | Search API for AI, SEO & automation. Browser-rendered Google, Bing, Yandex, Baidu, DuckDuckGo and Ecosia results with URL extraction (+image search… | 2 stars · 1 fork | No one-command install · Source | |
| 4393 | 38.037 | newerton-status-investmcp · back-end | Provides a bridge to the Status Invest platform for accessing Brazilian stock market data, including payment dates, stock information, and financial… | 2 stars · 1 fork | No one-command install · Source | |
| 4394 | 38.037 | ita-matrix-mcpmcp · back-end | MCP server that searches ITA Matrix for complex flight itineraries, supporting multi-city trips and custom routing codes, to help plan intricate… | 2 stars · 1 fork | No one-command install · Source | |
| 4395 | 38.037 | prestashop-mcp-legacy-webservicemcp · back-end | Enables AI assistants to read and manage PrestaShop catalogs via the legacy WebService API, covering products, categories, stock, and more across… | 2 stars · 1 fork | No one-command install · Source | |
| 4396 | 38.037 | yazio-mcp-servermcp · back-end | MCP server over the YAZIO food diary that lets a model read what you've eaten today, log meals, build recipes from tracked products, track water… | 2 stars · 1 fork | No one-command install · Source | |
| 4397 | 38.037 | light-mcp-servermcp · back-end | MCP server for the LIGHT photonic programming language. Enables executing light programs, evaluating expressions, applying parameterized templates… | 2 stars · 1 fork | No one-command install · Source | |
| 4398 | 38.037 | mydata-mcpmcp · back-end | Read-only MCP server for the Greek AADE myDATA e-books API, enabling natural language queries about invoices, income, and expenses with decoded… | 2 stars · 1 fork | No one-command install · Source | |
| 4399 | 38.037 | hk-election-mcp-servermcp · back-end | Provides access to Hong Kong registered electors data from the Registration and Electoral Office, enabling queries of elector counts by year range. | 2 stars · 1 fork | No one-command install · Source | |
| 4400 | 38.037 | downdetector-mcpmcp · back-end | This server enables checking real-time service status and outage information from Downdetector for various services and regions. | 2 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.