Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2401 | 22.557 | massed-compute-mcp-servermcp · back-end | Enables AI assistants to manage Massed Compute GPU instances, including browsing inventory, launching and managing VMs, and auditing billing. | 1 star | No one-command install · Source | |
| 2402 | 22.557 | mountaineers-mcp-servermcp · back-end | Enables AI assistants to search and browse mountaineers.org for activities, courses, trip reports, and routes, and optionally access authenticated… | 1 star | No one-command install · Source | |
| 2403 | 22.557 | eidolonmcp · back-end | Privacy-first OSINT scanning MCP server that aggregates ~25 sources into a risk report, running locally with no data leaving your machine. | 1 star | No one-command install · Source | |
| 2404 | 22.557 | dsh-dbhub-livemcp · back-end | This MCP server enables AI models to directly and securely query databases using persistent or temporary connections, supporting multiple data sources… | 1 star | No one-command install · Source | |
| 2405 | 22.557 | fbi-crime-mcp-servermcp · back-end | Exposes the FBI Crime Data Explorer API — crime estimates, agency offense rates, and LEOKA officer safety data via MCP. Supports STDIO or Streamable… | 1 star | No one-command install · Source | |
| 2406 | 22.557 | college-scorecard-mcp-servermcp · back-end | Search, compare, and analyze U.S. college data — costs, earnings, programs, and outcomes — via MCP. | 1 star | No one-command install · Source | |
| 2407 | 22.557 | activecampaign-mcpmcp · back-end | Enables natural language interaction with the full ActiveCampaign account API, covering ~325 tools from v3 REST, SMS, WhatsApp, and Segments, with… | 1 star | No one-command install · Source | |
| 2408 | 22.557 | atlassian-ai-toolkit-mcpmcp · back-end | MCP server for AI assistants to interact with Atlassian Jira and Confluence Cloud APIs through typed tools and secure authentication. | 1 star | No one-command install · Source | |
| 2409 | 22.557 | urbandictmcpmcp · back-end | Enables MCP clients to look up Urban Dictionary definitions for words or phrases, fetch random definitions, and retrieve definitions by ID, all… | 1 star | No one-command install · Source | |
| 2410 | 22.557 | clockchain-developer-tools-mcp-servermcp · back-end | Provides Clockchain's verified-time primitives, notarization, smart-contract scheduling, audit trails, and agent identity verification to any MCP… | 1 star | No one-command install · Source | |
| 2411 | 22.557 | kudosity-mcp-servermcp · back-end | An MCP server that enables AI agents to send SMS, MMS, and WhatsApp messages, manage contacts, lists, and webhooks, and explore the Kudosity API… | 1 star | No one-command install · Source | |
| 2412 | 22.557 | mipiti-mcp-servermcp · back-end | Lets AI coding agents generate and manage threat models, controls, assumptions, compliance mapping, and evidence programmatically via the Mipiti… | 1 star | No one-command install · Source | |
| 2413 | 22.557 | pipeworx-io-gutendexmcp · back-end | Search and retrieve public domain books from Project Gutenberg via the Gutendex API. | 1 star | No one-command install · Source | |
| 2414 | 22.557 | funasr-zh-tw-mcpmcp · back-end | Provides on-device Chinese speech recognition with traditional Chinese (Taiwan) output via MCP server, HTTP API, and CLI, ensuring privacy by… | 1 star | No one-command install · Source | |
| 2415 | 22.557 | mcp-stat-eemcp · back-end | Access Statistics Estonia (andmed.stat.ee) PxWeb data without API key. Enables navigating subject trees, retrieving table metadata, and querying… | 1 star | No one-command install · Source | |
| 2416 | 22.557 | ownvoicemcp · back-end | MCP server wrapping the ownvoice CLI as a single generic run tool for voice/identity checks. | 1 star | No one-command install · Source | |
| 2417 | 22.557 | j-platpat-mcpmcp · back-end | MCP server that wraps the official JPO patent information API to enable retrieval of patent, trademark, and design records for known case numbers. | 1 star | No one-command install · Source | |
| 2418 | 22.557 | mcpsentinelmcp · back-end | Security scanner for MCP servers that detects tool poisoning, shadowing, and other risks via static rules and semantic analysis. Exposes the… | 1 star | No one-command install · Source | |
| 2419 | 22.557 | centia-mcp-servermcp · back-end | Exposes the Centia API as MCP tools generated from its OpenAPI spec, enabling natural language interaction with Centia services. | 1 star | No one-command install · Source | |
| 2420 | 22.557 | honeybook-mcpmcp · back-end | A Model Context Protocol server that connects Claude to the HoneyBook client portal, giving you natural-language access to contracts and invoices sent… | 1 star | No one-command install · Source | |
| 2421 | 22.557 | modwiremcp · back-end | Provides a tool to inspect and execute actions on a scaffolding API through Siren hypermedia links, enabling management of scaffolding resources… | 1 star | No one-command install · Source | |
| 2422 | 22.557 | abap2ui5-mcp-servermcp · back-end | Provides AI coding agents a full abap2UI5 development loop—writing ABAP classes, validating views, deploying, and running apps headless with… | 1 star | No one-command install · Source | |
| 2423 | 22.557 | mcp-pubmedmcp · back-end | Enables searching and retrieving biomedical literature from PubMed via the NCBI E-utilities API. | 1 star | No one-command install · Source | |
| 2424 | 22.557 | mcp-dictionarymcp · back-end | Wraps the Free Dictionary API to provide word definitions, pronunciations, and other dictionary data. | 1 star | No one-command install · Source | |
| 2425 | 22.557 | dictionarymcp · back-end | Retrieves word definitions, phonetics, synonyms, and examples from the Free Dictionary API. | 1 star | No one-command install · Source | |
| 2426 | 22.557 | testit-mcp-servermcp · back-end | Enables interaction with TestIT test management platform, allowing management of projects, work items, test runs, test plans, and analytics. | 1 star | No one-command install · Source | |
| 2427 | 22.557 | nl-openapi-mcpmcp · back-end | Search and harvest Korean academic literature and book bibliography metadata from the National Library of Korea Seoji OpenAPI via MCP or CLI. | 1 star | No one-command install · Source | |
| 2428 | 22.557 | mcp-wordpress-crunchtoolsmcp · back-end | A secure MCP server for WordPress content management, enabling posts, pages, media, and comment operations through natural language. | 1 star | No one-command install · Source | |
| 2429 | 22.557 | crunchtools-wordpressmcp · back-end | Manages WordPress posts, pages, media, and comments via the WordPress REST API. | 1 star | No one-command install · Source | |
| 2430 | 22.557 | mcp-archiveorgmcp · back-end | An MCP server for the Internet Archive that enables searching the full text of digitized books, browsing the catalogue, and reading Wayback Machine… | 1 star | No one-command install · Source | |
| 2431 | 22.557 | groupon-mcpmcp · back-end | MCP server for Groupon that enables searching and browsing local, goods, and travel deals via natural language. No API key required for reading deals. | 1 star | No one-command install · Source | |
| 2432 | 22.557 | jurisprudencia-tjro-mcp-servermcp · back-end | Enables Claude Desktop to search and retrieve jurisprudence from the Tribunal de Justiça de Rondônia (TJRO), including full texts of court decisions. | 1 star | No one-command install · Source | |
| 2433 | 22.557 | gongsi-mcpmcp · back-end | MCP server for Korean Fair Trade Commission (공정위) corporate group disclosure compliance. It assists disclosure officers with determining disclosure… | 1 star | No one-command install · Source | |
| 2434 | 22.557 | biz-dfch-specmgrmcp · back-end | An artifact manager MCP server for system specifications, providing tools and resources to create, read, update, list, validate, and manage MADR… | 1 star | No one-command install · Source | |
| 2435 | 22.557 | datapulse-mymcp · back-end | Trust layer for 375 Malaysian public datasets. Independent probes every 15 min, 10-status taxonomy, machine-readable licence metadata, read-only MCP… | 1 star | No one-command install · Source | |
| 2436 | 22.585 | celestinemcp · back-end | MCP server for astrological calculations — birth charts, transits, progressions, and calendar generation | 1,225 installs | No commit datelisted | No one-command install · Source |
| 2437 | 23.129 | mcp-market-russiamcp · back-end | MCP server for Russian construction market data. Access 3,395 construction companies, 13,436 projects across 18 regions of Russia. Search contractors… | 1,273 installs | No commit datelisted | No one-command install · Source |
| 2438 | 23.129 | budgetfitter-2mcp · back-end | BudgetFitter is a free UK deal discovery platform with a public MCP server. Search verified discount codes, look up brand intelligence, and navigate… | 1,273 installs | No commit datelisted | No one-command install · Source |
| 2439 | 23.374 | newbienl-enhanced-google-mapsmcp · back-end | Integrates with Google Maps API to provide geocoding, place search, and routing capabilities for location-based applications and services. | 1 fork | No one-command install · Source | |
| 2440 | 23.374 | lyuhau-python-replmcp · back-end | Provides a Python REPL server for executing code and shell commands, enabling complex data analysis and system administration tasks. | 1 fork | No one-command install · Source | |
| 2441 | 23.374 | rickydata-notion-knowledge-basemcp · back-end | Bridges Cline and Notion knowledge bases via Dify API, enabling direct querying of Notion databases for seamless documentation access during coding. | 1 fork | No one-command install · Source | |
| 2442 | 23.374 | donmorr-alphavantagemcp · back-end | Integrates with Alphavantage API to provide real-time and historical financial data for stock market analysis and trading strategies. | 1 fork | No one-command install · Source | |
| 2443 | 23.374 | weathermcp · back-end | Integrates with the National Weather Service API to retrieve weather alerts by state and forecasts by coordinates for basic weather information… | 1 fork | No one-command install · Source | |
| 2444 | 23.374 | dannylee1020-hackernewsmcp · back-end | Integrates with the HackerNews API to fetch top stories, user information, and story details for content analysis and trend identification | 1 fork | No one-command install · Source | |
| 2445 | 23.374 | gechmind-postmanmcp · back-end | Enables execution of Postman collections using Newman for API testing, validation, and workflow automation directly within conversations. | 1 fork | No one-command install · Source | |
| 2446 | 23.374 | human-spider-brave-searchmcp · back-end | Integrates with Brave Search API to enable secure and privacy-focused web searches for research and content aggregation tasks. | 1 fork | No one-command install · Source | |
| 2447 | 23.374 | yairhaimo-trellomcp · back-end | Integrates with Trello's API to enable AI-powered project management tasks like automated workflow optimization and task creation. | 1 fork | No one-command install · Source | |
| 2448 | 23.374 | larshvidsten-graphql-explorermcp · back-end | Integrates with GraphQL APIs to enable secure data retrieval, query execution, and schema exploration for AI applications | 1 fork | No one-command install · Source | |
| 2449 | 23.374 | tatsuiman-notionmcp · back-end | Containerizes a Notion integration server for simplified deployment and consistent operation across environments. | 1 fork | No one-command install · Source | |
| 2450 | 23.374 | alexandreroman-locationmcp · back-end | Integrates with geolocation APIs to provide location-based functionality, enabling personalized recommendations and localized content delivery based… | 1 fork | No one-command install · Source | |
| 2451 | 23.374 | jonnyhoff-browser-usemcp · back-end | Provides browser automation capabilities through a simple API, enabling execution of web tasks using natural language instructions | 1 fork | No one-command install · Source | |
| 2452 | 23.374 | algonacci-tavily-extractmcp · back-end | Integrates with the Tavily API to extract web page content, enabling efficient web scraping capabilities for projects requiring content extraction. | 1 fork | No one-command install · Source | |
| 2453 | 23.374 | randomuser-generatormcp · back-end | Provides a bridge to the randomuser.me API with enhanced features for generating realistic synthetic user profiles, supporting advanced filtering and… | 1 fork | No one-command install · Source | |
| 2454 | 23.374 | kumartheashwani-paypal-javamcp · back-end | Integrates with PayPal's Java API to provide payment processing analysis tools, including authorization rate analysis and a basic calculator… | 1 fork | No one-command install · Source | |
| 2455 | 23.374 | larkooo-dojomcp · back-end | Integrates with the Dojo framework to provide customizable tools and prompts for real-time, interactive development environments using Server-Sent… | 1 fork | No one-command install · Source | |
| 2456 | 23.374 | allglenn-name-origin-predictormcp · back-end | Predicts the national origin of names using the Nationalize.io API, offering both individual and batch processing with probability scores for… | 1 fork | No one-command install · Source | |
| 2457 | 23.374 | rmcendarfer2017-image-generation-replicatemcp · back-end | Integrates with Replicate's API to generate images using Stable Diffusion XL, providing endpoints for creating and checking image generation… | 1 fork | No one-command install · Source | |
| 2458 | 23.374 | filipecalegario-strateegiamcp · back-end | Provides a bridge to the Strateegia API, enabling quick retrieval of project workspace details through a single tool for listing projects and… | 1 fork | No one-command install · Source | |
| 2459 | 23.374 | khandelwaltushar-national-weather-servicemcp · back-end | Integrates with the National Weather Service API to provide current weather data and alerts for US locations without requiring authentication. | 1 fork | No one-command install · Source | |
| 2460 | 23.374 | carrie-l-blog-publishermcp · back-end | Enables AI assistants to publish blog content to external platforms through a Python-based server with standard and local execution modes for… | 1 fork | No one-command install · Source | |
| 2461 | 23.374 | kklab-trinitymcp · back-end | Bridges AI systems with Trinity's formula-based tools through a Go-based server that enables access to Trinity API capabilities via JSON-RPC interface | 1 fork | No one-command install · Source | |
| 2462 | 23.374 | segun-function-hubmcp · back-end | Integrates with Function Hub API to provide dynamic tool listing and execution capabilities for flexible access to external functions and APIs. | 1 fork | No one-command install · Source | |
| 2463 | 23.374 | kuzushilabs-weathermcp · back-end | Integrates with weather data APIs to provide current conditions and forecasts for trip planning and outdoor event scheduling. | 1 fork | No one-command install · Source | |
| 2464 | 23.374 | shibuiwilliam-zennmcp · back-end | Integrates with Zenn.dev's developer API to fetch and filter technical articles and books from the popular Japanese publication platform. | 1 fork | No one-command install · Source | |
| 2465 | 23.374 | sujianqingfeng-apifoxmcp · back-end | Integrates with Apifox to provide access to API documentation, enabling developers to extract project details and fetch API information using… | 1 fork | No one-command install · Source | |
| 2466 | 23.374 | ez-walk-weathermcp · back-end | Integrates with National Weather Service APIs to provide current weather alerts by state code and detailed forecasts by location coordinates for… | 1 fork | No one-command install · Source | |
| 2467 | 23.374 | hzzy2o-flux-image-generatormcp · back-end | Enables text-to-image generation through the Flux API on Cloudflare Workers with customizable parameters for dimensions, aspect ratio, and inference… | 1 fork | No one-command install · Source | |
| 2468 | 23.374 | kaneyxx-weekly-reportsmcp · back-end | Lightweight server for processing weekly reports via Google Sheets, providing development mode and automated validation for team tracking workflows. | 1 fork | No one-command install · Source | |
| 2469 | 23.374 | juhemcpmcp · back-end | Lightweight Python FastAPI server implementation for streamlined server-side interactions, using modern tooling like uv for dependency management and… | 1 fork | No one-command install · Source | |
| 2470 | 23.374 | huangxinping-ip-address-lookupmcp · back-end | Provides a simple API endpoint for retrieving the current machine's public IP address through ipify.org. | 1 fork | No one-command install · Source | |
| 2471 | 23.374 | zzzccs123-baidu-baikemcp · back-end | Retrieves and renders Baidu Baike encyclopedia entries directly within conversations, providing access to Chinese-language reference information… | 1 fork | No one-command install · Source | |
| 2472 | 23.374 | kinsha-confluence-chatmcp · back-end | Lightweight Confluence content expansion server that generates enhanced page content through a JSON-RPC interface, simplifying documentation workflows… | 1 fork | No one-command install · Source | |
| 2473 | 23.374 | ningyv179-feishu-defect-trackermcp · back-end | Integrates Feishu OpenAPI with Windsurf IDE for defect tracking, enabling retrieval of specific defect links by ID and filtered defect lists through… | 1 fork | No one-command install · Source | |
| 2474 | 23.374 | rizaqpratama-cucumberstudiomcp · back-end | Bridges CucumberStudio API with natural language interaction, enabling conversational management of BDD test scenarios including creation, updating… | 1 fork | No one-command install · Source | |
| 2475 | 23.374 | usegrantmcp · back-end | Integrates with the UseGrant API to enable secure authentication, resource management, and structured access control for provider, client, and tenant… | 1 fork | No one-command install · Source | |
| 2476 | 23.374 | aourpallynikhil-photoroommcp · back-end | Provides a bridge to the Photoroom API for removing image backgrounds with configurable output formats and scaling options | 1 fork | No one-command install · Source | |
| 2477 | 23.374 | allenbijo-sysinfomcp · back-end | Provides real-time system information including CPU, memory, disk, and GPU statistics through a simple API endpoint for monitoring and diagnostic… | 1 fork | No one-command install · Source | |
| 2478 | 23.374 | n0119566-storemcp · back-end | Provides a bridge to e-commerce data for retrieving customer information, looking up orders by customer ID, and searching customers by name through a… | 1 fork | No one-command install · Source | |
| 2479 | 23.374 | hugobiais-wordwaremcp · back-end | Integrates with Wordware's deployed flows to enable founder research, lead enrichment, Notion integration, and task solving with Google search and API… | 1 fork | No one-command install · Source | |
| 2480 | 23.374 | captain-blue210-anki-leech-cardsmcp · back-end | Connects Claude Desktop to Anki via AnkiConnect API, enabling retrieval and analysis of 'leech' cards to improve spaced repetition study habits. | 1 fork | No one-command install · Source | |
| 2481 | 23.374 | windows365-cloud-pcmcp · back-end | Integrates with Windows 365 Cloud PC Management API to enable listing and managing cloud PCs in a tenant environment through Microsoft Graph… | 1 fork | No one-command install · Source | |
| 2482 | 23.374 | rbctmz-stravamcp · back-end | Integrates with the Strava API to enable access to fitness and activity tracking data for analyzing athletic performance, tracking fitness goals, and… | 1 fork | No one-command install · Source | |
| 2483 | 23.374 | kailashappdev-graphql-toolkitmcp · back-end | Enables LLMs to interact with GraphQL APIs through schema introspection and query execution, with security measures like disabled mutations and… | 1 fork | No one-command install · Source | |
| 2484 | 23.374 | boring-news-mcpmcp · back-end | A Python MCP server for fetching and summarizing news articles from the Boring News API by date, category, tags, people, and similarity. | 1 fork | No one-command install · Source | |
| 2485 | 23.374 | abutbul-gatheringsmcp · back-end | Manages shared expenses in social events by tracking costs, calculating reimbursements, and settling balances between friends through a TypeScript… | 1 fork | No one-command install · Source | |
| 2486 | 23.374 | mcp-pymilvus-code-generate-helpermcp · back-end | An MCP server that retrieves relevant code snippets and documents to assist in generating pymilvus code, converting between ORM and client, and… | 1 fork | No one-command install · Source | |
| 2487 | 23.374 | birdeye-mcp-servermcp · back-end | Provides blockchain data context from Birdeye APIs for AI models via Model Context Protocol, enabling token, market, wallet, NFT, and DEX pool queries… | 1 fork | No one-command install · Source | |
| 2488 | 23.374 | podbean-mcp-servermcp · back-end | An MCP server that enables managing podcasts through the Podbean API via natural language conversations, including episode management, analytics, and… | 1 fork | No one-command install · Source | |
| 2489 | 23.374 | cal-com-mcp-server-for-customersmcp · back-end | Enables AI assistants to book meetings, check availability, and manage Cal.com scheduling through natural conversation. | 1 fork | No one-command install · Source | |
| 2490 | 23.374 | odoo-xml-rpc-mcp-servermcp · back-end | Enables interaction with Odoo instances via XML-RPC, supporting CRUD operations and custom model queries through natural language. | 1 fork | No one-command install · Source | |
| 2491 | 23.374 | ai-image-generator-mcp-servermcp · back-end | Generates web images using AI via ModelScope FLUX model, supporting multiple image types and custom prompts. | 1 fork | No one-command install · Source | |
| 2492 | 23.374 | landuse-mcpmcp · back-end | A Model Context Protocol server for retrieving land cover, soil type, and temporal land use data for any geographical coordinates using the National… | 1 fork | No one-command install · Source | |
| 2493 | 23.374 | universal-email-mcp-servermcp · back-end | Enables AI assistants to connect to any email provider via IMAP/SMTP, supporting account management and email operations like listing, sending, and… | 1 fork | No one-command install · Source | |
| 2494 | 23.374 | mohdhaji87-shodanmcp · back-end | A fully async implementation that exposes the complete Shodan API (REST, Streaming, and Trends) as MCP tools. Use Shodan's internet intelligence tools… | 1 fork | No one-command install · Source | |
| 2495 | 23.374 | superiorapismcp · back-end | Provides a bridge between AI systems and external APIs, enabling structured communication with third-party services through a set of callable tools… | 1 fork | No one-command install · Source | |
| 2496 | 23.374 | eg4-mcp-servermcp · back-end | MCP server for EG4 solar inverters, enabling real-time monitoring, performance analysis, battery health, alerts, maintenance insights, and historical… | 1 fork | No one-command install · Source | |
| 2497 | 23.374 | ntp-mcp-servermcp · back-end | Enables retrieval of accurate current time from NTP servers with timezone conversion and structured output, falling back to local time if NTP is… | 1 fork | No one-command install · Source | |
| 2498 | 23.374 | bigtime-mcp-servermcp · back-end | Provides Claude with access to BigTime's time tracking and project management API, enabling retrieval of clients, projects, staff, time entries, and… | 1 fork | No one-command install · Source | |
| 2499 | 23.374 | markitdown-universal-mcp-servermcp · back-end | Provides a standardized interface for interacting with Markitdown's tools and services through a unified API, compatible with MCP-compliant services. | 1 fork | No one-command install · Source | |
| 2500 | 23.374 | mcp-server-ascommcp · back-end | Control telescopes, cameras, and focusers with AI through natural language, using any ASCOM Alpaca device. | 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.