Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2901 | 63.694 | claude-pascal-mcp-servermcp · back-end | Enables Claude to compile, run, and interact with Pascal/Delphi desktop applications, including GUI automation, IDE observation, and Android device… | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | hacienda-cr-mcp-servermcp · back-end | MCP server that enables AI assistants to issue electronic invoices (facturas electrónicas) in Costa Rica through the Hacienda API v4.4. | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | vaultmcpmcp · back-end | An encrypted secret vault and MCP gateway that securely stores API keys and injects them into upstream MCP servers, so AI IDEs never see raw… | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | hume-mcp-servermcp · back-end | Enables AI assistants to generate expressive speech using Hume AI's Octave Text-to-Speech, allowing for natural language-based audio synthesis and… | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | solomonneas-maltegomcp · back-end | MCP server for authoring Maltego OSINT graphs with entity creation, link analysis, and threat intelligence integrations. | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | google-maps-mcpmcp · back-end | A TypeScript MCP server that exposes Google Maps Platform APIs as tools for LLMs, providing real map data like directions, transit routes, place… | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | vecgrepmcp · back-end | Semantic code search MCP server that reduces token usage by ~95% by returning top relevant code chunks instead of full files. | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | elsevier-mcpmcp · back-end | MCP server for the Elsevier Developer APIs. Gives Claude Code access to Scopus, ScienceDirect, and other Elsevier academic databases. | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | lgdimaggio-motor-current-signature-analysismcp · back-endalso listed as mcp-server-mcsa | MCP server for Motor Current Signature Analysis — fault detection in electric motors | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | ardupilot-mcp-server-sandboxmcp · back-end | Enables natural language control of ArduPilot drones via MAVLink, supporting arm, takeoff, mode changes, and mission uploads. | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | grimmory-mcp-servermcp · back-end | Enables AI assistants to manage a Grimmory book library through 53 specialized tools for books, authors, shelves, reading progress, metadata, and… | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | progressive-skills-mcpmcp · back-end | MCP server implementing progressive disclosure for skill instructions, loading skills on-demand for token efficiency. | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | rednote-analyzer-mcpmcp · back-end | MCP server enabling AI assistants to search, analyze, and generate content for Xiaohongshu (RedNote), China's leading lifestyle social media platform. | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | nerdearla-mcp-servermcp · back-end | Provides information about Nerdearla events, speakers, and sessions, enabling natural language queries about event data. | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | mock-mcpmcp · back-end | Generates schema-compliant mock data from OpenAPI JSON Schema definitions using AI, enabling seamless testing without manual fixtures. | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | paper-scout-mcp-servermcp · back-end | Enables reviewing and managing AI research paper candidates from arXiv, Semantic Scholar, and Hugging Face Daily Papers, scored against personal… | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | gm-maker-mcp-servermcp · back-end | Enables AI-assisted GameMaker project development in Cursor IDE, allowing users to create projects, add scripts, objects, and sprites using natural… | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | openfga-modeling-mcp-servermcp · back-end | A specialized MCP server that provides expert-level OpenFGA authorization modeling guidance, enabling users to create and manage authorization models… | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | pigmej-homey-promcp · back-end | Integrates with Athom HomeyPro home automation systems to provide complete device control, zone management, flow automation, and system monitoring… | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | devserver-monitormcp · back-end | Monitors development server processes and provides intelligent error categorization with file change correlation to identify which code changes caused… | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | h3-mcp-toolsmcp · back-end | Minimal MCP server built with H3 v2 enabling tool registration, resource management, and streaming responses. | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | shanrichard-binancemcp · back-end | Integrates with Binance cryptocurrency exchange API for trading operations, order management, and market data retrieval with comprehensive… | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | gimjin-message-notificationsmcp · back-end | Provides multi-channel notification capabilities through desktop notifications, email via SMTP, and HTTP API endpoints with a single tool that… | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | repocksmcp · back-end | Transforms Markdown documentation into an intelligent knowledge base with AI-powered search and Q\&A through an MCP server. | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | eve-onlinemcp · back-end | Integrates with EVE Online's API to provide real-time market data, item prices, and game information for analyzing market trends and making informed… | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | jira-cli-mcpmcp · back-end | MCP server that wraps the jira-cli command-line tool to enable AI assistants to interact with Jira. | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | abacus-mcp-servermcp · back-end | Enables AI-driven first-principles calculations for quantum chemistry and materials science using ABACUS, with tools for SCF, structure optimization… | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | typespec-mcp-servermcp · back-end | Enables building MCP servers using TypeSpec, with tools for learning, scaffolding projects, and compiling TypeSpec to generate server assets. | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | mcp-pkm-logseqmcp · back-end | Enables interaction with your Logseq personal knowledge management system via MCP, allowing retrieval of tagged notes and todo lists through Logseq's… | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | secure-embedding-mcp-servermcp · back-end | Provides secure text embeddings with privacy-preserving features using the Mirror SDK, supporting operations like embedding, masking, and analysis… | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | google-search-console-mcp-servermcp · back-end | Integrates with Google Search Console to enable querying search analytics, comparing performance periods, generating visual reports, and identifying… | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | wllcnm-redditmcp · back-end | Integrates with Reddit's API using PRAW to enable retrieving and posting content, managing subreddits, and analyzing user data for applications like… | 9 stars · 2 forks | No one-command install · Source | |
| 2901 | 63.694 | danhilse-youtube-researchmcp · back-end | Integrates with YouTube API to perform aggregated video searches, enabling efficient content curation and trend analysis on specified topics. | 9 stars · 2 forks | No one-command install · Source | |
| 2935 | 63.673 | open-meteo-mcp-server-2mcp · back-end | Global weather via Open-Meteo: forecast, ERA5 archive, marine, air quality, geocoding, elevation. | 5,109 installs | No commit datelisted | No one-command install · Source |
| 2936 | 63.439 | lucygoodchild-mcp-national-railmcp · back-endalso listed as mcp-national-rail | An MCP server for UK National Rail trains service, providing train schedules and live travel information, intergrating the Realtime Trains API | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | testomatiomcp · back-end | Integrates with the Testomatio API to search and retrieve test cases, test suites, test runs, and test plans with advanced filtering capabilities… | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | dify-mcpmcp · back-end | A comprehensive MCP server and CLI that exposes the entire Dify console API as 138 tools, enabling AI agents to programmatically build, test, and… | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | tech-debt-mcp-servermcp · back-end | A server for analyzing technical debt across multiple programming languages, integrating with MCP-compatible tools to detect code quality issues and… | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | openhabmcp · back-end | MCP server for OpenHAB v5+ that exposes the entire REST API as tools for AI models, enabling complete control over items, things, rules, persistence… | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | overstarry-qweathermcp · back-end | Integrates with QWeather API to provide current weather conditions, multi-day forecasts, and location-based meteorological data for travel planning… | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | mcp-governmcp · back-end | MCP server for investigating public transparency and detecting corruption patterns by cross-referencing open data from Catalan, Barcelona, and Spanish… | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | eyevinnoscmcp · back-end | EyevinnOSC's MCP server enables AI assistants to provision and manage vendor-independent cloud infrastructure for databases, storage, and media… | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | io-github-samuelmoraesf-mcp-organizzemcp · back-end | MCP server for integrating with the Organizze financial manager, enabling AI clients to create transactions, check balances, manage accounts, and more… | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | apple-notes-mcpmcp · back-end | An MCP server for Apple Notes that enables semantic search and full CRUD operations through natural language. | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | dreamfactorymcp · back-end | Enables AI to interact with databases through DreamFactory's REST API, providing secure, structured access to schemas, data, and stored procedures… | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | bbonnin-openapi-to-mcpmcp · back-end | MCP server that automatically converts any OpenAPI/Swagger specification into a set of usable MCP tools. Unlike manual tool definition, this approach… | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | latex-mcp-servermcp · back-end | An MCP Server to compile latex, download/organize/read cited papers, run visualization scripts and add figures/tables to latex. | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | bargainermcp · back-end | Aggregates deals from multiple sources including Slickdeals API, RapidAPI marketplace, and web scraping providers to provide unified deal search… | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | doctranslate-iomcp · back-end | Integrates with DocTranslate.io's API to provide document translation and conversion capabilities across multiple formats including DOCX, PDF, PPTX… | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | antom-mcp-servermcp · back-end | A Model Context Protocol (MCP) compatible server that integrates Ant International's Antom payment APIs, enabling AI assistants to handle payment and… | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | otrs-mcp-servermcp · back-end | Enables AI assistants to create, search, and manage OTRS tickets and configuration items via the OTRS API. | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | attio-mcp-server-2mcp · back-end | Provides seamless access to the Attio API for AI assistants like Claude and Cursor, enabling interaction with objects, records, tasks, notes, and more… | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | pi-dashboard-apimcp · back-end | Integrates with PI Dashboard API to enable interaction with categories, charts, and dashboard elements for data analysis, comparison, and optimization… | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | moonbirdai-ebirdmcp · back-end | Integrates with the eBird API to provide real-time bird observation data, including recent sightings, notable observations, hotspots, and taxonomy… | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | weatherxm-promcp · back-end | Integrates with WeatherXM PRO APIs to provide access to hyperlocal weather data, historical observations, and forecast performance metrics for… | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | seo-inspectormcp · back-end | Automates web page SEO analysis by scanning HTML files and websites to identify critical optimization issues like missing titles, meta descriptions… | 7 stars · 4 forks | No one-command install · Source | |
| 2936 | 63.439 | non-dirty-claude-desktop-restartmcp · back-end | Enables automated restarts of Claude Desktop on macOS by leveraging psutil to safely terminate and relaunch the application process. | 7 stars · 4 forks | No one-command install · Source | |
| 2960 | 63.429 | bishopfox-otto-supportmcp · back-end | Deliberately vulnerable customer support MCP server for security research and MCP penetration testing practice. | 20 stars | No one-command install · Source | |
| 2960 | 63.429 | a0dotrun-exposemcp · back-end | Proxy server that enables communication between clients and MCP-compatible services through JSON-RPC, forwarding requests to configured backend URLs… | 20 stars | No commit datelisted | No one-command install · Source |
| 2962 | 63.368 | inkwell-mcp-servermcp · back-end | Enables AI agents to publish and manage content on Inkwell sites via 12 tools, including inbox publishing, content management, and site configuration. | 1 star · 7 forks | No one-command install · Source | |
| 2962 | 63.368 | yahoo-finance-mcp-servermcp · back-end | Provides real-time stock quotes, market indices, historical data, and financial visualizations from Yahoo Finance without API keys, enabling users to… | 1 star · 7 forks | No one-command install · Source | |
| 2964 | 63.269 | trac-mcp-servermcp · back-end | Enables AI agents to manage Trac projects with full CRUD operations on tickets, wiki pages, and milestones via the Model Context Protocol. | 2 stars · 6 forks | No one-command install · Source | |
| 2964 | 63.269 | google-cloud-netapp-volumes-mcp-servermcp · back-end | Enables AI assistants to manage Google Cloud NetApp Volumes resources including storage pools, volumes, snapshots, backups, and more through natural… | 2 stars · 6 forks | No one-command install · Source | |
| 2964 | 63.269 | kie-ai-mcp-servermcp · back-end | Universal MCP server for all Kie AI image generation and editing models, enabling text-to-image, image-to-image, and image editing via natural… | 2 stars · 6 forks | No one-command install · Source | |
| 2964 | 63.269 | mcp-gcloud-adc-proxymcp · back-end | An auth proxy that forwards requests to remote MCP servers, attaching Google Cloud ADC tokens for authentication. It enables secure access to… | 2 stars · 6 forks | No one-command install · Source | |
| 2964 | 63.269 | renanvieira-brewfathermcp · back-end | Connects to Brewfather API for retrieving and analyzing homebrew inventory data, including detailed information about fermentables, hops, and yeasts… | 2 stars · 6 forks | No one-command install · Source | |
| 2964 | 63.269 | 4everland-4everland-hosting-mcpmcp · back-end | An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield… | 2 stars · 6 forks | No one-command install · Source | |
| 2970 | 63.155 | yawlabs-caddymcp · back-endalso listed as yawlabs-caddy-mcp | Manages Caddy web servers via the admin API with full coverage of config, routes, reverse proxies, TLS, PKI, metrics, and snapshots. | 11 stars · 1 fork | No one-command install · Source | |
| 2970 | 63.155 | codeatlas-ai-mcp-servermcp · back-end | Transforms codebases into a living knowledge graph with AI-powered code analysis, security scanning, and persistent semantic memory, leveraging Oracle… | 11 stars · 1 fork | No one-command install · Source | |
| 2970 | 63.155 | grok-build-mcpmcp · back-end | MCP server that wraps the Grok CLI to enable code review, adversarial testing, and chat with xAI's Grok model, integrating into any MCP host as a peer… | 11 stars · 1 fork | No one-command install · Source | |
| 2970 | 63.155 | legalize-mcpmcp · back-end | Provides tools for querying Korean laws, precedents, administrative rules, and ordinances via GitHub REST API, enabling natural language access to… | 11 stars · 1 fork | No one-command install · Source | |
| 2970 | 63.155 | gh-nikolanddtesla-ssh-mcpmcp · back-endalso listed as nikolanddtesla-ssh-mcp-server | SSH server management with zero-token SFTP transfers and multi-server connection pooling. | 11 stars · 1 fork | No one-command install · Source | |
| 2970 | 63.155 | appvisionos-apple-search-adsmcp · back-end | Manage Apple Search Ads campaigns programmatically with 74 typed tools covering the full Campaign Management API v5, including campaigns, ad groups… | 11 stars · 1 fork | No one-command install · Source | |
| 2970 | 63.155 | apple-reminders-mcp-server-3mcp · back-end | MCP server enabling AI assistants to create, read, list, and delete Apple Reminders on macOS via AppleScript. | 11 stars · 1 fork | No one-command install · Source | |
| 2970 | 63.155 | learnflow-aimcp · back-end | AI-powered MCP server that transforms learning by finding best YouTube tutorials, generating personalized learning paths, and tracking progress for… | 11 stars · 1 fork | No one-command install · Source | |
| 2970 | 63.155 | dappier-mcp-servermcp · back-end | Enables fast real-time web search and access to premium data from trusted sources including news, financial markets, sports, and more. Supports AI… | 11 stars · 1 fork | No one-command install · Source | |
| 2970 | 63.155 | gonetone-taiwan-weathermcp · back-endalso listed as mcp-server-taiwan-weather | Retrieves weather forecast data from Taiwan's Central Weather Administration API | 11 stars · 1 fork | No one-command install · Source | |
| 2970 | 63.155 | tomohiro1850-backlogmcp · back-end | Integrates with Backlog project management API to enable issue creation and project management operations through TypeScript/Node.js endpoints that… | 11 stars · 1 fork | No one-command install · Source | |
| 2970 | 63.155 | mcp-read-pdfmcp · back-end | MCP server to read protected (or unprotected) PDF files, extracting text to a temp file, and handling large PDFs. | 11 stars · 1 fork | No one-command install · Source | |
| 2970 | 63.155 | taidgh-robinson-nba-statsmcp · back-end | Provides real-time NBA game data including scores, player statistics, and play-by-play information through the nba_api package for accessing current… | 11 stars · 1 fork | No one-command install · Source | |
| 2970 | 63.155 | gitlab-mcp-servermcp · back-end | Enables GitLab integration through MCP, supporting code review and project management via natural language. | 11 stars · 1 fork | No one-command install · Source | |
| 2987 | 63.129 | provenio-art-provenance-mcpmcp · back-end | Art provenance intelligence for AI agents. 282,731-node knowledge graph over 273,378 market transactions — Getty Provenance Index, Knoedler stock… | 5,070 installs | No commit datelisted | No one-command install · Source |
| 2988 | 63.107 | mcp-server-odoomcp · back-end | Enables AI assistants to fully interact with Odoo ERP instances over XML-RPC, supporting read and write operations on any model without requiring Odoo… | 4 stars · 5 forks | No one-command install · Source | |
| 2988 | 63.107 | skylight-mcpmcp · back-end | MCP server for Skylight Calendar family hub, providing over 100 tools to manage events, lists, chores, meals, messages, albums, and device settings. | 4 stars · 5 forks | No one-command install · Source | |
| 2988 | 63.107 | yshngg-pmcpmcp · back-end | A Prometheus Model Context Protocol Server. | 4 stars · 5 forks | No one-command install · Source | |
| 2988 | 63.107 | drakonkat-wizzy-mcp-tmdbmcp · back-end | A MCP server for The Movie Database API that enables AI assistants to search and retrieve movie, TV show, and person information. | 4 stars · 5 forks | No one-command install · Source | |
| 2988 | 63.107 | geli2001-redditmcp · back-end | Integrates with Reddit's API to provide read-only access for searching posts, retrieving post details, fetching hot content, and gathering subreddit… | 4 stars · 5 forks | No one-command install · Source | |
| 2988 | 63.107 | chatmcp-routermcp · back-end | Provides a proxy service that connects local MCP clients to remote tool servers through a central routing service, eliminating the need to run your… | 4 stars · 5 forks | No one-command install · Source | |
| 2988 | 63.107 | jikime-naver-searchmcp · back-end | Provides access to Naver's search APIs across multiple categories including blogs, news, books, images, and shopping items with structured responses… | 4 stars · 5 forks | No one-command install · Source | |
| 2988 | 63.107 | shubhanshu-sondhiya-tmdbmcp · back-end | Provides a bridge to The Movie Database (TMDB) API, enabling retrieval of movie information, trending films, details, and reviews through type-safe… | 4 stars · 5 forks | No one-command install · Source | |
| 2996 | 63.003 | stitchapi-docsmcp · back-end | MCP server for the StitchAPI docs: search_docs (hybrid BM25+vector) + get_doc. Local/offline npm package (@stitchapi/docs-mcp, docs bundled, no… | 19 stars | No one-command install · Source | |
| 2996 | 63.003 | clipboard-history-mcpmcp · back-end | Enables Claude to browse, search, and restore clipboard history with type classification, secret detection, and Touch ID-gated decryption. | 19 stars | No one-command install · Source | |
| 2996 | 63.003 | jukkan-xrmmcp · back-endalso listed as xrm-mcp | Microsoft Dataverse and Dynamics 365 read/write access via the Dataverse Web API v9.2. | 19 stars | No one-command install · Source | |
| 3000 | 62.994 | paytm-mcp-servermcp · back-end | Enables AI agents and developers to securely access Paytm's Payments and Business Payments APIs via MCP, allowing contextual automation of payment… | 10 forks | 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.