Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1001 | 83.6313 | tdmcpmcp · back-end | tdmcp is an open-source (MIT) Model Context Protocol server for TouchDesigner. You describe a visual in plain language and your AI assistant builds… | 39 stars · 8 forks | No one-command install · Source | |
| 1002 | 83.6259 | proximomcp · back-end | Enables management of Proxmox VE infrastructure via its REST API and execution of commands inside LXC containers via SSH, with built-in trust layers… | 42 stars · 7 forks | No one-command install · Source | |
| 1003 | 83.6189 | john-zhang-xero-accountingmcp · back-end | Integrates with Xero Accounting Software to access financial data including accounts, transactions, contacts, invoices, and more through authenticated… | 23 stars · 15 forks | No one-command install · Source | |
| 1003 | 83.6189 | thomaswawra-spotifymcp · back-end | Integrates with Spotify Web API to enable music search, playback control, and playlist management for applications needing music data and content… | 23 stars · 15 forks | No one-command install · Source | |
| 1005 | 83.5895 | evil-mcp-servermcp · back-end | Simulates malicious behaviors and attack vectors for security testing and educational demonstrations. | 31 stars · 13 forks | No one-command install · Source | |
| 1006 | 83.5477 | statamic-mcp-servermcp · back-end | Enables AI assistants to manage Statamic CMS content, including blueprints, entries, assets, users, and system operations, through a secure… | 36 stars · 9 forks | No one-command install · Source | |
| 1006 | 83.5477 | claude-session-restorecli · back-end | Efficiently restore context from previous Claude Code sessions by analyzing session files and git history. Features multi-factor data collection… | 36 stars · 9 forks | No one-command install · Source | |
| 1008 | 83.5280 | node-runner-mcp-servermcp · back-end | Enables running Node.js scripts and npm commands with permission prompts via node-notifier, including server management, script execution with stdin… | 51 stars · 5 forks | No one-command install · Source | |
| 1009 | 83.5060 | biothings-mcpmcp · back-endalso listed as longevity-genie-biothings-mcp | Provides a Model Context Protocol server for accessing and querying biomedical data from BioThings services, including gene, variant, chemical, and… | 34 stars · 10 forks | No one-command install · Source | |
| 1009 | 83.5060 | keturiosakys-bluesky-context-servermcp · back-end | Query and analyze data from the decentralized social network. | 34 stars · 10 forks | No one-command install · Source | |
| 1012 | 83.4384 | profullstack-mcp-servermcp · back-end | A comprehensive MCP server aggregating 20+ tools including SEO optimization, document conversion, domain lookup, email validation, QR generation… | 45 stars · 6 forks | No one-command install · Source | |
| 1013 | 83.3722 | alxspiker-ftpmcp · back-end | Enables direct FTP and FTPS server management through natural language commands for remote file operations including directory listing, file… | 29 stars · 14 forks | No one-command install · Source | |
| 1013 | 83.3722 | anasahmed07-outlook-classicmcp · back-end | Exposes Outlook desktop functionality to AI agents via Windows COM API, covering mail, calendar, contacts, tasks, and rules. | 29 stars · 14 forks | No one-command install · Source | |
| 1013 | 83.3722 | hostinger-seo-checkermcp · back-end | Professional SEO analysis server that evaluates websites across multiple optimization dimensions including meta tags, content quality, technical… | 29 stars · 14 forks | No one-command install · Source | |
| 1013 | 83.3722 | cosmix-jiramcp · back-end | Integrates with Jira's API to enable issue searching, data cleaning, and project management automation using natural language commands. | 29 stars · 14 forks | No one-command install · Source | |
| 1017 | 83.3703 | verygoodplugins-mcp-evernotemcp · back-end | A Model Context Protocol server for seamless Evernote integration, enabling note creation, editing, searching, and notebook/tag management via Claude. | 32 stars · 11 forks | No one-command install · Source | |
| 1018 | 83.3636 | indesign-mcp-servermcp · back-end | Enables AI assistants to automate Adobe InDesign publishing workflows, including document creation, text formatting, image placement, PDF export, and… | 31 stars · 12 forks | No one-command install · Source | |
| 1019 | 83.3487 | minecraft-dev-mcpmcp · back-end | A Model Context Protocol server that gives AI assistants native access to Minecraft mod development tools — decompile, remap, search, and analyze… | 35 stars · 9 forks | No one-command install · Source | |
| 1019 | 83.3487 | sivan22-sefaria-jewish-librarymcp · back-end | Integrates with the Sefaria Jewish Library API to provide access to Jewish texts and commentaries for textual analysis and religious study. | 35 stars · 9 forks | No one-command install · Source | |
| 1019 | 83.3487 | mcp-netmiko-servermcp · back-end | Enables LLMs to interact with network devices via SSH (netmiko), allowing command execution and configuration changes on routers and switches. | 35 stars · 9 forks | No one-command install · Source | |
| 1022 | 83.3420 | lucidmcp · back-end | Replaces outdated training data with real-time information from live sources through documentation search, package version checking, fact… | 75 stars · 3 forks | No one-command install · Source | |
| 1023 | 83.2999 | odata-mcp-proxymcp · back-end | A config-driven MCP server that exposes OData and REST APIs as MCP tools, enabling AI assistants to query, manage, and monitor SAP backends through… | 28 stars · 14 forks | No one-command install · Source | |
| 1024 | 83.2884 | qualtrics-mcp-servermcp · back-end | A Model Context Protocol server that provides comprehensive control over the Qualtrics platform, enabling survey creation, question management, logic… | 33 stars · 10 forks | No one-command install · Source | |
| 1024 | 83.2884 | asterisk-mcp-servermcp · back-end | Provides security vulnerability scanning for code snippets, codebases, and code changes through integration with the Asterisk security API. | 33 stars · 10 forks | No one-command install · Source | |
| 1026 | 83.2643 | weirdmachine64-sharkmcpmcp · back-end | MCP server exposing Wireshark's sharkd interface for AI-driven network traffic analysis from PCAP files. | 74 stars · 3 forks | No one-command install · Source | |
| 1027 | 83.2385 | joelio-stockymcp · back-end | An MCP server for searching and downloading royalty-free stock photography from Pexels and Unsplash. Features multi-provider search, rich metadata… | 27 stars · 14 forks | No one-command install · Source | |
| 1028 | 83.1616 | fivetran-mcp-servermcp · back-end | Enables you to interact with your Fivetran environment through natural language, supporting read-only queries about connections and syncs, and write… | 26 stars · 14 forks | No one-command install · Source | |
| 1028 | 83.1616 | kilo-dev-mcp-servermcp · back-end | An MCP server for internationalization (i18n) tasks, providing tools to translate, move, list, and remove translation keys in JSON files for the Kilo… | 26 stars · 14 forks | No one-command install · Source | |
| 1030 | 83.1367 | kukapay-hyperliquid-info-mcpmcp · back-end | An MCP server that provides real-time data and insights from the Hyperliquid perp DEX for use in bots, dashboards, and analytics. | 30 stars · 12 forks | No one-command install · Source | |
| 1031 | 83.1347 | kdpa-local-skillsmcp · back-end | Universal MCP server for local filesystem skills with lazy loading and context-efficient discovery | 39 stars · 7 forks | No one-command install · Source | |
| 1031 | 83.1347 | mcp-india-stackmcp · back-end | An offline-first MCP server for Indian financial, tax, and government APIs, providing tools for identity validation (PAN, Aadhaar, GSTIN), tax… | 39 stars · 7 forks | No one-command install · Source | |
| 1031 | 83.1347 | winapp-mcpmcp · back-end | A Model Context Protocol server that gives AI assistants full control over native Windows applications — launch, inspect, click, type, screenshot, and… | 39 stars · 7 forks | No one-command install · Source | |
| 1034 | 83.1280 | aiquila-mcp-servermcp · back-end | Enables AI assistants to securely read and write files, notes, tasks, bookmarks, projects, and recipes in a self-hosted Nextcloud instance. | 34 stars · 9 forks | No one-command install · Source | |
| 1035 | 83.1151 | blockbeats-mcpmcp · back-end | A crypto data gateway for AI assistants, providing real-time newsflashes, articles, on-chain metrics, ETF flows, stablecoin data, macro indicators… | 43 stars · 6 forks | No one-command install · Source | |
| 1036 | 83.1059 | webfetch-mcpmcp · back-end | Enables local LLMs to search the web and fetch clean content from URLs without API keys, using SearxNG and Mozilla Readability. | 36 stars · 8 forks | No one-command install · Source | |
| 1036 | 83.1059 | longmans-coin-apimcp · back-end | Integrates with CoinMarketCap's API to fetch and analyze cryptocurrency market data, supporting customizable queries for real-time information. | 36 stars · 8 forks | No one-command install · Source | |
| 1038 | 83.0949 | taiwan-building-code-trackermcp · back-end | An MCP server that provides automated querying of Taiwan building regulations, integrating both legal articles and official interpretation letters… | 10 stars · 18 forks | No one-command install · Source | |
| 1039 | 83.0909 | aditya2755-video-edit-moviepymcp · back-end | MoviePy-based video editing server that provides comprehensive video and audio processing capabilities including trimming, merging, resizing, effects… | 25 stars · 14 forks | No one-command install · Source | |
| 1040 | 83.0796 | memecoin-observatory-mcpmcp · back-end | A Solana MCP server for analyzing memecoins, tracking trends, and providing AI-powered insights using cultural analysis and on-chain data. | 29 stars · 13 forks | No one-command install · Source | |
| 1041 | 83.0708 | firewallamcp · back-end | Integrates with Firewalla's MSP API v2 to provide real-time network monitoring, security analysis, and firewall management through 28 specialized… | 32 stars · 10 forks | No one-command install · Source | |
| 1041 | 83.0708 | connorbritain-mssqlmcp · back-end | Enterprise Microsoft SQL Server integration with schema discovery, data profiling, and safe mutations | 32 stars · 10 forks | No one-command install · Source | |
| 1041 | 83.0708 | etweisberg-mlb-statsmcp · back-end | Integrates with MLB Stats API and pybaseball library to provide comprehensive baseball statistics, Statcast data, player lookups, team standings… | 32 stars · 10 forks | No one-command install · Source | |
| 1041 | 83.0708 | keepa-mcp-servermcp · back-end | Provides conversational access to Keepa's product and sales data for product research, sales velocity analysis, inventory optimization, and… | 32 stars · 10 forks | No one-command install · Source | |
| 1045 | 83.0601 | amir-bengherbi-shopifymcp · back-end | Integrates with Shopify's GraphQL API to enable comprehensive store management, including product, customer, order, and discount operations. | 18 stars · 15 forks | No one-command install · Source | |
| 1046 | 83.0441 | analookmcp · back-end | Remote MCP server for AI-powered competitor intelligence, enabling real-time analysis of any product URL through tools like analyze_competitor and… | 108 stars · 2 forks | No one-command install · Source | |
| 1047 | 83.0312 | youtube-connector-mcpmcp · back-end | Enables AI assistants to search videos, channels, and playlists, retrieve video metadata, transcripts, and comments via the YouTube Data API v3. | 71 stars · 3 forks | No one-command install · Source | |
| 1048 | 82.9970 | indesign-cli-mcp-servermcp · back-end | Enables AI agents to directly control Adobe InDesign through CLI commands, providing 148 discoverable capabilities for document creation, editing, and… | 42 stars · 6 forks | No one-command install · Source | |
| 1049 | 82.9513 | deanward-hal-http-api-layermcp · back-end | Transforms OpenAPI/Swagger specifications into dynamic HTTP tools with secret management and URL restrictions, enabling secure API integration through… | 38 stars · 7 forks | No one-command install · Source | |
| 1050 | 82.9350 | octave-mcpmcp · back-end | MCP server for deterministic document infrastructure, enabling canonical normalization, schema validation, and grammar compilation for structured AI… | 55 stars · 4 forks | No one-command install · Source | |
| 1051 | 82.9242 | clickup-mcp-servermcp · back-end | Enables AI agents to manage ClickUp tasks, spaces, lists, and folders through natural language, supporting CRUD operations and workspace navigation. | 1 star · 124 forks | No one-command install · Source | |
| 1052 | 82.9103 | stephenlb-pubnubmcp · back-end | Enables AI assistants to interact with PubNub's realtime communication platform for retrieving documentation, accessing SDK information, and utilizing… | 33 stars · 9 forks | No one-command install · Source | |
| 1052 | 82.9103 | markelaugust74-google-calendarmcp · back-end | Integrates with the Google Calendar API to create and manage events using natural language interactions, enabling automated scheduling and event… | 33 stars · 9 forks | No one-command install · Source | |
| 1054 | 82.9071 | dwsy-magic-apimcp · back-end | Integrates with Magic-API development environments to provide API management, debugging with breakpoints and step execution, documentation access… | 30 stars · 11 forks | No one-command install · Source | |
| 1054 | 82.9071 | giuseppe-coco-google-workspace-mcp-servermcp · back-end | MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on. | 30 stars · 11 forks | No one-command install · Source | |
| 1056 | 82.9070 | iwork-mcpmcp · back-end | An MCP server that provides 113 tools for automating Apple iWork apps (Numbers, Pages, Keynote) via JavaScript for Automation, enabling AI assistants… | 35 stars · 8 forks | No one-command install · Source | |
| 1056 | 82.9070 | coles-woolworthsmcp · back-end | Integrates with Coles and Woolworths APIs to fetch real-time product information and prices, enabling grocery price comparison across Australia's two… | 35 stars · 8 forks | No one-command install · Source | |
| 1058 | 82.9029 | cisco-radkit-mcp-servermcp · back-end | Enables LLMs to interact with network devices via Cisco RADKit, supporting inventory discovery, device attribute inspection, CLI command execution… | 11 stars · 17 forks | No one-command install · Source | |
| 1059 | 82.8544 | deepmemmcp · back-end | Mem0-compatible persistent memory for AI agents - write facts once, recall them semantically in any session. Self-hostable open-source server, or… | 103 stars · 2 forks | No one-command install · Source | |
| 1060 | 82.8538 | jenkins-mcp-enterprisemcp · back-end | A Jenkins MCP server for multi-instance build management, log inspection, failure diagnostics, and optional vector search. | 29 stars · 12 forks | No one-command install · Source | |
| 1060 | 82.8538 | kukapay-jupiter-ultramcp · back-end | Provides a bridge to Jupiter's Ultra API for executing token swaps on Solana blockchain with optimal routing, competitive pricing, and transaction… | 29 stars · 12 forks | No one-command install · Source | |
| 1062 | 82.8345 | qase-mcp-servermcp · back-end | Official MCP server for Qase Test Management Platform. Enables AI assistants to manage test cases, test runs, defects, and other Qase entities through… | 31 stars · 10 forks | No one-command install · Source | |
| 1062 | 82.8345 | dumpling-aimcp · back-endalso listed as dumpling-ai-mcp-server-dumplingai | Provides a bridge to Dumpling AI's data extraction API for performing web searches, scraping content, extracting structured data, and processing… | 31 stars · 10 forks | No one-command install · Source | |
| 1062 | 82.8345 | privetin-dataset-viewermcp · back-end | Integrates with the Hugging Face Dataset Viewer API to enable exploration, analysis, and content retrieval of datasets hosted on the Hugging Face Hub. | 31 stars · 10 forks | No one-command install · Source | |
| 1066 | 82.7834 | clear-thought-servermcp · back-endalso listed as clear-thought-server-2 | Provide enhanced problem-solving capabilities by leveraging systematic thinking, mental models, and debugging approaches. Enable structured reasoning… | 37 stars · 7 forks | No one-command install · Source | |
| 1068 | 82.7072 | nicholasbester-clickup-climcp · back-end | ClickUp API integration with 143 MCP tools covering all ~130 endpoints. Token-efficient compact responses (~98% smaller than raw JSON), flattening… | 45 stars · 5 forks | No one-command install · Source | |
| 1068 | 82.7072 | focusrelaymcpmcp · back-end | Fast native Swift OmniFocus MCP server and CLI for macOS. Let AI assistants safely read, update, complete, and organize tasks and projects through… | 45 stars · 5 forks | No one-command install · Source | |
| 1068 | 82.7072 | drafts-mcp-servermcp · back-end | Enables AI assistants to manage drafts, tags, workspaces, and actions in the Drafts app on macOS. | 45 stars · 5 forks | No one-command install · Source | |
| 1068 | 82.7072 | effect-mcpmcp · back-end | A Model Context Protocol server that provides real-time access to Effect ecosystem documentation, enabling AI assistants to retrieve accurate and… | 45 stars · 5 forks | No one-command install · Source | |
| 1068 | 82.7072 | ladislavsopko-mcp-ai-server-visual-studiomcp · back-end | MCP AI Server for Visual Studio. 20 Roslyn-powered tools giving AI assistants semantic code navigation, symbol search, inheritance trees, call graphs… | 45 stars · 5 forks | No one-command install · Source | |
| 1073 | 82.6927 | aywengo-kafka-schema-reg-mcpmcp · back-end | Comprehensive Kafka Schema Registry MCP server with 48 tools for multi-registry management, schema migration, and enterprise features. | 32 stars · 9 forks | No one-command install · Source | |
| 1074 | 82.6862 | pan-mcp-relaymcp · back-end | Security-enhanced MCP Relay/Proxy server providing real-time AI threat protection for MCP Clients, scanning tool descriptions, call parameters, and… | 34 stars · 8 forks | No one-command install · Source | |
| 1074 | 82.6862 | mlobo2012-claude-desktop-apimcp · back-end | Integrates Claude API features, enabling direct API access, extended context windows, and advanced conversation management. Helpful to bypass standard… | 34 stars · 8 forks | No one-command install · Source | |
| 1076 | 82.6242 | chronos-mcpmcp · back-end | A comprehensive MCP server for CalDAV calendar management, supporting multi-account CRUD operations, recurring events, tasks, journals, and advanced… | 29 stars · 11 forks | No one-command install · Source | |
| 1077 | 82.6093 | marketplaces-mcp-rumcp · back-end | AI-доступ к кабинетам Wildberries и Ozon через MCP-сервера над Seller API. Обеспечивает 793 метода для управления продажами, остатками, ценами… | 36 stars · 7 forks | No one-command install · Source | |
| 1077 | 82.6093 | respawn-app-tool-filtermcp · back-end | Proxy server that filters tools from upstream MCP servers using configurable regex patterns to control which tools are exposed to clients. | 36 stars · 7 forks | No one-command install · Source | |
| 1077 | 82.6093 | octoeverywhere-templatemcp · back-end | Minimal project template providing Apache License 2.0 licensing framework for open-source MCP implementations without functional code or server… | 36 stars · 7 forks | No one-command install · Source | |
| 1080 | 82.6076 | buildmcp · back-end | Integrates with build and deployment systems through HTTP-based APIs to enable CI/CD operations, pipeline management, and automated deployment… | 30 stars · 10 forks | No one-command install · Source | |
| 1081 | 82.5897 | pocketbase-mcp-servermcp · back-end | Enables AI assistants and MCP clients to interact with PocketBase databases for authentication, data management, and administrative operations. | 65 stars · 3 forks | No one-command install · Source | |
| 1082 | 82.5646 | finq4cn-mcp-servermcp · back-end | Provides free, open-source access to China A-share financial data for quantitative analysis, including stock metrics, news, and backtesting. | 28 stars · 12 forks | No one-command install · Source | |
| 1083 | 82.5449 | sichang-terminalmcp · back-end | Provides a cross-platform terminal control server that executes shell commands and retrieves terminal information, with specialized support for macOS… | 27 stars · 13 forks | No one-command install · Source | |
| 1084 | 82.5058 | tiacommander-mcpmcp · back-end | MCP server that connects AI assistants to Siemens TIA Portal via the Openness API. AI-assisted PLC programming, project management, hardware… | 39 stars · 6 forks | No one-command install · Source | |
| 1085 | 82.4935 | gh-assafkip-huntkitmcp · back-end | OSINT investigation toolkit providing two MCP servers for infrastructure reconnaissance and threat intelligence lookups, covering WHOIS, DNS, Wayback… | 51 stars · 4 forks | No one-command install · Source | |
| 1085 | 82.4935 | gepa-mcp-servermcp · back-end | Implements the Genetic-Evolutionary Prompt Architecture for automatic prompt optimization, providing tools to optimize, quickly improve, and… | 51 stars · 4 forks | No one-command install · Source | |
| 1087 | 82.4792 | growilabs-growi-mcp-servermcp · back-end | Official MCP Server to integrate with GROWI APIs. | 19 stars · 14 forks | No one-command install · Source | |
| 1087 | 82.4792 | v4lheru-trellomcp · back-end | Provides a bridge to Trello for creating and managing boards, lists, cards, labels, members, and checklists through TypeScript-based service handlers… | 19 stars · 14 forks | No one-command install · Source | |
| 1089 | 82.4686 | gh-iseppo-e-arveldajamcp · back-end | Interfaces with Estonian RIK e-Financials accounting API. | 33 stars · 8 forks | No one-command install · Source | |
| 1089 | 82.4686 | f-prompts-chatmcp · back-end | Proxy server that forwards requests to the prompts.chat API, providing access to a curated collection of prompts with search and filtering… | 33 stars · 8 forks | No one-command install · Source | |
| 1091 | 82.4564 | dayoooun-hwpx-editormcp · back-end | Enables comprehensive editing and manipulation of HWPX and HWP Korean word processing documents with 76 specialized tools covering text operations… | 31 stars · 9 forks | No one-command install · Source | |
| 1091 | 82.4564 | apple-store-connect-mcp-servermcp · back-endalso listed as ryaker-appstore-connect | Enables management of iOS/macOS apps, TestFlight builds, app metadata, analytics, and more through natural language interactions with Apple Store… | 31 stars · 9 forks | No one-command install · Source | |
| 1091 | 82.4564 | pancake-pos-mcpmcp · back-end | Enables AI assistants to manage Vietnamese e-commerce POS operations including orders, products, customers, inventory, supply chain, sales, CRM, and… | 31 stars · 9 forks | No one-command install · Source | |
| 1091 | 82.4564 | longevity-genie-gget-mcpmcp · back-end | MCP server providing a powerful bioinformatics toolkit for genomics queries and analysis, wrapping the popular `gget` library. | 31 stars · 9 forks | No one-command install · Source | |
| 1096 | 82.4478 | mikechao-balldontlie-mcpmcp · back-end | MCP server that integrates balldontlie api to provide information about players, teams and games for the NBA, NFL and MLB | 26 stars · 13 forks | No one-command install · Source | |
| 1097 | 82.4103 | prompt-template-server-gomcp · back-end | Lightweight Go server that loads and serves YAML-formatted prompt templates from a file system for easy organization and management of standardized… | 35 stars · 7 forks | No one-command install · Source | |
| 1098 | 82.3839 | ryanmazzolini-godot-gdscript-diagnosticsmcp · back-end | Connects directly to Godot's Language Server Protocol to provide real-time GDScript syntax validation and error detection without requiring a full… | 43 stars · 5 forks | No one-command install · Source | |
| 1099 | 82.3771 | freescout-mcp-servermcp · back-end | Manages FreeScout helpdesk tickets by fetching, analyzing, and updating tickets, drafting replies, and searching with advanced filters via the Model… | 25 stars · 13 forks | No one-command install · Source | |
| 1099 | 82.3771 | perplexity-mcp-servermcp · back-end | An MCP server that enables AI agents to perform search-augmented queries and deep multi-source research using the Perplexity API. | 25 stars · 13 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.