Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3201 | 60.372 | mcp-atlassian-servermcp · back-end | Enables AI assistants to interact with Atlassian Cloud APIs for Confluence and Jira, supporting document management, search, issue tracking, and… | 2 stars · 5 forks | No one-command install · Source | |
| 3201 | 60.372 | domdomegg-google-sheetsmcp · back-endalso listed as google-sheets-mcp | Read, write, and query spreadsheet data via Google Sheets API | 2 stars · 5 forks | No one-command install · Source | |
| 3201 | 60.372 | sage-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for interacting with the Sage Grande Testbed, enabling users to query sensor data, submit jobs, and manage Sage… | 2 stars · 5 forks | No one-command install · Source | |
| 3201 | 60.372 | xray-mcpmcp · back-end | An MCP server that integrates Cursor IDE with Xray Test Management for Jira, enabling management of tests, test executions, test plans, and… | 2 stars · 5 forks | No one-command install · Source | |
| 3201 | 60.372 | privy-mcp-servermcp · back-end | Enables AI agents to create wallets, sign transactions, and manage blockchain operations across multiple chains like Ethereum, Solana, and more via… | 2 stars · 5 forks | No one-command install · Source | |
| 3201 | 60.372 | apstra-mcp-servermcp · back-end | Enables natural language management of Juniper Apstra datacenter networks, including blueprints, virtual networks, connectivity templates, and… | 2 stars · 5 forks | No one-command install · Source | |
| 3201 | 60.372 | db2-mcp-servermcp · back-end | Enables read-only interaction with IBM DB2 databases, including listing tables and retrieving table metadata. | 2 stars · 5 forks | No one-command install · Source | |
| 3201 | 60.372 | myanimelist-mcp-servermcp · back-end | MCP Server for interacting with the MyAnimeList API, allowing LLM clients to access and interact with anime, manga and more. | 2 stars · 5 forks | No one-command install · Source | |
| 3201 | 60.372 | connectwise-mcp-servermcp · back-end | Integrates with ConnectWise Manage API to enable ticket, company, and contact management operations. Supports filtering, pagination, and CRUD actions. | 2 stars · 5 forks | No one-command install · Source | |
| 3211 | 60.292 | labbymcp · back-end | Labby is a Rust-based MCP gateway that connects and aggregates multiple upstream MCP servers, with authentication, Code Mode (JavaScript snippets)… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | stock-scanner-mcpmcp · back-end | A modular MCP server providing 64 tools across 13 modules for real-time stock and crypto market data, including scanning, technical analysis, options… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | ctfd-mcp-servermcp · back-end | A lightweight MCP server for interacting with CTFd instances, enabling AI tools to authenticate, retrieve challenges, and submit flags. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | safie-api-mcp-servermcp · back-end | Enables to retrieve device information, images, media, location, thumbnails, and events from the Safie API through MCP. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | ppt-generatormcp · back-end | An MCP server that auto-generates presentations from a topic using AI, supporting slide editing, visual QA, and export to HTML/PPTX. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | dsers-mcp-servermcp · back-end | Official DSers MCP Server enabling AI-powered dropshipping automation, including product search, import, optimization, and supplier replacement. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | studiogo-notebooklmmcp · back-end | Fork of the NotebookLM MCP server with 12 additional tools, automatic cookie refresh, and compatibility fixes for notebooklm-py 0.3.4+. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | aikstockdatamcp · back-end | MCP server for Korean stock market data (KOSPI/KOSDAQ) and DART disclosures, providing tools to get today's market summary, search stocks, retrieve… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | urldna-mcpmcp · back-end | MCP server for automated URL scanning and forensic phishing triage. Captures full DOM snapshots, network requests, and visual screenshots to identify… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | solidworks-api-mcp-servermcp · back-end | Enables search and lookup of SolidWorks API documentation, including methods, interfaces, enums, and examples, via natural language queries. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | mcp-server-for-power-bimcp · back-end | Enables exploring Microsoft Fabric / Power BI workspaces and semantic models, and executing ad-hoc DAX queries. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | cursor-discord-channelsmcp · back-end | Bridges Discord channels to Cursor's headless agent, enabling always-on Discord MCP interactions on a server. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | ajhcs-healthcare-datamcp · back-end | 13 MCP servers with 69 tools for US public healthcare analytics covering CMS, Census, BLS, and HRSA data. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | hebcal-mcpmcp · back-end | MCP server for Hebcal, enabling users to generate Jewish holiday lists, convert Hebrew dates, look up Shabbat candle lighting times, Torah readings… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | lodordev-mcp-tautullimcp · back-end | Tautulli (Plex media server monitoring) with 11 read-only tools for activity, history, library stats, user stats, transcode analysis, and resolution… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | io-github-raheb77-saudi-open-data-mcpmcp · back-end | A governed MCP server for Saudi open data sources (SAMA, stats.gov.sa, Ministry of Finance, data.gov.sa), providing typed contracts, registry-backed… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | paperboymcp · back-end | An MCP server that delivers research papers to your e-reader, using Zotero as the source of truth. Allows searching, queuing, and sending papers to… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | jobverifymcp · back-end | Detect fake recruiter & job-offer scams with free OSINT — an MCP server for Claude. No API keys. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | voodoofox-unrealmcp · back-end | Controls Unreal Engine from AI assistants via a Python FastMCP server and C++ Unreal plugin with 100+ tools across 11 categories. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | kion-mcp-servermcp · back-end | Enables interaction with the Kion platform for cloud cost management, governance, and compliance through natural language. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | local-wp-mcpmcp · back-end | MCP server providing WP-CLI, MySQL, and filesystem access for Local by Flywheel WordPress sites, enabling direct management without HTTP endpoints. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | sisense-mcp-servermcp · back-end | Enables LLMs to interact with Sisense data models and create charts programmatically via natural language, supporting tools for data sources, fields… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | gh-yuunnn-w-rust-toolsmcp · back-end | High-performance MCP server with WebUI, 18 built-in tools, and security controls. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | mydy-lmsmcp · back-end | An MCP server for interacting with the MyDy (Moodle-based) LMS, enabling attendance viewing, course browsing, assignment and grade checking… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | mihailo2501-pottermcp · back-end | MCP server providing B2B GTM research tools for LinkedIn data, web scraping, and decision-maker discovery. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | cyclimse-scaleway-functionsmcp · back-endalso listed as mcp-scaleway-functions | Integrates with Scaleway's serverless Functions platform to create, deploy, update, and manage serverless functions directly from code directories… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | salla-mcp-servermcp · back-end | Bridges AI assistants to Salla e-commerce stores for natural language operations on products, orders, and analytics. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | civil3d-mcp-servermcp · back-end | Connects Claude to a running Autodesk Civil 3D instance via COM automation to perform drawing, surface, alignment, COGO point, line, and corridor… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | cristianoaredes-mobile-devmcp · back-end | Native mobile development server providing 36 tools across Android, iOS, and Flutter platforms with automated SDK setup, intelligent super-tools that… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | didierrlopes-openbb-widgetsmcp · back-end | Provides comprehensive access to OpenBB's widget development documentation and boilerplate code for building financial dashboard widgets with FastAPI… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | wass-mcpmcp · back-end | MCP server for web application security scanning with Nikto, Nuclei, Wapiti, and shcheck integration. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | tableau-local-mcp-servermcp · back-end | Enables AI assistants to programmatically read, modify, and query Tableau workbook files (.twb and .twbx) on the local filesystem via 80 tools. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | mcp-reconmcp · back-end | A comprehensive MCP server for web security reconnaissance, providing tools for passive and active information gathering, DNS analysis, network… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | kwrds-aimcp · back-end | Integrates with kwrds.ai's keyword research API to provide search volume analysis, competition data, SERP insights, LSI keyword generation, and… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | android-reverse-engineering-mcp-servermcp · back-end | A Python MCP server that decompiles Android APK/XAPK/JAR/AAR files and extracts HTTP APIs used by the app. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | mypracticaltools-reddit-apifymcp · back-end | Search Reddit and find leads by delegating scraping to Apify cloud actors. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | claude-critical-rules-mcp-servermcp · back-end | Enforces 21 critical rules derived from 96+ documented failure patterns to prevent common AI assistant mistakes. Provides automatic compliance… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | shiranuimcp · back-end | MCP server for retrieving clinical standard content from the CDISC Library, supporting controlled terminology, ADaM, SDTM, CDASH, SEND metadata, and… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | polar-mcp-servermcp · back-end | Model Context Protocol (MCP) server for Polar Lightning that enables AI assistants to manage Bitcoin Lightning Network test environments, including… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | pty-debug-mcp-servermcp · back-end | Enables spawning, interacting with, and capturing screen output from terminal-based programs for debugging PTY/TTY/TUI applications. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | playwright-wizard-mcp-servermcp · back-end | Guides users through creating professional Playwright test suites with a step-by-step wizard workflow, including analysis, planning, setup, and… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | liturgical-calendar-mcp-servermcp · back-end | Provides access to Roman Catholic Liturgical Calendar data, enabling retrieval of liturgical calendars for any year, nation, or diocese via MCP tools. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | atest-mcp-servermcp · back-endalso listed as linuxsuren-atest | MCP server for atest (api-testing), enabling natural language interaction with API testing workflows. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | scholarscope-openalexmcp · back-end | Integrates with OpenAlex API to search academic papers, discover authors and affiliations, analyze citation networks, and retrieve full-text content… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | prtc-nasa-adsmcp · back-end | MCP server for NASA Astrophysics Data System | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | renewator-wygiwyhmcp · back-end | Converts WYGIWYH expense tracking API endpoints into MCP tools with automatic OpenAPI schema validation, enabling direct expense management, financial… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | nvidia-usdcodemcp · back-end | Integrates with NVIDIA's USDCode Llama 3.1 70B model to provide specialized assistance for Isaac Sim scripting, USD workflows, and Python API… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | perplexica-mcp-servermcp · back-end | An MCP server that provides AI-powered search capabilities including web, academic, YouTube, Reddit search and writing assistance via Perplexica. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | telegram-channel-mcp-servermcp · back-end | Enables sending messages to Telegram channels via MCP protocol, integrating with AI assistants for automated messaging. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | brewmytech-grokmcp · back-end | Provides access to Grok API for chat completions, text completions, embeddings, and model operations with robust request validation and error… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | rohitsingh-iitd-zillowmcp · back-end | Integrates with Zillow's real estate API to provide property searches, detailed information, Zestimates, market trends analysis, and mortgage… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | vlad-ds-street-viewmcp · back-end | Provides a bridge to Google Street View API for fetching and displaying street imagery by address, coordinates, or panorama ID with customizable… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | nmap-mcp-servermcp · back-end | An MCP server that provides Nmap scanning tools such as ping, port scans, service discovery, and SMB share enumeration, running inside a Docker… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | happyan-latex-mathmlmcp · back-end | Converts LaTeX mathematical expressions to MathML using MathJax-node, enabling seamless mathematical notation translation for scientific and technical… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | mauricio-cantu-brasil-apimcp · back-end | Retrieve Brazilian address data via the Brasil API. | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | lowprofix-n8n-workflow-validatormcp · back-end | Provides a validation and best practices framework for n8n workflows, enabling workflow validation, API integration, and workflow management through… | 7 stars · 2 forks | No one-command install · Source | |
| 3211 | 60.292 | mcp-xmcp · back-end | Enables posting tweets to X (Twitter) via the X API v2, using Claude. | 7 stars · 2 forks | No one-command install · Source | |
| 3270 | 60.088 | buchhaltungsbutler-mcpmcp · back-end | Enables AI assistants to manage BuchhaltungsButler bookkeeping through all 48 API endpoints, with safety-categorized tools for read, write, and… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | freetaxusa-mcp-servermcp · back-end | Enables AI agents to file taxes through FreeTaxUSA by automating a browser, allowing form filling, navigation, and refund checks via natural language. | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | moysklad-mcp-servermcp · back-end | MCP server for MoySklad (МойСклад) warehouse and CRM management API. 21 tools covering the full order lifecycle: products, stock, counterparties… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | form-io-mcp-servermcp · back-end | Enables AI agents to manage forms, roles, actions, and projects on a Form.io Enterprise Server via MCP tools, turning it into a composable backend for… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | jordanburke-joplinmcp · back-end | Integrates with Joplin's REST API to enable complete note and notebook management including search, read, create, edit, and delete operations with… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | fedlex-connectormcp · back-end | Search Swiss federal legislation: laws, articles, and amendments via the Fedlex SPARQL endpoint. | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | liquidiction-hyperliquidmcp · back-end | MCP server for Hyperliquid HIP-4 prediction market data with 10 tools requiring no API keys. | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | io-github-antonio-mello-ai-mcp-pfsensemcp · back-end | Enables AI assistants to manage pfSense firewalls using 17 tools for system status, firewall rules, DHCP, DNS, monitoring, and service management via… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | odooclaw-mcpmcp · back-end | MCP server for Odoo 18 that provides 85 tools for CRUD operations, business actions, and migration workflows, enabling natural language interaction… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | mcp-komodomcp · back-endalso listed as samik081-komodo | MCP server for the Komodo DevOps platform that enables managing servers, stacks, deployments, builds, and more through natural language. | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | fcp-mcpmcp · back-end | The most capable MCP server for Final Cut Pro — 88 tools covering FCPXML editing, live FCP control, parametric puppets, and media analysis. | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | guesty-mcp-servermcp · back-end | MCP server for Guesty property management. Manage reservations, guests, messaging, financials, listings, and operations via AI clients. | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | replicate-mcp-servermcp · back-end | Enables AI image generation and editing using Replicate's official models like Flux, SDXL, and Seedream, with tools to search models and generate… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | comptox-mcp-servermcp · back-end | Exposes EPA Computational Toxicology (CompTox) evidence federation through MCP, enabling chemical identity, hazard, exposure, and bioactivity data… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | osm-geojson-mcp-servermcp · back-end | Enables querying OpenStreetMap data (buildings, roads, amenities, etc.) via Overpass API and converts them to GeoJSON format for GIS analysis and… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | samber-go-playgroundmcp · back-end | Enables remote execution of Go code using the official Go Playground API with tools for running code with optional vet checking, sharing snippets via… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | muhammed-abdelghany-rest-apimcp · back-end | Interact with REST APIs with automatic authentication, token caching, and OpenAPI endpoint discovery. | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | essential-view-builder-mcpmcp · back-end | Provides tools and resources for building Essential Viewer XSL views using validated v2.0 patterns, including scaffold generation, API guidance, and… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | lionkiii-google-searchconsole-mcpmcp · back-end | Google Search Console MCP server with 13 SEO tools — search analytics, URL inspection, sitemap management, keyword opportunities, brand analysis, and… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | google-ads-transparency-mcpmcp · back-end | An MCP server that lets AI assistants look up any advertiser's Google ads. Search by domain or company name, retrieve ad creatives, and decode text ad… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | rrmistry-tilt-mcpmcp · back-end | A Model Context Protocol server that integrates with Tilt to provide programmatic access to Tilt resources, logs, and management operations for… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | leanware-clickupmcp · back-end | Integrates with ClickUp API to enable task management within workspaces, providing tools for authentication, task retrieval, and creation with… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | anchain-data-mcpmcp · back-end | Enables AI assistants to access AnChain.AI blockchain intelligence APIs for risk assessment, sanctions screening, and transaction analysis on… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | social-analytics-mcp-servermcp · back-end | Enables Instagram and Facebook analytics via the Meta Graph API, offering account insights, media analytics, and post engagement data. | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | luma-events-mcpmcp · back-end | An MCP server for the Luma Events API that enables creating, updating, and managing events and guests. | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | deepwriter-ai-deepwritermcp · back-end | Integrates with DeepWriter API to enable managing writing projects through six core tools for listing, creating, updating, deleting, retrieving… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | network-mcp-labmcp · back-end | MCP server for executing show commands and managing Cisco IOS-XE network devices via async SSH using Scrapli. | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | mercurialsolo-counselmcp · back-end | Connects to the Counsel API for strategic reasoning and multi-perspective analysis through debates, question enhancement, and interactive advisor… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | google-jules-mcp-servermcp · back-end | Enables interaction with Google Jules API to automate software development tasks, such as managing sources, sessions, and activities for AI-powered… | 6 stars · 3 forks | No one-command install · Source | |
| 3270 | 60.088 | wllcnm-dingding0646mcp · back-end | Provides integration with the DingTalk API, enabling easy deployment and scaling of services like chatbots and data processing pipelines. | 6 stars · 3 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.