Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1801 | 49.118 | portertech-lm-studiomcp · other | Provides remote control over LM Studio model management including loading models with configurable parameters, unloading instances, and retrieving… | 4 stars · 1 fork | No one-command install · Source | |
| 1802 | 49.118 | synthlab-mcpmcp · other | Enables AI-powered music composition and synthesis by generating Pure Data patches, VCV Rack modules, and MIDI controller mappings through natural… | 4 stars · 1 fork | No one-command install · Source | |
| 1803 | 49.118 | ti4-mcpmcp · other | Provides Twilight Imperium 4 game data, rules lookup, faction strategy guides, and setup assistance via the Model Context Protocol. | 4 stars · 1 fork | No one-command install · Source | |
| 1804 | 49.118 | plagness-bcs-brokermcp · other | Integrates with BCS Broker to provide real-time market data streaming, portfolio management, algorithmic trading with 20+ technical indicators, risk… | 4 stars · 1 fork | No one-command install · Source | |
| 1805 | 49.118 | devanshkaria88-depshieldmcp · other | Security checkpoint that intercepts package installations to block vulnerable dependencies. | 4 stars · 1 fork | No one-command install · Source | |
| 1806 | 49.118 | gpartin-waveguardclientmcp · other | Physics-based anomaly detection via MCP. Uses Klein-Gordon wave equations on GPU to detect anomalies with high precision (avg 0.90). 9 tools: scan… | 4 stars · 1 fork | No one-command install · Source | |
| 1807 | 49.118 | sigmamcp · other | pySigma-powered Sigma security detection rule validation. | 4 stars · 1 fork | No one-command install · Source | |
| 1808 | 49.118 | okysu-visionmcp · other | Add image and video understanding to AI workflows with 8 tools for UI-to-code conversion, text extraction, and diagram analysis. | 4 stars · 1 fork | No one-command install · Source | |
| 1809 | 49.118 | semihkayan-codeweavemcp · other | Token-efficient code context provider that retrieves targeted snippets instead of full file dumps. | 4 stars · 1 fork | No one-command install · Source | |
| 1810 | 49.118 | smartdb-mcpmcp · other | 智能数据库查询 MCP 服务，支持在 AI 编程工具中用自然语言查询数据库。 | 4 stars · 1 fork | No one-command install · Source | |
| 1811 | 49.118 | moshe-ship-waslmcp · other | Arabic-language Islamic tools, linguistic utilities, and financial calculators for AI assistants. | 4 stars · 1 fork | No one-command install · Source | |
| 1812 | 49.118 | sajmustafake-frappe-devmcp · other | Development toolkit for Frappe/ERPNext with DocType generation, bench commands, and app management | 4 stars · 1 fork | No one-command install · Source | |
| 1813 | 49.118 | zw-awa-ssh-sessionmcp · other | Persistent SSH PTY session manager for shared human-AI terminal collaboration. | 4 stars · 1 fork | No one-command install · Source | |
| 1814 | 49.118 | abossard-ledfxmcp · other | Bridges natural language commands to LedFX LED lighting systems with intelligent scene parsing, color libraries, and comprehensive device management… | 4 stars · 1 fork | No one-command install · Source | |
| 1815 | 49.118 | jlceda-codex-mcp-bridgemcp · other | Bridges JLCPCB/Lichuang EDA Pro with MCP clients to export and analyze schematic/PCB DRC, netlists, and BOMs, enabling automated diagnostics and data… | 4 stars · 1 fork | No one-command install · Source | |
| 1816 | 49.118 | gc-mcpmcp · other | Enables AI assistants to access and query Garmin Connect health and fitness data, including sleep, HRV, training load, and activities, with an… | 4 stars · 1 fork | No one-command install · Source | |
| 1817 | 49.118 | gh-blightbow-parkourmcp · other | Content exploration toolkit for surfacing high-signal, unsummarized web content. | 4 stars · 1 fork | No one-command install · Source | |
| 1818 | 49.118 | facundolucci-plsreadmemcp · other | Share markdown files and text as clean, readable web links via `plsreadme_share_file` and `plsreadme_share_text`; zero setup (`npx -y plsreadme-mcp`… | 4 stars · 1 fork | No one-command install · Source | |
| 1819 | 49.118 | loomemmcp · other | { "mcpServers": { "loomem": { "command": "loomem-cli", "args": ["mcp-stdio", "--url", "http://127.0.0.1:3030"] } } } | 4 stars · 1 fork | No one-command install · Source | |
| 1820 | 49.118 | nsforge-mcpmcp · other | Enables creation of new mathematical formulas through symbolic derivation, verification, and step-by-step control, leveraging SymPy for computation… | 4 stars · 1 fork | No one-command install · Source | |
| 1821 | 49.118 | jldb-xyz-odoo-assistantmcp · other | Integrates with Odoo ERP systems via XML-RPC to provide model discovery, CRUD operations, workflow automation, and reusable procedure storage. | 4 stars · 1 fork | No one-command install · Source | |
| 1822 | 49.118 | bzsanti-oxidize-pdfmcp · other | Generate, parse, split, merge, and manipulate PDF documents with native Rust performance. | 4 stars · 1 fork | No one-command install · Source | |
| 1823 | 49.118 | mrsimpson-quiet-shellmcp · other | Executes shell commands with intelligent output filtering that reduces context consumption by extracting only errors and important information using… | 4 stars · 1 fork | No one-command install · Source | |
| 1824 | 49.118 | victron-tcpmcp · other | Connect AI assistants to Victron Energy systems to read real-time solar, battery, grid, and inverter data from your local network via Modbus TCP or… | 4 stars · 1 fork | No one-command install · Source | |
| 1825 | 49.118 | anaconda-mcpmcp · other | Exposes conda environment management tools to MCP-enabled AI coding assistants, enabling them to create, modify, and delete environments and packages… | 4 stars · 1 fork | No one-command install · Source | |
| 1826 | 49.325 | cnick26-timemapmcp · other | Chinese metaphysics calculator providing BaZi, Tong Shu, and Feng Shui tools for AI assistants. | 6 stars | No commit datelisted | No one-command install · Source |
| 1827 | 49.325 | cheezcake-aidderallmcp · other | Provides hierarchical task management with living document approach where completed tasks remain visible, enabling non-linear workflow navigation… | 6 stars | No commit datelisted | No one-command install · Source |
| 1828 | 49.325 | financemcp-alphamcp · other | Calculates WorldQuant 101 Alpha factors using real-time Chinese stock market data from Tushare. | 6 stars | No one-command install · Source | |
| 1829 | 49.325 | tuhalang-ruby-consolemcp · other | Persistent Ruby console interaction with session state preservation, supporting Rails console, IRB, and Racksh environments for querying models… | 6 stars | No one-command install · Source | |
| 1830 | 49.325 | ruby-console-mcpmcp · other | Enables AI assistants to execute Ruby console commands (Rails console, IRB, etc.) with persistent session support for interacting with Ruby/Rails… | 6 stars | No one-command install · Source | |
| 1831 | 49.325 | mohdhaji87-nmapmcp · other | Exposes Nmap network scanning capabilities through 11 specialized tools for network discovery, service detection, OS fingerprinting, vulnerability… | 6 stars | No one-command install · Source | |
| 1832 | 49.325 | zettelkastenmcp · other | Implements Niklas Luhmann's Zettelkasten methodology with atomic note-taking, semantic linking types, and bidirectional connections for building… | 6 stars | No one-command install · Source | |
| 1833 | 49.325 | sutharmeet-cff-explorermcp · other | Bridges CFF Explorer's PE analysis engine for natural language-driven binary inspection, import/export analysis, resource extraction, and binary… | 6 stars | No one-command install · Source | |
| 1834 | 49.325 | aj-geddes-toon-contextmcp · other | Converts verbose JSON structures to compact TOON format, achieving 40-60% token reduction while maintaining complete data integrity through… | 6 stars | No one-command install · Source | |
| 1835 | 49.325 | mcp-service-publicmcp · other | French public services data: tax, property, admin, education, healthcare, security, risks, and legal texts. | 6 stars | No one-command install · Source | |
| 1836 | 49.325 | mrorigo-hashfilemcp · other | Hash-anchored file editing with content verification and access control. | 6 stars | No one-command install · Source | |
| 1837 | 49.325 | jnormore-unitaskmcp · other | Safe code execution in ephemeral unikernels with declarative security policies. | 6 stars | No one-command install · Source | |
| 1838 | 49.325 | jmerelnyc-proxmoxmcp · other | Manages Proxmox VE virtual machines through MCP, supporting VM listing, power operations, snapshot management, and cloning. | 6 stars | No one-command install · Source | |
| 1839 | 49.325 | orazionelson-existdbmcp · other | Integrates with eXist-db for offline XQuery documentation lookup, live query execution, and XML collection management. | 6 stars | No one-command install · Source | |
| 1840 | 49.325 | pengc0066-star-slurmmcp · other | Connects AI assistants to Slurm HPC clusters via SSH for job listing, submission, status checks, and error diagnostics. | 6 stars | No one-command install · Source | |
| 1841 | 49.325 | eugenevl-1c-copilotmcp · other | Connects to the 1C:Enterprise Russian business platform for AI-assisted automation and data access. | 6 stars | No one-command install · Source | |
| 1842 | 49.325 | parlaymcp · other | Aggregates prediction market data from Polymarket, Kalshi, Limitless, and Manifold. | 6 stars | No one-command install · Source | |
| 1843 | 49.325 | smu-rainflow-ctp-futures-tradingmcp · other | Integrates with Chinese futures markets through vnpy trading framework and CTP gateway to provide real-time market data, account management, order… | 6 stars | No one-command install · Source | |
| 1844 | 49.325 | cat-hotel-mcpmcp · other | A text-based cat hotel management game for AI, where you act as a temporary manager to care for cat customers through MCP tools. | 6 stars | No one-command install · Source | |
| 1845 | 49.325 | behringer-wing-mcpmcp · other | Enables controlling Behringer WING digital mixers via OSC, supporting fader, mute, pan, and name operations on strips, with raw OSC access for… | 6 stars | No one-command install · Source | |
| 1846 | 49.325 | swiss-transport-mcpmcp · other | Enables AI assistants to access Swiss public transport data including journey planning, real-time departures, disruptions, occupancy forecasts, ticket… | 6 stars | No one-command install · Source | |
| 1847 | 49.325 | nexustrade-financial-mcpmcp · other | Quantitative research, backtesting, creator-marketplace subscriptions, editable strategy forks, continuous copy trading, and controlled brokerage… | 6 stars | No one-command install · Source | |
| 1848 | 49.325 | gh-sidneybissoli-bcb-brmcp · other | Brazilian Central Bank time series data — economic indicators, exchange rates, and financial data. | 6 stars | No one-command install · Source | |
| 1849 | 50.158 | sg-weather-data-mcpmcp · other | sg-weather-data-mcp | 2,071 installs | No commit datelisted | No one-command install · Source |
| 1850 | 50.793 | sg-company-lookup-mcpmcp · other | sg-company-lookup-mcp | 2,235 installs | No commit datelisted | No one-command install · Source |
| 1851 | 50.895 | highlight-ing-youtube-transcriptmcp · other | Extracts transcripts from YouTube videos using various URL formats, enabling automated content analysis and summarization. | 2 stars · 3 forks | No one-command install · Source | |
| 1852 | 50.895 | theapemachine-azure-devops-bridgemcp · other | Integrates with Azure DevOps to manage work items, wikis, and project tasks, enabling AI-driven project management and cross-service automation. | 2 stars · 3 forks | No one-command install · Source | |
| 1853 | 50.895 | charlesmuchene-android-pref-editormcp · other | Integrates with Android devices through ADB connectivity to read, modify, add, and delete SharedPreferences and DataStore preference files for… | 2 stars · 3 forks | No one-command install · Source | |
| 1854 | 50.895 | microsoft-sentinelmcp · other | Query and analyze security data, incidents, and threat intelligence from Microsoft Sentinel's data lake using natural language. | 2 stars · 3 forks | No one-command install · Source | |
| 1855 | 50.895 | aureuserpmcp · other | Exposes ERP business intelligence tools and developer introspection capabilities for the AureusERP Laravel platform. | 2 stars · 3 forks | No one-command install · Source | |
| 1856 | 50.895 | spotmcp · other | Gasless non-custodial DeFi orders including limit, TWAP, stop-loss, and take-profit on EVM chains. | 2 stars · 3 forks | No one-command install · Source | |
| 1857 | 50.895 | bibliomantic-oraclemcp · other | Integrates traditional I Ching divination with cryptographically secure three-coin method simulation, providing authentic hexagram generation… | 2 stars · 3 forks | No one-command install · Source | |
| 1858 | 51.401 | olibuijr-iceland-newsmcp · other | Aggregates RSS feeds from six major Icelandic news outlets including RÚV and Morgunblaðið with support for Icelandic, English, and Polish language… | 7 stars | No commit datelisted | No one-command install · Source |
| 1859 | 51.401 | kevinwatt-shellmcp · other | Provides a shell command execution interface for secure and controlled access to local system operations, enabling automation tasks and system… | 7 stars | No commit datelisted | No one-command install · Source |
| 1860 | 51.401 | neosun100-sharpmcp · other | Converts single 2D images into interactive 3D Gaussian Splats using Apple's SHARP monocular view synthesis model. | 7 stars | No one-command install · Source | |
| 1861 | 51.401 | paralov-roblox-studiomcp · other | Bridges Roblox Studio with external tools through HTTP polling architecture, enabling automated workspace manipulation, instance creation, script… | 7 stars | No one-command install · Source | |
| 1862 | 51.401 | 1pitaph-sketchupmcp · other | Ruby plugin for SketchUp 3D modeling with geometry creation, entity transformation, material assignment, and model introspection via TCP bridge. | 7 stars | No one-command install · Source | |
| 1863 | 51.401 | apexfdn-copilot-mcpmcp · other | Provides Web3 founders with tools for project scoring, portfolio matching, fund matching, hackathon discovery, jurisdiction analysis, Twitter audit… | 7 stars | No one-command install · Source | |
| 1864 | 51.401 | rwestergren-rachiomcp · other | Control Rachio smart sprinkler controllers with 23 tools for schedules and live watering. | 7 stars | No one-command install · Source | |
| 1865 | 51.401 | cadpilotmcp · other | AI pilots FreeCAD. Provides full control of FreeCAD for parametric modeling, assembly, geometry sensing, and more via MCP tool calls. | 7 stars | No one-command install · Source | |
| 1866 | 51.401 | sneekmcp · other | macOS GUI and CLI tool that converts CLI commands into persistent MCP tools with SSH tunnel support and Keychain-based secret management. | 7 stars | No one-command install · Source | |
| 1867 | 51.401 | altmetricmcp · other | Track research attention across news, policy documents, social media, and online platforms | 7 stars | No one-command install · Source | |
| 1868 | 51.401 | leap-labs-discovery-enginemcp · other | Hypothesis-free pattern discovery in tabular data with statistical validation. | 7 stars | No one-command install · Source | |
| 1869 | 51.401 | lumify-sports-intelligencemcp · other | Schedules, scores, odds, splits & explainable AI bet confidence — 8+ sports, free instant key. | 7 stars | No one-command install · Source | |
| 1870 | 51.972 | ocean-schedulesmcp · other | Ocean freight sailing schedules & carrier on-time reliability. Compare carriers on any lane before you book: 72,000+ forward sailings, 5,000+… | 3,149 installs | No commit datelisted | No one-command install · Source |
| 1871 | 52.135 | odgrim-datetimemcp · other | Provides datetime tools for retrieving current time in various timezones, listing available timezones, and accessing datetime resources through URIs… | 4 stars · 2 forks | No one-command install · Source | |
| 1872 | 52.135 | kinshukk-book-fetchmcp · other | Retrieves and processes published books from Library Genesis, delivering text content in manageable chunks with proper metadata for in-depth analysis… | 4 stars · 2 forks | No one-command install · Source | |
| 1873 | 52.135 | tywenk-solanamcp · other | Integrates Solana blockchain with natural language commands to enable querying balances, handling transactions, and retrieving blockchain data. | 4 stars · 2 forks | No one-command install · Source | |
| 1874 | 52.135 | bigsy-clj-kondomcp · other | Provides Clojure, ClojureScript, and EDN linting capabilities using the clj-kondo static analyzer to identify code quality issues including unused… | 4 stars · 2 forks | No one-command install · Source | |
| 1875 | 52.135 | 0xdwong-suimcp · other | Integrates with the Sui blockchain network to enable test token requests, wallet management, and smart contract interactions using the official Sui… | 4 stars · 2 forks | No one-command install · Source | |
| 1876 | 52.135 | webreactiva-devs-character-countermcp · other | Analyzes text by counting total characters, characters without spaces, letters, numbers, and symbols for lightweight text composition statistics. | 4 stars · 2 forks | No one-command install · Source | |
| 1877 | 52.135 | pdf-processormcp · other | Extracts text content and mathematical equations from PDF documents using PyMuPDF for text processing and pix2tex for LaTeX OCR, enabling analysis of… | 4 stars · 2 forks | No one-command install · Source | |
| 1878 | 52.135 | hkopenai-hk-transportationmcp · other | Provides access to Hong Kong Immigration Department daily passenger traffic statistics since 2021, breaking down visitor flows by type and control… | 4 stars · 2 forks | No one-command install · Source | |
| 1879 | 52.135 | ah-wq-vision-relaymcp · other | Bridges Google Gemini and Alibaba Qwen vision models through CLI tools to provide image analysis capabilities from local files, URLs, or base64 data… | 4 stars · 2 forks | No one-command install · Source | |
| 1880 | 52.135 | vinsidious-whodismcp · other | Provides domain availability checking through WHOIS lookups, enabling users to verify multiple domain names simultaneously for new projects or bulk… | 4 stars · 2 forks | No one-command install · Source | |
| 1881 | 52.135 | creis-ai-property-valuationmcp · other | Property evaluation and community rating service | 4 stars · 2 forks | No one-command install · Source | |
| 1882 | 52.135 | lio1204-what2watchmcp · other | Real-time TV schedules, streaming availability, and personalized recommendations | 4 stars · 2 forks | No one-command install · Source | |
| 1883 | 52.135 | astrology-mcp-2mcp · other | Calculates astrological natal charts with high precision using Swiss Ephemeris, supporting multiple house systems and location inputs. | 4 stars · 2 forks | No one-command install · Source | |
| 1884 | 52.135 | interactive-choice-mcpmcp · other | Enables AI to present options and launch an interactive web or terminal interface for user selection, then return the results to the AI. | 4 stars · 2 forks | No one-command install · Source | |
| 1885 | 52.135 | 3dcreationsbychad-fusion360-cam-assistantmcp · other | Analyzes Fusion 360 part geometry to suggest optimal machining strategies, toolpath operations, and stock setup with intelligent feature detection… | 4 stars · 2 forks | No one-command install · Source | |
| 1886 | 52.135 | csjoblom-musclesworkedmcp · other | Exercise-to-muscle mapping with 856 exercises, 65 muscles, workout analysis, and alternatives. | 4 stars · 2 forks | No one-command install · Source | |
| 1887 | 52.135 | gh-scottchronicity-ephemerismcp · other | Precision astronomical ephemeris and planetary positions via the Swiss Ephemeris. | 4 stars · 2 forks | No one-command install · Source | |
| 1888 | 52.135 | michaelfeng-factorhubmcp · other | Provides China A-share market data including factor scores, stock quotes, valuations, and strategy backtesting. | 4 stars · 2 forks | No one-command install · Source | |
| 1889 | 52.135 | baseclawmcp · other | Manages Yahoo Fantasy Baseball teams via AI, allowing natural language queries for roster updates, trade analysis, waiver wire, and league insights. | 4 stars · 2 forks | No one-command install · Source | |
| 1890 | 52.135 | markburgess-sstorytimemcp · other | Connects to a local SSTorytime semantic knowledge graph for natural language queries and relationship visualization. | 4 stars · 2 forks | No one-command install · Source | |
| 1891 | 52.135 | yaparaimcp · other | Connects to YaparAI's content creation platform with 30 tools for image, video, and music generation, image editing, and enterprise social media and… | 4 stars · 2 forks | No one-command install · Source | |
| 1892 | 52.135 | agimaulana-huaweiappgallerymcpmcp · other | Huawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts. | 4 stars · 2 forks | No one-command install · Source | |
| 1893 | 52.135 | revolutionarybukhari-psxmcp · other | Provides Pakistan Stock Exchange data including quotes, dividends, announcements, and indices. | 4 stars · 2 forks | No one-command install · Source | |
| 1894 | 52.135 | tigrisdata-tigris-storagemcp · other | Provides S3-compatible object storage capabilities for managing buckets, uploading/downloading objects, and generating signed URLs through Tigris… | 4 stars · 2 forks | No one-command install · Source | |
| 1895 | 52.135 | stfc-goldilocksmcp · other | Predicts optimal k-point grids for Quantum ESPRESSO DFT calculations using machine learning models trained on SSSP1.3 PBEsol pseudopotentials. | 4 stars · 2 forks | No one-command install · Source | |
| 1896 | 52.135 | wesleysalzer-gamecodexmcp · other | Provides 950+ curated game development docs across 29 engines to AI coding assistants via stdio. | 4 stars · 2 forks | No one-command install · Source | |
| 1897 | 52.135 | veradictus-flax-enginemcp · other | Control the Flax game engine editor with 87 tools for scene management, assets, and rendering. | 4 stars · 2 forks | No one-command install · Source | |
| 1898 | 52.135 | eleczmcp · other | Real-time Nordic electricity spot prices and contract recommendations for Finland, Sweden, Norway, and Denmark. | 4 stars · 2 forks | No one-command install · Source | |
| 1899 | 52.135 | juniper-routing-directormcp · other | Provides intelligent access to Juniper's Routing Director for network routing, optimization, and intelligence. | 4 stars · 2 forks | No one-command install · Source | |
| 1900 | 52.135 | websitepublishermcp · other | Build and publish websites through AI conversation. | 4 stars · 2 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.