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 | 73.658 | webconsulting-wsl-filesystemmcp · other | Provides a bridge between Windows and Linux environments by enabling access to WSL filesystem operations, allowing seamless reading, writing, editing… | 14 stars · 6 forks | No one-command install · Source | |
| 1001 | 73.658 | danielpodrazka-text-editormcp · other | Provides a secure Python-based text editing interface with two-step verification and syntax validation for collaborative code file manipulation | 14 stars · 6 forks | No one-command install · Source | |
| 1001 | 73.658 | tadasant-ssh-rails-runnermcp · other | Enables safe remote execution of Rails console commands via SSH for efficient data operations and administrative tasks on production Rails… | 14 stars · 6 forks | No one-command install · Source | |
| 1004 | 73.568 | dichiarinomcp · otheralso listed as gsaccardi-dichiarino | Enables AI assistants to help compile the Italian Modello 730 income tax return by providing IRPEF calculations, deduction tools, and tax rule… | 23 stars · 2 forks | No one-command install · Source | |
| 1004 | 73.568 | cerebrocanibalus-godotmcp · other | Control Godot Engine projects with 42 tools for scene, node, and resource management using native .tscn parsing. | 23 stars · 2 forks | No one-command install · Source | |
| 1007 | 73.387 | paulieb89-uk-property-datamcp · other | Aggregates UK property data from Land Registry, EPC ratings, Rightmove listings, and Companies House records for property research and analysis. | 16 stars · 4 forks | No one-command install · Source | |
| 1007 | 73.387 | demwick-polymarketmcp · other | Trades and analyzes Polymarket prediction markets with 48 tools for trading, portfolio management, smart money tracking, copy-trading, and automated… | 16 stars · 4 forks | No one-command install · Source | |
| 1007 | 73.387 | zip-compressionmcp · other | Enables direct file compression and decompression operations using ZIP format through fastMCP and zip.js utilities for efficient file handling within… | 16 stars · 4 forks | No one-command install · Source | |
| 1007 | 73.387 | gh-eoinjordan-gb-studiomcp · other | Create and modify GB Studio projects with tools for scenes, actors, assets, and validation. | 16 stars · 4 forks | No one-command install · Source | |
| 1011 | 73.383 | provencher-xcodemcpclimcp · other | Command-line client that serializes Xcode build, test, and launch commands through a shared background daemon. | 33 stars · 1 fork | No one-command install · Source | |
| 1012 | 73.197 | pipeworxmcp · other | Live data for AI — one connector to SEC filings, economics, FDA, patents, weather, prediction markets, and more across 750+ official sources, with… | 8,926 installs | No commit datelisted | No one-command install · Source |
| 1013 | 73.182 | gh-marcorusc-biomodellingmcp · other | Integrates biological mechanistic modeling tools MaBoSS, NeKo, and PhysiCell with AI assistants for simulation workflows. | 18 stars · 3 forks | No one-command install · Source | |
| 1013 | 73.182 | tooflex-davinci-resolvemcp · other | Integrates with DaVinci Resolve video editing software to enable direct access to projects, timelines, media pools, and color grading tools without… | 18 stars · 3 forks | No one-command install · Source | |
| 1013 | 73.182 | arielbs-rosetta-mcpmcp · other | Protein structure modeling via Rosetta/PyRosetta and Biotite for computational biology workflows. | 18 stars · 3 forks | No one-command install · Source | |
| 1013 | 73.182 | gh-es617-serial-portmcp · other | Serial port communication with line-oriented I/O, control lines, and device plugins. | 18 stars · 3 forks | No one-command install · Source | |
| 1013 | 73.182 | soukouki-local-wikipediamcp · other | Provides offline Wikipedia access through local dataset downloads from HuggingFace's finewiki collection with multi-language support and configurable… | 18 stars · 3 forks | No one-command install · Source | |
| 1018 | 73.154 | bjan-centaurimcp · other | Elegoo Centauri Carbon 3D printer control via reverse-engineered SDCP v3 WebSocket protocol. | 22 stars · 2 forks | No one-command install · Source | |
| 1018 | 73.154 | jser-infomcp · other | Provides access to JavaScript ecosystem data, trends, and library statistics from JSer.info for developers tracking the JavaScript landscape | 22 stars · 2 forks | No one-command install · Source | |
| 1020 | 73.146 | akira-papa-macos-gui-controlmcp · other | Provides complete macOS system automation through mouse operations, keyboard input, screen capture, window management, and AppleScript execution with… | 5 stars · 9 forks | No one-command install · Source | |
| 1021 | 73.015 | ai-research-assistant-2mcp · other | AI Research Assistant | 6,567 installs | No commit datelisted | No one-command install · Source |
| 1022 | 72.926 | antonio-mello-ai-proxmoxmcp · other | Manage Proxmox VE clusters through AI assistants with VM, container, snapshot, and storage operations. | 14 stars · 5 forks | No one-command install · Source | |
| 1022 | 72.926 | lethain-systems-modelingmcp · other | Enables systems modeling and visualization by running simulations based on specifications and loading documentation to help generate better models… | 14 stars · 5 forks | No one-command install · Source | |
| 1022 | 72.926 | bilibili-mcpmcp · other | A MCP tool to fetch Bilibili hot list videos, supporting configurable top-K results via async HTTP requests. | 14 stars · 5 forks | No one-command install · Source | |
| 1025 | 72.843 | mcp-python-refactoringmcp · other | Analyzes Python code and provides guided refactoring suggestions without automatically modifying code. | 13 stars · 6 forks | No one-command install · Source | |
| 1025 | 72.843 | ftx-mcpmcp · other | Talk to your FactoryTalk Optix project. ftx-mcp connects AI tools to FactoryTalk Optix Studio on your Windows machine, so you can build and change HMI… | 13 stars · 6 forks | No one-command install · Source | |
| 1025 | 72.843 | danvega-spring-iomcp · other | Provides access to Spring I/O 2025 conference session data including talks, workshops, speakers, room assignments, and scheduling details for building… | 13 stars · 6 forks | No one-command install · Source | |
| 1028 | 72.803 | dubnium0-ffmpegmcp · other | Video and audio processing through FFmpeg with tools for conversion, editing, effects, streaming, and advanced media operations. | 21 stars · 2 forks | No one-command install · Source | |
| 1029 | 72.723 | georgejeffers-gemini-promcp · other | Integrates Google's Gemini Pro model for text generation, enabling content creation, translation, and conversational capabilities. | 12 stars · 7 forks | No one-command install · Source | |
| 1029 | 72.723 | skrapeai-skrapemcp · other | Converts HTML pages into clean, structured Markdown for feeding web content into language models, enabling use cases like content analysis and… | 12 stars · 7 forks | No one-command install · Source | |
| 1029 | 72.723 | heetvekariya-linear-regressionmcp · other | Train linear regression models. | 12 stars · 7 forks | No one-command install · Source | |
| 1029 | 72.723 | kukapay-cointelegraph-mcpmcp · other | Providing real-time access to the latest news from Cointelegraph. | 12 stars · 7 forks | No one-command install · Source | |
| 1033 | 72.722 | midhun-edv-magento-coding-standardsmcp · other | Validates Magento 2 code against 83+ coding standard rules, 150+ discouraged functions, and theme-specific conventions for Hyva, Luma, Breeze, and… | 15 stars · 4 forks | No one-command install · Source | |
| 1033 | 72.722 | itsuzef-abletonmcp · other | Integrates with Ableton Live to enable music production control including session management, track creation, MIDI editing, and audio effect… | 15 stars · 4 forks | No one-command install · Source | |
| 1033 | 72.722 | dwrtz-terminal-sessionmcp · other | Provides stateful, TUI-compatible terminal sessions for executing commands and running interactive applications, enabling persistent interaction with… | 15 stars · 4 forks | No one-command install · Source | |
| 1036 | 72.644 | configcatmcp · other | Feature flag and configuration management with CRUD operations, rollouts, A/B tests, and SDK documentation | 17 stars · 3 forks | No one-command install · Source | |
| 1036 | 72.644 | oogunbiyi21-stats-compassmcp · other | 50+ pandas-powered tools for data loading, cleaning, visualization, and ML workflows | 17 stars · 3 forks | No one-command install · Source | |
| 1036 | 72.644 | halflifezyf2680-mpm-codingmcp · other | Reliable long-running coding workflows with checkpoint and recovery support. | 17 stars · 3 forks | No one-command install · Source | |
| 1039 | 72.565 | hslee16-archymcp · other | Architectural quality sensor for Python codebases that detects import cycles, enforces layer rules, and computes dependency health scores. | 7 stars · 8 forks | No one-command install · Source | |
| 1039 | 72.565 | gh-shuotao-navisworksmcp · other | AI-driven automation for Autodesk Navisworks via WebSocket-bridged model inspection and visual management. | 7 stars · 8 forks | No one-command install · Source | |
| 1039 | 72.565 | kukapay-crypto-whitepapers-mcpmcp · other | Serving as a structured knowledge base of crypto whitepapers. | 7 stars · 8 forks | No one-command install · Source | |
| 1039 | 72.565 | odysseus0-shellmcp · other | Enables secure execution of shell commands on host systems for tasks like system diagnostics, file manipulation, and automation. | 7 stars · 8 forks | No one-command install · Source | |
| 1043 | 72.381 | cap-rate-signalsmcp · other | Cap Rate Signals — US Real Estate Investment Intelligence Identifies US real estate markets that are about to reprice upward, before consensus catches… | 6,543 installs | No commit datelisted | No one-command install · Source |
| 1044 | 72.290 | soundblaster-xcode-bridge-wrappermcp · other | Wraps Xcode's MCP bridge to fix compatibility with strict MCP clients like Cursor. | 20 stars · 2 forks | No one-command install · Source | |
| 1044 | 72.290 | dataimpulse-mcp-proxymcp · other | Enables fetching public HTTP(S) pages through DataImpulse residential proxies with country, city, and session targeting, plus an exit IP check tool… | 20 stars · 2 forks | No one-command install · Source | |
| 1046 | 72.112 | samefarrar-ankiconnectmcp · other | Integrates Anki flashcard functionality, enabling natural language interactions for spaced repetition learning within conversations. | 13 stars · 5 forks | No one-command install · Source | |
| 1046 | 72.112 | chietears-popup-dialogmcp · other | Creates native desktop popup dialogs for user interaction with keyboard shortcuts, progress tracking, and multi-language support | 13 stars · 5 forks | No one-command install · Source | |
| 1046 | 72.112 | powerdrillmcp · other | Provides tools to interact with Powerdrill datasets to perform data work. | 13 stars · 5 forks | No one-command install · Source | |
| 1046 | 72.112 | thomasmarches-substrate-blockchainmcp · other | Enables direct interaction with Substrate blockchain networks for querying account balances, accessing storage, submitting transactions, and… | 13 stars · 5 forks | No one-command install · Source | |
| 1046 | 72.112 | lin037-vscode-diagnosticsmcp · other | Connects to VS Code diagnostics via Debug Adapter Protocol to retrieve error messages, warnings, and diagnostic information from active workspaces for… | 13 stars · 5 forks | No one-command install · Source | |
| 1051 | 72.094 | gorosun-unified-diff-mcpmcp · other | Generate and visualize unified diff comparisons with beautiful HTML/PNG output, supporting side-by-side and line-by-line views for filesystem dry-run… | 12 stars · 6 forks | No one-command install · Source | |
| 1052 | 72.060 | distilmcp · other | Reversibly compress a large tool output to a recoverable 8-hex handle over stdio, expand it back to the exact original bytes on demand, and report a… | 16 stars · 3 forks | No one-command install · Source | |
| 1052 | 72.060 | nickol-knx-mcpmcp · other | Reads .knxproj files, analyzes group addresses/DPTs/topology, generates Home Assistant KNX YAML and ETS-importable group-address files (XML/CSV), and… | 16 stars · 3 forks | No one-command install · Source | |
| 1052 | 72.060 | ejentummcp · other | Augmented AI reasoning with 4 harnesses, 679 runtime abilities, and dynamic capability injection. | 16 stars · 3 forks | No one-command install · Source | |
| 1052 | 72.060 | mushroomfleet-deeplucid3dmcp · other | Implements the Unified Cognitive Processing Framework for structured problem analysis, creative exploration, and contextual state management across… | 16 stars · 3 forks | No one-command install · Source | |
| 1052 | 72.060 | proton-drivemcp · other | Provides file system access to Proton Drive through cross-platform path detection and standard file operations, enabling encrypted cloud storage… | 16 stars · 3 forks | No one-command install · Source | |
| 1052 | 72.060 | suiware-mcpmcp · other | Enables AI assistants to interact with Sui Network through tools for balance checks, transfers, swaps, staking, and more. | 16 stars · 3 forks | No one-command install · Source | |
| 1052 | 72.060 | vorotaai-nmapmcp · other | Wraps Nmap for automated security assessments with port scanning, host discovery, service detection, OS fingerprinting, and vulnerability scanning. | 16 stars · 3 forks | No one-command install · Source | |
| 1052 | 72.060 | marswaveai-listenhubmcp · other | Create podcasts and FlowSpeech episodes through natural conversation with multiple generation modes and speaker management | 16 stars · 3 forks | No one-command install · Source | |
| 1060 | 72.056 | edicarloslds-businessmapmcp · other | Integrates with BusinessMap's Kanban platform to enable complete project management operations including card creation, workflow tracking, custom… | 11 stars · 7 forks | No one-command install · Source | |
| 1060 | 72.056 | g0t4-macos-defaultsmcp · other | Enables interaction with macOS system preferences via the 'defaults' command for querying and modifying configurations. | 11 stars · 7 forks | No one-command install · Source | |
| 1062 | 72.046 | liujilong-host-climcp · other | Command-line tool for creating and managing MCP hosts with streamlined setup for developers integrating AI capabilities into applications. | 6 stars · 8 forks | No one-command install · Source | |
| 1063 | 71.892 | mbrummerstedt-powerbi-analystmcp · other | Connects to Power BI semantic models to browse workspaces, run DAX queries, and automatically page large result sets through local CSV files. | 14 stars · 4 forks | No one-command install · Source | |
| 1063 | 71.892 | delphi-compilermcp · other | Integrates with RAD Studio compilers and MSBuild to compile Delphi/Object Pascal projects with automatic project discovery, multi-platform support… | 14 stars · 4 forks | No one-command install · Source | |
| 1063 | 71.892 | focusmcp · other | Interface with Datafocus data tables via natural language. | 14 stars · 4 forks | No one-command install · Source | |
| 1066 | 71.884 | yawlabs-tailscale-mcpmcp · other | Manage your Tailscale tailnet - devices, ACLs, DNS, keys, and more - through natural language queries. | 27 stars · 1 fork | No one-command install · Source | |
| 1067 | 71.864 | wolfe-jam-grok-fafmcp · other | URL-based AI context management using IANA .faf format with 21 tools for project metadata across AI sessions. | 19 stars · 2 forks | No one-command install · Source | |
| 1067 | 71.864 | opencage-geocodingmcp · other | Forward and reverse geocoding with worldwide coverage based on open data | 19 stars · 2 forks | No one-command install · Source | |
| 1067 | 71.864 | stonehill-2345-autogui-multinodemcp · other | Provides remote desktop automation capabilities through PyAutoGUI integration, enabling mouse operations, keyboard input, and screen capture for… | 19 stars · 2 forks | No one-command install · Source | |
| 1067 | 71.864 | brutski-go-code-graphmcp · other | Analyzes Go codebases using AST parsing and Neo4j graph storage to enable natural language queries about code structure, dependencies, architectural… | 19 stars · 2 forks | No one-command install · Source | |
| 1071 | 71.774 | caltrainmcp · other | Provides real-time Caltrain commuter rail information including schedules, station details, and trip planning for the San Francisco Bay Area | 10 stars · 7 forks | No one-command install · Source | |
| 1071 | 71.774 | ksaklfszf921-skolverketmcp · other | Integrates Swedish education data including curricula, school units, and adult education programs | 10 stars · 7 forks | No one-command install · Source | |
| 1071 | 71.774 | tejpalvirk-qualitativeresearchmcp · other | Maintains a structured knowledge graph of qualitative research entities including projects, participants, interviews, codes, themes, and findings… | 10 stars · 7 forks | No one-command install · Source | |
| 1074 | 71.437 | gianlucamazza-python-toolboxmcp · other | Integrates Python development tools for file operations, code analysis, project management, and safe code execution, enabling advanced programming… | 9 stars · 7 forks | No one-command install · Source | |
| 1074 | 71.437 | nano-bananamcp · other | Generates images using Google's Gemini 2.5 Flash model and automatically uploads them to ImgBB, returning publicly accessible URLs for immediate web… | 9 stars · 7 forks | No one-command install · Source | |
| 1074 | 71.437 | tejpalvirk-contextmanagermcp · other | Provides a multi-domain context management system with specialized knowledge graph tools for tracking and analyzing work and learning activities… | 9 stars · 7 forks | No one-command install · Source | |
| 1077 | 71.394 | lxy-hqu-academic-paper-analyzermcp · other | Analyzes academic papers with PDF text extraction, mathematical notation explanation, document structure analysis, content summarization, code… | 15 stars · 3 forks | No one-command install · Source | |
| 1077 | 71.394 | wukan1986-akshare-financial-datamcp · other | Provides direct access to AKShare's financial data capabilities for retrieving and analyzing market data, economic indicators, and financial… | 15 stars · 3 forks | No one-command install · Source | |
| 1077 | 71.394 | boorich-human-loopmcp · other | Facilitates human-in-the-loop processes for AI workflows, enabling seamless integration of human judgment in tasks like content moderation, complex… | 15 stars · 3 forks | No one-command install · Source | |
| 1080 | 71.379 | adrian-harvestmcp · other | Integrates with Harvest's time tracking and project management features, enabling natural language interactions for managing projects, tracking time… | 5 stars · 8 forks | No one-command install · Source | |
| 1081 | 71.363 | dutch-law-mcpmcp · other | Enables querying over 3,200 Dutch statutes (AVG, Wetboek van Strafrecht, Burgerlijk Wetboek, etc.) with verbatim, citation-grounded text from official… | 12 stars · 5 forks | No one-command install · Source | |
| 1081 | 71.363 | nodenestor-ue5-ultimatemcp · other | Comprehensive Unreal Engine 5 editor control with 158 tools spanning Blueprints, Materials, Sequencer, Behavior Trees, Navigation, Niagara, UI, and… | 12 stars · 5 forks | No one-command install · Source | |
| 1081 | 71.363 | xt765-document-convertermcp · other | Transforms documents between multiple formats including Markdown, HTML, DOCX, PDF, and plain text using a modular conversion engine with intermediate… | 12 stars · 5 forks | No one-command install · Source | |
| 1081 | 71.363 | huang-sh-scanpymcp · other | Provides natural language access to single-cell RNA sequencing analysis through Scanpy, enabling bioinformatics workflows like clustering… | 12 stars · 5 forks | No one-command install · Source | |
| 1085 | 71.333 | omar-a-hassan-medscimcp · other | Biomedical research platform with drug discovery, protein analysis, omics pipelines, medical imaging, and literature synthesis powered by MedGemma and… | 18 stars · 2 forks | No one-command install · Source | |
| 1085 | 71.333 | lexrus-xcstringsmcp · other | Provides translation management for Xcode's Localizable.xcstrings files with CRUD operations, plural variations, comment management, key renaming, and… | 18 stars · 2 forks | No one-command install · Source | |
| 1087 | 71.294 | ifcx-mcpmcp · other | Enables AI assistants to create, edit, and export IFC5/IFCX building information models through natural language, handling spatial structure… | 25 stars · 1 fork | No one-command install · Source | |
| 1087 | 71.294 | repythonnet-mcpmcp · other | Enables static analysis and patching of .NET binaries through decompilation, IL analysis, renaming, and IL patching over the Model Context Protocol. | 25 stars · 1 fork | No one-command install · Source | |
| 1089 | 71.115 | greatsumini-sharp-image-processingmcp · other | Provides session-based image processing with Sharp for high-performance manipulation including dimension extraction, color sampling, region cropping… | 11 stars · 6 forks | No one-command install · Source | |
| 1089 | 71.115 | cloris-cryptomcp · other | Provides encryption, decryption, and hashing functionalities using the crypto-js library for secure data handling and integrity verification in… | 11 stars · 6 forks | No one-command install · Source | |
| 1089 | 71.115 | video-extractionmcp · other | Extracts text from videos and audio files across platforms like YouTube, Bilibili, TikTok, Instagram, Twitter/X, Facebook, and Vimeo using Whisper… | 11 stars · 6 forks | No one-command install · Source | |
| 1092 | 71.077 | paulieb89-uk-legalmcp · other | UK legal research covering case law, legislation, Hansard, bills, parliamentary votes, and HMRC guidance. | 13 stars · 4 forks | No one-command install · Source | |
| 1092 | 71.077 | tarkiin-sketchupmcp · other | Control SketchUp for AI-driven 3D modeling with 21 tools via an HTTP bridge to a SketchUp Ruby plugin. | 13 stars · 4 forks | No one-command install · Source | |
| 1092 | 71.077 | htmldropmcp · other | Publish HTML or markdown artifacts (reports, dashboards, demos) as instant shareable links with TTL expiry, social preview cards, and optional… | 13 stars · 4 forks | No one-command install · Source | |
| 1092 | 71.077 | agrathwohl-carla-audio-plugin-hostmcp · other | Integrates with Carla audio plugin host to provide complete session management, plugin loading/control, audio routing, parameter automation, real-time… | 13 stars · 4 forks | No one-command install · Source | |
| 1092 | 71.077 | surfer77-vibecoinsmcp · other | Enables token creation on Ethereum through the Vibecoins platform with automated wallet management, Uniswap v4 liquidity integration, and perpetual… | 13 stars · 4 forks | No one-command install · Source | |
| 1092 | 71.077 | shreyaskarnik-mcpetmcp · other | Virtual pet simulator that lets users adopt, nurture, and play with digital pets that evolve through life stages and maintain persistent stats between… | 13 stars · 4 forks | No one-command install · Source | |
| 1092 | 71.077 | emenowicz-hybrismcp · other | Integrates with SAP Commerce Cloud (Hybris) for product catalog management, order processing, FlexibleSearch queries, Groovy script execution, ImpEx… | 13 stars · 4 forks | No one-command install · Source | |
| 1092 | 71.077 | sonos-ts-mcpmcp · otheralso listed as tommertom-sonos-ts-mcp | Enables AI assistants to control Sonos audio devices over a local network using UPnP/SOAP protocols, supporting playback, volume, queue management… | 13 stars · 4 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.