Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2601 | 70.060 | datalayer-jupyter-earthmcp · other | Bridges Jupyter notebooks with Earth science data analysis by enabling direct NASA Earth Data granule downloads with temporal and geographic filtering… | 6 stars · 7 forks | No one-command install · Source | |
| 2602 | 70.060 | fred-em-headline-vibesmcp · other | Integrates with major US news sources to analyze headline sentiment, providing normalized scores and source distribution for media trend insights. | 6 stars · 7 forks | No one-command install · Source | |
| 2603 | 70.210 | mcp-security-scannermcp · other | Integrates Checkov, Semgrep, Bandit, and ASH to provide comprehensive code security analysis for AI coding assistants. | 16 stars · 2 forks | No one-command install · Source | |
| 2604 | 70.210 | cruxible-coremcp · other | Deterministic decision engine with DAG-based receipts and auditable entity graphs. | 16 stars · 2 forks | No one-command install · Source | |
| 2605 | 70.315 | cerebras-codemcp · other | Fast code generation using Cerebras AI inference | 50 stars | No commit datelisted | No one-command install · Source |
| 2606 | 70.328 | enemyrr-pagespeedmcp · other | Integrates with Google PageSpeed Insights to analyze webpage performance and provide optimization recommendations for improved loading speed and user… | 12 stars · 4 forks | No one-command install · Source | |
| 2607 | 70.328 | stat-guy-chain-of-draftmcp · other | Implements Chain of Draft reasoning to generate concise intermediate steps for efficient, token-optimized problem-solving across various domains… | 12 stars · 4 forks | No one-command install · Source | |
| 2608 | 70.328 | aaomidi-bazelmcp · other | Integrates with Bazel build systems to enable target building, test running, dependency analysis, and source file identification without requiring… | 12 stars · 4 forks | No one-command install · Source | |
| 2609 | 70.328 | wangyafu-haiguitang-lateral-thinking-puzzlesmcp · other | Hosts a collection of 'Haiguitang' lateral thinking puzzles where users ask yes/no questions to solve mysterious scenarios through interactive… | 12 stars · 4 forks | No one-command install · Source | |
| 2610 | 70.328 | kibana-mcpmcp · other | Enables AI assistants to manage Kibana security alerts, rules, and exception lists via the Model Context Protocol. | 12 stars · 4 forks | No one-command install · Source | |
| 2611 | 70.328 | dma9527-irs-taxpayermcp · other | 39 US tax calculation tools covering federal, state, credits, deductions, and retirement planning. | 12 stars · 4 forks | No one-command install · Source | |
| 2612 | 70.328 | gh-ravikant1918-sharepointmcp · other | Microsoft SharePoint folder, document, and metadata management. | 12 stars · 4 forks | No one-command install · Source | |
| 2613 | 70.328 | manitgupta-nse-indiamcp · other | Provides live Indian stock market data from NSE with 17 tools for bulk deals, institutional flows, market quotes, corporate events, and short data. | 12 stars · 4 forks | No one-command install · Source | |
| 2614 | 70.328 | rootnix-korean-brokeragemcp · other | Unified MCP interface for reading assets, holdings, and transactions from six Korean brokerage platforms. | 12 stars · 4 forks | No one-command install · Source | |
| 2615 | 70.328 | ku-portal-mcpmcp · other | Enables Korea University students to query their KUPID portal and Canvas LMS using natural language for notices, library seats, timetable, grades… | 12 stars · 4 forks | No one-command install · Source | |
| 2616 | 70.328 | kobitonmcp · other | Enables mobile device management, app upload, automation session execution, and test result viewing through the Kobiton platform, integrated with AI… | 12 stars · 4 forks | No one-command install · Source | |
| 2617 | 70.383 | seanivore-code-analyzermcp · other | Analyzes Python code structure, complexity, and dependencies using parsing tools to provide insights for automated quality checks and code reviews. | 11 stars · 5 forks | No one-command install · Source | |
| 2618 | 70.383 | roberzaufall-mindmmcp · other | MindManager integration for automation on Windows + macOS | 11 stars · 5 forks | No one-command install · Source | |
| 2619 | 70.383 | wrale-makefile-makemcp · other | Integrates with make to enable execution of Makefile targets, automating build processes and development tasks for software projects. | 11 stars · 5 forks | No one-command install · Source | |
| 2620 | 70.383 | arielbk-ankimcp · other | Integrates with Anki flashcard collections through AnkiConnect to enable complete deck management, note creation, card scheduling, study statistics… | 11 stars · 5 forks | No one-command install · Source | |
| 2621 | 70.383 | suryast-indonesia-civic-stackmcp · other | Access 11 Indonesian government data portals with 40 tools covering food safety, halal certification, company registry, and more. | 11 stars · 5 forks | No one-command install · Source | |
| 2622 | 70.551 | maku-cpu-fonlarmcp · other | Query Turkish TEFAS investment fund prices, performance history, and portfolio allocations through natural language. | 23 stars · 1 fork | No one-command install · Source | |
| 2623 | 70.564 | vadim-json-splitter-mergermcp · other | Provides tools for splitting large JSON files into manageable chunks and merging multiple JSON files into a consolidated output for efficient data… | 14 stars · 3 forks | No one-command install · Source | |
| 2624 | 70.564 | deshabhishek007-domain-toolsmcp · other | Provides domain analysis capabilities through WHOIS lookups, DNS record queries, health checks, and comprehensive domain validation for system… | 14 stars · 3 forks | No one-command install · Source | |
| 2625 | 70.564 | templetwo-temple-bridgemcp · other | Bridges local AI capabilities with governance protocols through secure command execution, file operations, and meta-cognitive reflection tools. | 14 stars · 3 forks | No one-command install · Source | |
| 2626 | 70.579 | kukapay-chainlink-feeds-mcpmcp · other | Providing real-time access to Chainlink's decentralized on-chain price feeds. | 7 stars · 7 forks | No one-command install · Source | |
| 2627 | 70.748 | industrylensmcp · other | B2B competitive-intelligence reports and head-to-head competitor comparisons from IndustryLens. | 8,023 installs | No commit datelisted | No one-command install · Source |
| 2628 | 70.795 | es617-ble-hardwaremcp · other | Interact with Bluetooth Low Energy hardware — scan, connect, read, write, and subscribe. | 17 stars · 2 forks | No one-command install · Source | |
| 2629 | 70.795 | code-scalpelmcp · other | Enables AI assistants to surgically extract and analyze code, reducing token usage and costs by up to 200x compared to reading entire files. | 17 stars · 2 forks | No one-command install · Source | |
| 2630 | 71.020 | redfin-property-mcp-single-address-deep-dive-3mcp · other | Focused Redfin tool: feed it an address or listing URL, get back full property history, price-per-sqft, days on market, and neighborhood context… | 5,877 installs | No commit datelisted | No one-command install · Source |
| 2631 | 71.020 | redfin-property-mcp-single-address-deep-dive-2mcp · other | Focused Redfin tool: feed it an address or listing URL, get back full property history, price-per-sqft, days on market, and neighborhood context… | 5,877 installs | No commit datelisted | No one-command install · Source |
| 2632 | 71.020 | redfin-property-mcp-single-address-deep-divemcp · other | Focused Redfin tool: feed it an address or listing URL, get back full property history, price-per-sqft, days on market, and neighborhood context… | 5,877 installs | No commit datelisted | No one-command install · Source |
| 2633 | 71.020 | legal-research-mcp-court-records-lookup-3mcp · other | Federal and state court record lookup. Run a name or company through and get back filings, case status, and judgment data. Common uses: M&A due… | 6,026 installs | No commit datelisted | No one-command install · Source |
| 2634 | 71.020 | legal-research-mcp-court-records-lookup-2mcp · other | Federal and state court record lookup. Run a name or company through and get back filings, case status, and judgment data. Common uses: M&A due… | 6,026 installs | No commit datelisted | No one-command install · Source |
| 2635 | 71.020 | legal-research-mcp-court-records-lookupmcp · other | Federal and state court record lookup. Run a name or company through and get back filings, case status, and judgment data. Common uses: M&A due… | 6,026 installs | No commit datelisted | No one-command install · Source |
| 2636 | 71.020 | ecommerce-intel-mcp-shopify-store-product-analysismcp · other | Two focused tools: store-level analysis (theme, apps installed, traffic estimates) and product extraction (full catalog with SKUs, prices, inventory)… | 6,785 installs | No commit datelisted | No one-command install · Source |
| 2637 | 71.025 | truaxki-pdf-to-pngmcp · other | Integrates with pdf2image to convert PDF documents to PNG images. | 8 stars · 7 forks | No one-command install · Source | |
| 2638 | 71.025 | newbeb-macos-clipboardmcp · other | Integrates with the MacOS clipboard to enable reading and writing of system clipboard content for text processing and data transfer tasks. | 8 stars · 7 forks | No one-command install · Source | |
| 2639 | 71.025 | kukapay-crypto-liquidations-mcpmcp · other | Streams real-time cryptocurrency liquidation events from Binance. | 8 stars · 7 forks | No one-command install · Source | |
| 2640 | 71.025 | alexai-k-beautymcp · other | Provides specialized Korean skincare and cosmetics knowledge with curated brand data, ingredient analysis, and personalized routine recommendations… | 8 stars · 7 forks | No one-command install · Source | |
| 2641 | 71.025 | transcribemcp · other | Automates audio and video transcription with support for over 100 languages | 8 stars · 7 forks | No one-command install · Source | |
| 2642 | 71.025 | macrostrat-mcpmcp · other | Explore global geologic data to answer questions about bedrock, formations, ages, and stratigraphy. Retrieve units, columns, minerals, timescales, and… | 8 stars · 7 forks | No one-command install · Source | |
| 2643 | 71.077 | jgamblin-epssmcp · other | Integrates with vulnerability intelligence systems to provide CVE information with EPSS scores that indicate exploitation likelihood, enabling… | 13 stars · 4 forks | No one-command install · Source | |
| 2644 | 71.077 | lazy-importer-detect-it-easymcp · other | Bridges with Detect It Easy (DIE) executable analysis tool to provide file analysis, metadata extraction, and threat detection capabilities for… | 13 stars · 4 forks | No one-command install · Source | |
| 2645 | 71.077 | tommertom-sonos-ts-mcpmcp · other | Comprehensive Sonos audio system control through pure TypeScript implementation. Features complete device discovery, multi-room playback management… | 13 stars · 4 forks | No one-command install · Source | |
| 2646 | 71.077 | sonos-ts-mcpmcp · other | 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 | |
| 2647 | 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 | |
| 2648 | 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 | |
| 2649 | 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 | |
| 2650 | 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 | |
| 2651 | 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 | |
| 2652 | 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 | |
| 2653 | 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 | |
| 2654 | 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 | |
| 2655 | 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 | |
| 2656 | 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 | |
| 2657 | 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 | |
| 2658 | 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 | |
| 2659 | 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 | |
| 2660 | 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 | |
| 2661 | 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 | |
| 2662 | 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 | |
| 2663 | 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 | |
| 2664 | 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 | |
| 2665 | 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 | |
| 2666 | 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 | |
| 2667 | 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 | |
| 2668 | 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 | |
| 2669 | 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 | |
| 2670 | 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 | |
| 2671 | 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 | |
| 2672 | 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 | |
| 2673 | 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 | |
| 2674 | 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 | |
| 2675 | 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 | |
| 2676 | 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 | |
| 2677 | 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 | |
| 2678 | 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 | |
| 2679 | 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 | |
| 2680 | 71.892 | focusmcp · other | Interface with Datafocus data tables via natural language. | 14 stars · 4 forks | No one-command install · Source | |
| 2681 | 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 | |
| 2682 | 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 | |
| 2683 | 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 | |
| 2684 | 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 | |
| 2685 | 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 | |
| 2686 | 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 | |
| 2687 | 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 | |
| 2688 | 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 | |
| 2689 | 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 | |
| 2690 | 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 | |
| 2691 | 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 | |
| 2692 | 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 | |
| 2693 | 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 | |
| 2694 | 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 | |
| 2695 | 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 | |
| 2696 | 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 | |
| 2697 | 72.112 | powerdrillmcp · other | Provides tools to interact with Powerdrill datasets to perform data work. | 13 stars · 5 forks | No one-command install · Source | |
| 2698 | 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 | |
| 2699 | 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 | |
| 2700 | 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 |
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.