Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 801 | 23.374 | task-warrior-mcpmcp · other | Wraps the Taskwarrior CLI for structured, project-scoped task management. | 1 fork | No one-command install · Source | |
| 802 | 23.374 | veeam-ports-mcpmcp · other | Provides structured access to Veeam product network port requirements. Enables querying ports, generating topology diagrams, and producing firewall… | 1 fork | No one-command install · Source | |
| 803 | 23.374 | mcp-openfemamcp · other | Enables querying US FEMA open data through natural language, as part of the Pipeworx MCP gateway. | 1 fork | No one-command install · Source | |
| 804 | 23.945 | huettentourenmcp · other | Plan multi-day hut-to-hut hiking tours in the European Alps, powered by live availability data from the Alpine Club booking systems (DAV, ÖAV, AVS)… | 1,288 installs | No commit datelisted | No one-command install · Source |
| 805 | 24.489 | japan-in-seasonsmcp · other | Live Japan seasonal travel data — cherry blossom forecasts, autumn leaves, fruit picking, flowers & festivals. 1,700+ spots from Japan Meteorological… | 1,319 installs | No commit datelisted | No one-command install · Source |
| 806 | 25.578 | pricepilot-2mcp · other | **Free competitive pricing intelligence for CPG brands.** Check where any product price sits in its Amazon category, track pricing trends, and compare… | 1,353 installs | No commit datelisted | No one-command install · Source |
| 807 | 27.210 | usdv-capital-your-real-estate-cfomcp · other | Real estate market intelligence, financial calculators, and capital advisory tools covering all 50 US states plus DC and Puerto Rico. Access CFO-level… | 1,440 installs | No commit datelisted | No one-command install · Source |
| 808 | 27.301 | aidroid-2mcp · other | Find authoritative answers from official Microsoft and Azure documentation. Fetch complete pages and troubleshooting guidance to ground your work with… | 637 installs | No commit datelisted | No one-command install · Source |
| 809 | 27.936 | czech-vat-mcpmcp · other | Czech VAT compliance tools. Check unreliable VAT payers (nespolehlivý plátce DPH), registered bank accounts, company lookup via ARES, and EU VAT… | 670 installs | No commit datelisted | No one-command install · Source |
| 810 | 29.013 | dennismartis-coding-todomcp · other | Integrates project management tools for viewing, adding, updating, and deleting todo items with priority setting, tagging, and project assignment… | 1 star · 1 fork | No one-command install · Source | |
| 811 | 29.013 | idyll-party-timemcp · other | Provides a fun, lighthearted time-telling service that always responds with 'It's Party Time' when queried. | 1 star · 1 fork | No one-command install · Source | |
| 812 | 29.013 | cpbrad31-georgia-511mcp · other | Integrates with Georgia's 511 service to provide real-time traffic data, including information on cameras, signs, events, and road conditions for… | 1 star · 1 fork | No one-command install · Source | |
| 813 | 29.013 | shadowk1337-csv-and-excel-processormcp · other | Integrates with Spring Boot to process CSV and Excel files, enabling data extraction and manipulation for analysis, reporting, or system integration… | 1 star · 1 fork | No one-command install · Source | |
| 814 | 29.013 | 0xbruno-cli-executormcp · other | Provides a tool for executing local CLI commands asynchronously using FastMCP and asyncio, handling command arguments securely and offering error… | 1 star · 1 fork | No one-command install · Source | |
| 815 | 29.013 | youtube-transcriptmcp · other | Extracts and retrieves transcripts from YouTube videos using a simple tool that accepts video URLs or IDs with optional language specification. | 1 star · 1 fork | No one-command install · Source | |
| 816 | 29.013 | rosetta-symmetrymcp · other | Generates symmetry definition files from protein structures for computational modeling of symmetric protein complexes, supporting… | 1 star · 1 fork | No one-command install · Source | |
| 817 | 29.013 | lmcmz-flow-blockchainmcp · other | Integrates with the Flow blockchain to enable direct querying of account balances, domain resolution, and transaction execution through RPC… | 1 star · 1 fork | No one-command install · Source | |
| 818 | 29.013 | sleepmcp · other | Enables AI systems to introduce timed pauses in execution flow, supporting both stdio and SSE transport methods with configurable timeout limits for… | 1 star · 1 fork | No one-command install · Source | |
| 819 | 29.013 | maximepeabody-jiramcp · other | Integrates with Jira to enable fetching, commenting on, updating, and creating tickets through natural language commands. | 1 star · 1 fork | No one-command install · Source | |
| 820 | 29.013 | cnosuke-command-execmcp · other | Enables secure remote command execution with robust security controls like command allowlisting, direct command invocation without shell access, and… | 1 star · 1 fork | No one-command install · Source | |
| 821 | 29.013 | keegancsmith-linear-issuesmcp · other | Integrates with Linear issue tracking to provide read-only access to issue details and comments without switching contexts. | 1 star · 1 fork | No one-command install · Source | |
| 822 | 29.013 | macos-clipboard-mcpmcp · other | Provides MCP tools to copy text to and paste text or images from the macOS clipboard using AppleScript. | 1 star · 1 fork | No one-command install · Source | |
| 823 | 29.013 | ailearncoder-xiaozhi-locationmcp · other | Integrates with the xiaozhi-app Android device framework to retrieve real-time location data including GPS coordinates, altitude, and accuracy… | 1 star · 1 fork | No one-command install · Source | |
| 824 | 29.013 | mqan-routinemcp · other | Creates and manages reusable workflows by capturing sequences of tool calls and converting them into parameterized routines that can be invoked by… | 1 star · 1 fork | No one-command install · Source | |
| 825 | 29.013 | jpbullalayao-pokemon-vgc-damage-calculatormcp · other | Provides Pokemon VGC damage calculation capabilities using the Smogon calc library, computing battle damage ranges, KO probabilities, and detailed… | 1 star · 1 fork | No one-command install · Source | |
| 826 | 29.013 | mcp-bonuslymcp · other | Enables management of Bonusly employee recognition bonuses, including listing, creating, and retrieving bonuses with advanced filtering. | 1 star · 1 fork | No one-command install · Source | |
| 827 | 29.013 | sergiobayona-file-systemmcp · other | Enables secure filesystem operations within explicitly allowed directories for reading, writing, editing, and managing local files without switching… | 1 star · 1 fork | No one-command install · Source | |
| 828 | 29.013 | code-audit-ollamamcp · other | Provides local code auditing using Ollama models to analyze security vulnerabilities, performance bottlenecks, quality issues, architectural problems… | 1 star · 1 fork | No one-command install · Source | |
| 829 | 29.013 | xray918-douyinmcp · other | Downloads videos and extracts metadata from Douyin/TikTok content with progress tracking and proper file handling for content archival and social… | 1 star · 1 fork | No one-command install · Source | |
| 830 | 29.013 | kleros-courtmcp · other | Retrieves dispute data, evidence submissions, and meta-evidence from Kleros decentralized arbitration platform across Ethereum Mainnet and Gnosis… | 1 star · 1 fork | No one-command install · Source | |
| 831 | 29.013 | brain-assistantmcp · other | A natural language interface for the Brain knowledge management system, enabling conversational interactions, intelligent workflows, and tool… | 1 star · 1 fork | No one-command install · Source | |
| 832 | 29.013 | lizeur-pdf-ocrmcp · other | Extracts and converts PDF content to clean markdown text using Mistral AI's OCR service with intelligent caching to avoid re-processing documents. | 1 star · 1 fork | No one-command install · Source | |
| 833 | 29.013 | huoshuiai42-huoshui-pdf-translatormcp · other | Translates PDF documents while preserving mathematical formulas and layout | 1 star · 1 fork | No one-command install · Source | |
| 834 | 29.013 | huoshui-pdf-translatormcp · other | An intelligent PDF translation assistant specializing in academic papers with mathematical formulas, enabling context-aware translation with layout… | 1 star · 1 fork | No one-command install · Source | |
| 835 | 29.013 | tedfytw1209-eve-online-fleetmcp · other | Fleet management for EVE Online players | 1 star · 1 fork | No one-command install · Source | |
| 836 | 29.013 | albumentations-mcpmcp · other | Enables natural language image augmentation via the MCP protocol, using Albumentations to apply transforms like blur and rotation from plain English… | 1 star · 1 fork | No one-command install · Source | |
| 837 | 29.013 | mcp-youtube-transcript-promcp · other | Enables fetching YouTube video transcripts with metadata, including timed captions in multiple formats (JSON, SRT, VTT, CSV, TXT) and preprocessing… | 1 star · 1 fork | No one-command install · Source | |
| 838 | 29.013 | thisdot-docusign-navigatormcp · other | Enables natural language queries to access and analyze DocuSign agreement data | 1 star · 1 fork | No one-command install · Source | |
| 839 | 29.013 | niradler-dependency-checkermcp · other | Check package versions across npm, PyPI, Maven, NuGet, RubyGems, Crates.io, and Go modules | 1 star · 1 fork | No one-command install · Source | |
| 840 | 29.013 | howriskymcp · other | Financial risk analysis with Monte Carlo simulations and fat-tail modeling for portfolio analysis, startup equity valuation, real estate investment… | 1 star · 1 fork | No one-command install · Source | |
| 841 | 29.013 | mcp-leimcp · other | Servidor MCP para busca e normalização de citações de leis brasileiras em arquivos de texto locais. | 1 star · 1 fork | No one-command install · Source | |
| 842 | 29.013 | mcp-sbt-shellmcp · other | Enables executing sbt commands in a persistent shell session for Scala projects, avoiding startup overhead. | 1 star · 1 fork | No one-command install · Source | |
| 843 | 29.013 | jutop-ssh-linux-administrationmcp · other | Enables secure remote Linux administration through SSH connections with built-in safety mechanisms for destructive commands. | 1 star · 1 fork | No one-command install · Source | |
| 844 | 29.013 | alexsowt-hardcovermcp · other | Query books, book series, and user information from Hardcover.app | 1 star · 1 fork | No one-command install · Source | |
| 845 | 29.013 | llaa33219-kakaotalk-emoticonsmcp · other | Automates KakaoTalk emoticon creation with AI-powered generation and validation tools | 1 star · 1 fork | No one-command install · Source | |
| 846 | 29.013 | msenol-gorevmcp · other | Task management system with bilingual support for Turkish and English | 1 star · 1 fork | No one-command install · Source | |
| 847 | 29.013 | led-weather-local-mcpmcp · other | Enables local control of an LED weather display, allowing users to manage weather data and LED settings through natural language. | 1 star · 1 fork | No one-command install · Source | |
| 848 | 29.013 | linux-profilermcp · other | A comprehensive Linux system performance profiler with MCP remote invocation support, featuring advanced process profiling and flame graph generation. | 1 star · 1 fork | No one-command install · Source | |
| 849 | 29.013 | gh-samoradc-tetradmcp · other | Multi-model code validation using quadruple consensus from Codex, Gemini, and Qwen. | 1 star · 1 fork | No one-command install · Source | |
| 850 | 29.013 | edgego-geolocationmcp · other | Provides user geolocation data from EdgeOne's edge functions in structured JSON format for location-aware responses | 1 star · 1 fork | No one-command install · Source | |
| 851 | 29.013 | harperreed-bbsmcp · other | Message board system with CLI and TUI interfaces enabling forum-style discussions with topics, threads, and messages | 1 star · 1 fork | No one-command install · Source | |
| 852 | 29.013 | benmillerat-productboardmcp · other | Integrates with Productboard for feature management, customer feedback, OKR tracking, release planning, and organizational data access. | 1 star · 1 fork | No one-command install · Source | |
| 853 | 29.013 | docx-editor-mcpmcp · other | Enables AI assistants to create, edit, and extract data from Microsoft Word documents programmatically, supporting document creation, content editing… | 1 star · 1 fork | No one-command install · Source | |
| 854 | 29.013 | sales-intelligencemcp · other | Enables research on prospects, pull call transcripts, and enrich leads using Gong, ZoomInfo, Clay, and LinkedIn Sales Navigator through natural… | 1 star · 1 fork | No one-command install · Source | |
| 855 | 29.013 | kennymkchan-reamazemcp · other | Integrates with Reamaze customer support platform for managing conversations, contacts, response templates, and internal notes with cross-platform… | 1 star · 1 fork | No one-command install · Source | |
| 856 | 29.013 | runespoor-engineering-testmomcp · other | Integrates with Testmo test management platform for creating test cases, managing test runs, analyzing results, and generating QA reports. | 1 star · 1 fork | No one-command install · Source | |
| 857 | 29.013 | rjn32s-yolomcp · other | Zero-shot object detection and segmentation using Ultralytics YOLOE models. | 1 star · 1 fork | No one-command install · Source | |
| 858 | 29.013 | ahmadsl-chartpanemcp · other | Interactive Chart.js charts and dashboards for AI conversations. | 1 star · 1 fork | No one-command install · Source | |
| 859 | 29.013 | edition-leadscleanmcp · other | Extracts structured B2B lead intelligence from company websites with buying signals, inferred needs, and personalized icebreaker lines. | 1 star · 1 fork | No one-command install · Source | |
| 860 | 29.013 | lordbasilaiassistant-sudo-base-wallet-toolkitmcp · other | Interact with Base chain wallets to check balances, estimate gas, inspect tokens, and resolve ENS names. | 1 star · 1 fork | No one-command install · Source | |
| 861 | 29.013 | tollboothlabs-ai-tool-optimizermcp · other | Reduces MCP tool description token costs by 40-70% through pure text schema distillation. | 1 star · 1 fork | No one-command install · Source | |
| 862 | 29.013 | shouldigomcp · other | Real-time surf conditions and forecasts for 5,000+ beaches worldwide. | 1 star · 1 fork | No one-command install · Source | |
| 863 | 29.013 | urjitbhatia-iterm2-controlmcp · other | Controls iTerm2 terminal sessions with 40 tools across session, window, tab, profile, and broadcast management with tiered permissions. | 1 star · 1 fork | No one-command install · Source | |
| 864 | 29.013 | unixlamadev-spec-lpxpoly-mcpmcp · other | Polymarket prediction market analysis via LightningProx. Find mispriced markets, analyze specific markets, get top markets by volume. Pay per request… | 1 star · 1 fork | No one-command install · Source | |
| 865 | 29.013 | edge-claw-mood-boostermcp · other | Delivers uplifting messages with USDC tipping and on-chain reputation feedback via the ERC-8004 protocol. | 1 star · 1 fork | No one-command install · Source | |
| 866 | 29.013 | sagarkalra-tech-timezestmcp · other | Manage TimeZest appointments, pending requests, and ticket schedules for MSP workflows. | 1 star · 1 fork | No one-command install · Source | |
| 867 | 29.013 | xjtlumedia-ai-hr-management-toolkitmcp · other | Twenty-four MCP tools for resume parsing, skill extraction, and applicant tracking system management. | 1 star · 1 fork | No one-command install · Source | |
| 868 | 29.013 | ykshah-financial-hubmcp · other | SEC EDGAR filings, XBRL financials, FRED economic data, and real-time market quotes. | 1 star · 1 fork | No one-command install · Source | |
| 869 | 29.013 | roblox-studio-mcpmcp · other | Connects AI assistants to Roblox Studio, enabling them to interact with instance hierarchy, edit Luau scripts, manage properties, and sync files over… | 1 star · 1 fork | No one-command install · Source | |
| 870 | 29.013 | daedalus-parigpmcp · other | Exposes the cypari2 number theory library for integer factorization, primality testing, polynomial operations, and elliptic curves. | 1 star · 1 fork | No one-command install · Source | |
| 871 | 29.013 | abranjan07-sap-btpmcp · other | Queries SAP Business Technology Platform service catalog, instances, destinations, and plan recommendations. | 1 star · 1 fork | No one-command install · Source | |
| 872 | 29.013 | desty2k-akamaimcp · other | Read-only access to Akamai CDN properties, EdgeWorkers, DNS, and network lists. | 1 star · 1 fork | No one-command install · Source | |
| 873 | 29.013 | benzsevern-goldenflowmcp · other | Data transformation toolkit for standardizing, reshaping, and normalizing messy data. | 1 star · 1 fork | No one-command install · Source | |
| 874 | 29.013 | web-audit-mcpmcp · other | Enables auditing of websites for performance, SEO, accessibility, security, and mobile readiness, with tools to validate URLs, run page audits, save… | 1 star · 1 fork | No one-command install · Source | |
| 875 | 29.013 | arcpro-mcpmcp · other | Enables natural language control of live ArcGIS Pro sessions through the Model Context Protocol, allowing inspection of projects, layers, and… | 1 star · 1 fork | No one-command install · Source | |
| 876 | 29.013 | iqai-bamm-fraxtalmcp · other | Enables DeFi operations on Fraxtal blockchain by providing tools for managing BAMM positions, lending Fraxswap LP tokens, and borrowing against… | 1 star · 1 fork | No one-command install · Source | |
| 877 | 29.013 | htmlbookmcp · other | Publishes AI-generated HTML and Markdown to a hosted, shareable URL with versioning, theming, and access control. | 1 star · 1 fork | No one-command install · Source | |
| 878 | 29.013 | dnehoda-source-google-secopsmcp · other | Security operations toolkit with 60 tools for Google SecOps, VirusTotal, and threat intelligence. | 1 star · 1 fork | No one-command install · Source | |
| 879 | 29.013 | sellisd-cooking-unitsmcp · other | Convert cooking measurements for volume, weight, and temperature | 1 star · 1 fork | No one-command install · Source | |
| 880 | 29.013 | managebac-mcpmcp · other | 使AI代理能够通过学生账号读取ManageBac中的截止日期、成绩条目和GPA的MCP服务器。 | 1 star · 1 fork | No one-command install · Source | |
| 881 | 29.013 | modelportmcp · other | Turns any ML model into an MCP tool with auto-inferred schemas, input/output validation, and structured error handling. | 1 star · 1 fork | No one-command install · Source | |
| 882 | 29.013 | bierlingm-spikesmcp · other | Collect and manage user feedback through AI-accessible tools. | 1 star · 1 fork | No one-command install · Source | |
| 883 | 29.013 | larspohlmann-phpcsmcp · other | Integrates PHP_CodeSniffer and PHP Code Beautifier tools to analyze coding standard violations and automatically fix code style issues with flexible… | 1 star · 1 fork | No one-command install · Source | |
| 884 | 29.013 | testmu-ai-test-manager-mcpmcp · other | Enables management of TestMu AI test projects, test cases, test runs, and integration with Jira, HyperExecute, and AI insights through natural… | 1 star · 1 fork | No one-command install · Source | |
| 885 | 29.013 | letretro-mcpmcp · other | Enables AI coding tools to access LetRetro retrospectives, boards, cards, and team data through MCP. | 1 star · 1 fork | No one-command install · Source | |
| 886 | 29.013 | lakshmi-chakradhar-vijayarao-credencemcp · other | Epistemic guard for AI coding that tracks uncertain values and blocks writes until verified. | 1 star · 1 fork | No one-command install · Source | |
| 887 | 29.013 | credencemcp · other | Tracks uncertain values stated by the user and blocks model writes that embed unverified values until confirmed. | 1 star · 1 fork | No one-command install · Source | |
| 888 | 29.013 | scholar-relaymcp · other | An AI-powered research assistant that enables students to discover papers, generate summaries, and build bibliographies with cross-device session… | 1 star · 1 fork | No one-command install · Source | |
| 889 | 29.013 | clockify-time-trackingmcp · other | Enables interacting with Clockify time-tracking data through natural language, providing tools to manage workspaces, projects, time entries, reports… | 1 star · 1 fork | No one-command install · Source | |
| 890 | 29.013 | dld-mcpmcp · other | Enables querying 1.6M+ Dubai Land Department sales transactions and 9.5M+ Ejari rental contracts with flexible filters by area, property type… | 1 star · 1 fork | No one-command install · Source | |
| 891 | 29.013 | scope-mcpmcp · other | Enables AI assistants to dispatch legal vendor requests (court reporters, experts, e-discovery, etc.) and receive bids within minutes, with tools for… | 1 star · 1 fork | No one-command install · Source | |
| 892 | 29.013 | scope-bid-scopemcp · other | Dispatches litigation work to legal vendors from any MCP-compatible AI workflow. | 1 star · 1 fork | No one-command install · Source | |
| 893 | 29.013 | model-council-mcpmcp · other | Routes questions to multiple AI models (local and cloud) and synthesizes their answers in individual, categorized, or deconflicted modes. | 1 star · 1 fork | No one-command install · Source | |
| 894 | 29.013 | aitrailblazer-deltasignal-atlas-7mcp · other | Financial market intelligence with issuer risk, peer ranking, and alpha detection. | 1 star · 1 fork | No one-command install · Source | |
| 895 | 29.013 | rascal-3-chainanalyzermcp · other | Multi-chain AML risk scoring, sanctions screening, and transaction tracing across BTC, ETH, Polygon, Avalanche, and Solana. | 1 star · 1 fork | No one-command install · Source | |
| 896 | 29.013 | vibe-finance-kitmcp · other | Provides read-only investment research and audit tools for validating ETF snapshots, comparing ETF structures, and auditing backtest reports, while… | 1 star · 1 fork | No one-command install · Source | |
| 897 | 29.013 | adrianmikula-jakarta-migrationmcp · other | Automates Java EE to Jakarta EE migrations with dependency analysis, namespace refactoring from javax.* to jakarta.* packages, and runtime… | 1 star · 1 fork | No one-command install · Source | |
| 898 | 29.013 | hkopenai-hk-creative-goods-trademcp · other | Provides access to Hong Kong's creative goods trade statistics from the Culture, Sports and Tourism Bureau, enabling analysis of domestic exports… | 1 star · 1 fork | No one-command install · Source | |
| 899 | 29.013 | capability-bridgemcp · other | Adds vision capabilities to text-only coding models via MCP, enabling image analysis, OCR, and visual reasoning without switching the main model. | 1 star · 1 fork | No one-command install · Source | |
| 900 | 29.013 | willheadlee-lglmcp · other | Manages donors, gifts, and reports in Little Green Light nonprofit CRM via MCP. | 1 star · 1 fork | 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.