Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1401 | 38.412 | ssumcpmcp · other | 숭실대학교의 모든 정보 제공과 자동화 에이전트 기능을 MCP 표준 도구로 제공하는 공개 서버 지속적으로 업데이트 및 기능 추가 중입니다 공개 도구 •학식 - 학생식당·도담식당·기숙사(레지던스홀)등 모든 식당 메뉴 및 식당정보 •시설 - 캠퍼스 내 카페·편의점·복사 등… | 3 stars | No one-command install · Source | |
| 1402 | 38.412 | orieg-yaml-workflowmcp · other | A lightweight, powerful, and flexible workflow engine that executes tasks defined in YAML configuration files. | 3 stars | No one-command install · Source | |
| 1403 | 38.412 | gleanermcp · other | Enables academic literature collection and full-text downloading from multiple sources (CNKI, Elsevier, OpenAlex, etc.) via natural language commands. | 3 stars | No one-command install · Source | |
| 1404 | 38.412 | zw008-vmware-hardenmcp · other | VMware vSphere compliance scanning against CIS, vSphere SCG, GB/T 22239, and PCI-DSS with drift detection. | 3 stars | No one-command install · Source | |
| 1405 | 38.412 | mikimatsub-swsdmcp · other | SolarWinds Service Desk integration — manage tickets, knowledge base, and service catalog via MCP. | 3 stars | No one-command install · Source | |
| 1406 | 38.412 | ableton-auto-mix-mcpmcp · other | Style-aware auto-mixing and mastering for Ableton Live, providing tools for analysis, preview rendering, and release checks. | 3 stars | No one-command install · Source | |
| 1407 | 38.412 | danmaku-slidesmcp · other | Enables to present PDF slides with live bullet comments from audience, and to fetch comments from a Google Sheets form. | 3 stars | No one-command install · Source | |
| 1408 | 38.412 | gh-downatthebottomofthemolehole-megalintermcp · other | Run Ox Security MegaLinter code analysis via mega-linter-runner for multi-language linting. | 3 stars | No one-command install · Source | |
| 1409 | 38.412 | edithatogo-mchsmcp · other | Australian healthcare funding calculator for NWAU microcosting and hospital service reimbursement. | 3 stars | No one-command install · Source | |
| 1410 | 38.412 | nassie256-ambient-contextmcp · other | Local Windows ambient context — presence status, foreground app, battery level, and system load as privacy-gated MCP tools. | 3 stars | No one-command install · Source | |
| 1411 | 38.412 | ambient-context-mcpmcp · other | Windows tray process that exposes local ambient context (presence, foreground app, battery, etc.) as MCP tools with privacy classification and opt-in… | 3 stars | No one-command install · Source | |
| 1412 | 38.412 | live2d-mcpmcp · other | An interactive desktop companion with a Live2D model that can be controlled via MCP protocol, featuring TTS, music playback, alarms, and more. | 3 stars | No one-command install · Source | |
| 1413 | 38.412 | 4pda-mcpmcp · other | Enables browsing the 4PDA forum through MCP tools for listing forums, topics, and posts using the lightweight lofi text version, with built-in… | 3 stars | No one-command install · Source | |
| 1414 | 38.412 | jordanburke-ssh-clientmcp · other | Execute shell commands on remote hosts via SSH. | 3 stars | No one-command install · Source | |
| 1415 | 38.412 | shashwatgtm-icp-intelligencemcp · other | Provides deep Ideal Customer Profile analysis with pattern detection, scoring models, gap analysis, and market sizing for B2B targeting. | 3 stars | No one-command install · Source | |
| 1416 | 38.412 | clearmarketmcp · other | Reference data layer for prediction markets: resolution-clarity grades (A/B/C), named resolution sources with provenance, cross-venue linking, and… | 3 stars | No one-command install · Source | |
| 1417 | 39.183 | sickslip-verifymcp · other | Verify the authenticity of a SickSlip doctor's note from your AI assistant. SickSlip is a U.S. asynchronous telehealth service operated by SickSlip… | 2,264 installs | No commit datelisted | No one-command install · Source |
| 1418 | 40.000 | drawing-tool-for-ai-assistantsmcp · other | Create and manipulate drawings with a simple canvas interface. Enhance your AI assistants by enabling them to draw filled shapes and export images… | 1,091 installs | No commit datelisted | No one-command install · Source |
| 1419 | 40.634 | nws-weather-aviationmcp · other | Access real-time US weather forecasts, alerts, radar, and station observations from the National Weather Service. Retrieve aviation products including… | 1,119 installs | No commit datelisted | No one-command install · Source |
| 1420 | 41.082 | funwarioisii-cosensemcp · other | Integrates Cosense to enable access and interaction with project data for enhanced project management and collaboration workflows. | 1 star · 2 forks | No one-command install · Source | |
| 1421 | 41.082 | seido-npm-command-runnermcp · other | Execute npm and npx commands. | 1 star · 2 forks | No one-command install · Source | |
| 1422 | 41.082 | sarunasdaujotis-vilnius-transportmcp · other | Integrates with Vilnius public transport data sources to provide real-time transit information, enabling accurate responses about local… | 1 star · 2 forks | No one-command install · Source | |
| 1423 | 41.082 | 5ajaki-ens-dao-operationsmcp · other | Integrates with local Ethereum nodes to simplify ENS DAO operations like domain management and governance participation. | 1 star · 2 forks | No one-command install · Source | |
| 1424 | 41.082 | squirrelogic-feature-discussionmcp · other | Integrates AI-powered lead developer interface with project context to guide teams through feature discussions, architectural decisions, and best… | 1 star · 2 forks | No one-command install · Source | |
| 1425 | 41.082 | moyu6027-deepseek-r1-reasoningmcp · other | Integrates with DeepSeek's R1 reasoning engine to enable advanced cognitive modeling and multi-step reasoning capabilities for complex problem-solving… | 1 star · 2 forks | No one-command install · Source | |
| 1426 | 41.082 | zhangzhongnan928-evm-signermcp · other | Integrates with Ethereum blockchain to enable wallet management, transaction execution, and smart contract interactions via Infura, providing secure… | 1 star · 2 forks | No one-command install · Source | |
| 1427 | 41.082 | dandeliongold-decent-sampler-drumsmcp · other | Integrates with DecentSampler to generate drum kit configurations by analyzing WAV samples and creating XML-based presets with velocity layers and… | 1 star · 2 forks | No one-command install · Source | |
| 1428 | 41.082 | magarcia-linearappmcp · other | Integrates with Linear's issue tracking system to enable natural language interaction for creating, updating, and managing issues, comments… | 1 star · 2 forks | No one-command install · Source | |
| 1429 | 41.082 | georgi-elevenlabs-ttsmcp · other | Integrates ElevenLabs' text-to-speech capabilities for high-quality, customizable voice output in interactions, featuring voice selection and model… | 1 star · 2 forks | No one-command install · Source | |
| 1430 | 41.082 | hammeiam-kokoro-speechmcp · other | Provides text-to-speech capabilities using the Kokoro TTS model, enabling natural-sounding voice output with customizable playback speed and voice… | 1 star · 2 forks | No one-command install · Source | |
| 1431 | 41.082 | spences10-jinaai-groundingmcp · other | Integrates JinaAI's content extraction and analysis capabilities for web scraping, documentation parsing, and text analysis tasks. | 1 star · 2 forks | No one-command install · Source | |
| 1432 | 41.082 | dasein108-cw-graphmcp · other | Enables interaction with CosmWasm-based social graph smart contracts for creating, updating, querying, and deleting decentralized relationship data… | 1 star · 2 forks | No one-command install · Source | |
| 1433 | 41.082 | pooly-canada-coin-daemonmcp · other | Integrates with cryptocurrency daemon RPC interfaces to enable secure querying and management of blockchain networks, with initial support for Zcash. | 1 star · 2 forks | No one-command install · Source | |
| 1434 | 41.082 | gavinhuang-pdf2mdmcp · other | Converts PDF files to Markdown format with incremental processing that resumes from existing page markers, supporting both local files and URLs with… | 1 star · 2 forks | No one-command install · Source | |
| 1435 | 41.082 | disrex-planemcp · other | Integrates with Plane's project management platform through 76 specialized tools for complete issue, project, module, cycle, label, state, comment… | 1 star · 2 forks | No one-command install · Source | |
| 1436 | 41.082 | kukapay-dexscreener-trending-mcpmcp · other | Provides real-time trending tokens from DexScreener. | 1 star · 2 forks | No one-command install · Source | |
| 1437 | 41.082 | gurumcp · other | Connect AI tools to your Guru knowledge base | 1 star · 2 forks | No one-command install · Source | |
| 1438 | 41.082 | mcp-brain-managermcp · other | An intelligent context management layer for the Brain Knowledge Management System, implementing semantic routing and human-in-the-loop workflows. | 1 star · 2 forks | No one-command install · Source | |
| 1439 | 41.082 | gridinsoft-inspectormcp · other | Website safety and trust analysis. Verify domain reputation and detect phishing. | 1 star · 2 forks | No one-command install · Source | |
| 1440 | 41.082 | splunk-mcp-for-soc-operationsmcp · other | Enables AI-driven SOC investigations by providing automated Splunk querying, threat intelligence enrichment, and response actions through natural… | 1 star · 2 forks | No one-command install · Source | |
| 1441 | 41.082 | unmarkdownmcp · other | Document publishing layer converting markdown to 6 destinations with 62 templates. | 1 star · 2 forks | No one-command install · Source | |
| 1442 | 41.082 | gh-marcindudekdev-crypto-signalsmcp · other | Real-time crypto volume anomaly detection across 50+ tokens for whale movements and pump signals. | 1 star · 2 forks | No one-command install · Source | |
| 1443 | 41.082 | foodxdevelopment-foodblock-mcpmcp · other | 17 MCP tools for the food industry. Describe food in plain English and get structured, content-addressed data blocks back. Covers actors, places… | 1 star · 2 forks | armory install foodxdevelopment-foodblock-mcp --cli claude | |
| 1444 | 41.082 | udhaykumarbala-gemini-image-studiomcp · other | Generates and edits images using Google Gemini with structured JSON editing for precise control. | 1 star · 2 forks | No one-command install · Source | |
| 1445 | 41.082 | dontsovcmc-yandex-directmcp · other | Manage Yandex Direct advertising campaigns, ads, and statistics. | 1 star · 2 forks | No one-command install · Source | |
| 1446 | 41.082 | currentdt-mcpmcp · other | Provides real-time date and time information to AI assistants via the Model Context Protocol, enabling timestamped content generation. | 1 star · 2 forks | No one-command install · Source | |
| 1447 | 41.082 | crunchtools-workboardmcp · other | Manages WorkBoard OKR objectives, key results, users, and workstreams. | 1 star · 2 forks | No one-command install · Source | |
| 1448 | 41.082 | mharnett-reddit-adsmcp · other | Manages Reddit Ads campaigns, ad groups, ads, reporting, and audience targeting through MCP. | 1 star · 2 forks | No one-command install · Source | |
| 1449 | 41.082 | keeperhubmcp · other | Blockchain workflow automation for keeper operations and transaction management. | 1 star · 2 forks | No one-command install · Source | |
| 1450 | 41.082 | mlorentedev-pdf-modifiermcp · other | Read, edit, and redact PDF documents with font style and layout preservation. | 1 star · 2 forks | No one-command install · Source | |
| 1451 | 41.082 | keepsakemcp · other | Personal CRM for managing contacts, tasks, notes, and relationships. | 1 star · 2 forks | No one-command install · Source | |
| 1452 | 41.082 | gh-sidneybissoli-cid10-brmcp · other | Brazilian ICD-10 classification from DATASUS — disease codes, categories, and chapters. | 1 star · 2 forks | No one-command install · Source | |
| 1453 | 41.082 | cnpj-mcpmcp · other | Consulta dados cadastrais de CNPJ (razão social, sócios, CNAE) e descobre processos judiciais da empresa e sócios no Diário de Justiça Eletrônico… | 1 star · 2 forks | No one-command install · Source | |
| 1454 | 41.082 | mcp-pdfmcp · other | Creative PDF generation with full emoji, Unicode, and offline support | 1 star · 2 forks | No one-command install · Source | |
| 1455 | 41.082 | mcp-privilege-profilermcp · other | A task-scoped MCP stdio proxy that learns candidate least-privilege policies from labeled successful runs, requires human review, enforces exact… | 1 star · 2 forks | No one-command install · Source | |
| 1456 | 41.082 | generectmcp · other | B2B lead generation platform with real-time contact discovery and validation | 1 star · 2 forks | No one-command install · Source | |
| 1457 | 41.088 | call-for-papersmcp · other | The verified hub for conferences and journals. Powered by AI to match your scholarly ambitions with the world's most prestigious academic… | 2,360 installs | No commit datelisted | No one-command install · Source |
| 1458 | 41.269 | rivalsearchmcp · other | rivalsearch | 1,125 installs | No commit datelisted | No one-command install · Source |
| 1459 | 41.904 | fhl-bible-mcpmcp · other | Quickly access any Bible verse or passage on the FHL site with a clean, readable interface. Dive deep into original word meanings, Strong’s numbers… | 2,469 installs | No commit datelisted | No one-command install · Source |
| 1460 | 42.539 | icons8mcpmcp · other | icons8mcp | 1,260 installs | No commit datelisted | No one-command install · Source |
| 1461 | 42.721 | ham-run-2mcp · other | Open-source marathon physiology calculators for endurance runners. 12 tools: race time prediction (Riegel model), pacing strategy, fueling plans… | 2,509 installs | No commit datelisted | No one-command install · Source |
| 1462 | 42.840 | grandmastr-chronos-stellar-blockchainmcp · other | Enables direct interaction with the Stellar blockchain network for wallet connections, token management, balance checking, and fund transfers without… | 3 forks | No one-command install · Source | |
| 1463 | 42.840 | boxoban-mcpmcp · other | Enables users to load and solve Boxoban puzzles by providing tools to get game state, list valid moves, and take actions. | 3 forks | No one-command install · Source | |
| 1464 | 42.840 | blaide-cookwithmcp · other | Recipe generation and transformation tools powered by Cookwith's culinary AI | 3 forks | No one-command install · Source | |
| 1465 | 42.840 | taiwan-law-mcpmcp · other | 一个优化过的台湾法规查询MCP服务器，提供高效的法规搜索、条文查询和关键字搜索功能，支持摘要模式减少token消耗。 | 3 forks | No one-command install · Source | |
| 1466 | 42.840 | joshmsimpson-exiftoolmcp · other | Read, write, and remove metadata from 150+ file formats | 3 forks | No one-command install · Source | |
| 1467 | 42.840 | rvibek-unhcrmcp · other | Access UNHCR data on forcibly displaced persons, including population statistics and refugee status determinations | 3 forks | No one-command install · Source | |
| 1468 | 43.265 | smarts-mdmcp · other | Live docs for every verified smart contract. Point your AI at smarts.md: https://mcp.smarts.md | 2,551 installs | No commit datelisted | No one-command install · Source |
| 1469 | 43.275 | zeromcp · other | Read-only MCP inspection for ZERO's autonomous paper trading operations on Base mainnet. | 4 stars | No commit datelisted | No one-command install · Source |
| 1470 | 43.275 | yuezheng2006-jiramcp · other | Bridges AI assistants with JIRA issue tracking systems, enabling users to query and manipulate JIRA data without switching contexts. | 4 stars | No commit datelisted | No one-command install · Source |
| 1471 | 43.275 | lfzds4399-cpu-screen-capturemcp · other | Provides cross-platform screen capture, OCR, and change detection tools for AI assistants on Windows, macOS, and Linux. | 4 stars | No commit datelisted | No one-command install · Source |
| 1472 | 43.275 | krishh-amilineni-azure-devopsmcp · other | Integrates with Azure DevOps to enable work item management, wiki interactions, and sprint tracking for software development teams. | 4 stars | No one-command install · Source | |
| 1473 | 43.275 | local-file-organizermcp · other | Automatically organizes files by categorizing them based on extensions while preserving project structures for efficient directory management and… | 4 stars | No one-command install · Source | |
| 1474 | 43.275 | disdjj-cocomcp · other | MCP-Coco provides a pair programming tool that guides technical discussions by transforming code snippets into structured frameworks for critical… | 4 stars | No one-command install · Source | |
| 1475 | 43.275 | tsmd-wcagmcp · other | Provides structured access to Web Content Accessibility Guidelines (WCAG) documentation, enabling accurate reference to specific accessibility… | 4 stars | No one-command install · Source | |
| 1476 | 43.275 | twelve2five-processingmcp · other | Generates and executes Processing sketches by creating timestamped project folders, saving code files, and launching interactive visualizations for… | 4 stars | No one-command install · Source | |
| 1477 | 43.275 | video-sum-mcpmcp · other | Extracts content from Douyin, Bilibili, Xiaohongshu, and Zhihu, and generates intelligent knowledge graphs. | 4 stars | No one-command install · Source | |
| 1478 | 43.275 | scorecard-mcpmcp · other | Enables asking natural language questions about OpenSSF Scorecard security assessments for open source projects. | 4 stars | No one-command install · Source | |
| 1479 | 43.275 | ymeng98-ddddocr-captchamcp · other | Integrates ddddocr Python library through TypeScript interface to automatically solve text-based verification codes, click-to-select object… | 4 stars | No one-command install · Source | |
| 1480 | 43.275 | corefluxcommunity-coreflux-mqttmcp · other | Integrates with Coreflux IoT platform through MQTT broker connections to enable dynamic discovery and execution of IoT actions, real-time device… | 4 stars | No one-command install · Source | |
| 1481 | 43.275 | leogue-yahoo-financemcp · other | Integrates with Yahoo Finance to provide real-time stock quotes, financial statements, historical price data, and dividend tracking with advanced… | 4 stars | No one-command install · Source | |
| 1482 | 43.275 | holocode-ai-rembgmcp · other | Provides background removal capabilities using the rembg library with 20+ specialized models including U2Net, BiRefNet, and SAM variants for… | 4 stars | No one-command install · Source | |
| 1483 | 43.275 | antobrugnot-qrcodemcp · other | Generates QR codes in multiple formats including base64 data URLs, SVG, and terminal ASCII output with customizable error correction, colors, and… | 4 stars | No one-command install · Source | |
| 1484 | 43.275 | nickytonline-pimp-my-ridemcp · other | Provides car customization and racing build management with vehicle configuration options, driver persona selection, and performance scoring for… | 4 stars | No one-command install · Source | |
| 1485 | 43.275 | oscar-wang-xin-session-savermcp · other | Saves session records to markdown files organized by IDE, date, and description for capturing and persisting conversations from development… | 4 stars | No one-command install · Source | |
| 1486 | 43.275 | labeveryday-network-diagnosticsmcp · other | Network diagnostic and analysis tools for connectivity testing and troubleshooting. | 4 stars | No one-command install · Source | |
| 1487 | 43.275 | holocode-ai-geminimcp · other | Integrates with Google Gemini AI services to provide text-to-image generation, image editing, multi-image composition, and text-to-video creation… | 4 stars | No one-command install · Source | |
| 1488 | 43.275 | sebastianreinig-vibanmcp · other | File-based Kanban board that enables task management through natural language, storing tasks in JSON with YAML configuration for project-specific… | 4 stars | No one-command install · Source | |
| 1489 | 43.275 | office-powerpoint-mcpmcp · other | Enables AI assistants to programmatically create, manipulate, and analyze Microsoft PowerPoint presentations with advanced formatting and template… | 4 stars | No one-command install · Source | |
| 1490 | 43.275 | ashinh-douyin-xiaohongshu-extractormcp · other | Extracts content from Douyin and Xiaohongshu platforms for downloading videos, images, and text with watermark removal capabilities for social media… | 4 stars | No one-command install · Source | |
| 1491 | 43.275 | debug-thinkingmcp · other | Structures debugging processes into a persistent knowledge graph, enabling problem decomposition, hypothesis testing, and reusable solution discovery. | 4 stars | No one-command install · Source | |
| 1492 | 43.275 | lars20070-mathematicamcp · other | Wraps WolframScript CLI to execute Wolfram Language code and retrieve engine information. | 4 stars | No one-command install · Source | |
| 1493 | 43.275 | vidscribemcp · other | Transcribe any video URL to text with one command, supporting 1000+ sites via yt-dlp and multiple ASR providers. | 4 stars | No one-command install · Source | |
| 1494 | 43.275 | algiras-debugiummcp · other | Live debugger with bridge support for Python, JavaScript, TypeScript, Rust, Java, and C/C++. | 4 stars | No one-command install · Source | |
| 1495 | 43.275 | foundry-mcpmcp · other | Turn AI coding assistants into reliable software engineers with structured specs, progress tracking, and automated review. | 4 stars | No one-command install · Source | |
| 1496 | 43.275 | lmwharton-sievemcp · other | Venture capital due diligence with startup screening across seven investment dimensions. | 4 stars | No one-command install · Source | |
| 1497 | 43.275 | cyberragz-magicmirrormcp · other | Controls MagicMirror smart displays and integrates with Home Assistant for smart home automation. | 4 stars | No one-command install · Source | |
| 1498 | 43.275 | symfony-profiler-productowner-romcp · other | Exposes Symfony profiler data to AI-powered IDEs using a two-tier model that returns compact summaries first, with full collector details available on… | 4 stars | No one-command install · Source | |
| 1499 | 43.275 | file-kiwimcp · other | Instant file sharing via file.kiwi with automatic download link generation. | 4 stars | No one-command install · Source | |
| 1500 | 43.275 | maxtedu-bilibilimcp · other | Interact with Bilibili to send danmaku, comments, likes, coins, and favorites on videos. | 4 stars | 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.