Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1501 | 43.275 | pushks18-godotmcp · other | Enables AI-assisted Godot 4.x game development with tools for editor control, scene creation, GDScript authoring, and asset inspection. | 4 stars | No one-command install · Source | |
| 1502 | 43.275 | 2975647277-xiaohongshumcp · other | Automates content creation and publishing on Xiaohongshu (Little Red Book) including AI-generated posts and cover images. | 4 stars | No one-command install · Source | |
| 1503 | 43.275 | korextmcp · other | Governance copilot for AI-assisted coding with architecture rules and proof bundles. | 4 stars | No one-command install · Source | |
| 1504 | 43.275 | lucasjiang-shoplinemcp · other | Manage Shopline e-commerce operations with 143 tools for products, orders, and customers. | 4 stars | No one-command install · Source | |
| 1505 | 43.275 | sergiocz28-resolve-fusionmcp · other | Control DaVinci Resolve's Fusion page for node-based compositing via a TCP socket bridge. | 4 stars | No one-command install · Source | |
| 1506 | 43.275 | dilane-kamga-brvmmcp · other | Provides live market data from West Africa's BRVM regional stock exchange with 7 tools for quotes, company info, and market summaries. | 4 stars | No one-command install · Source | |
| 1507 | 43.275 | minizinc-mcpmcp · other | Enables solving constraint satisfaction and optimization problems using MiniZinc models via a single tool. | 4 stars | No one-command install · Source | |
| 1508 | 43.275 | cafercangundogdu-google-drivemcp · other | Provides comprehensive Google Drive access with 41 tools across file operations, permissions, comments, revisions, shared drives, and labels. | 4 stars | No one-command install · Source | |
| 1509 | 43.275 | yesc97-biopharma-catalystmcp · other | Forensic biopharma research tool that audits biotech companies by cross-referencing ClinicalTrials, SEC EDGAR, and FDA data. | 4 stars | No one-command install · Source | |
| 1510 | 43.275 | biopharma-catalyst-mcpmcp · other | Enables biopharma catalyst research by aggregating signals from ClinicalTrials.gov, PubMed, SEC EDGAR, openFDA, and Yahoo Finance, with a single tool… | 4 stars | No one-command install · Source | |
| 1511 | 43.275 | gh-thanabordeen-mcpumcp · other | Transforms Arduino-compatible microcontrollers into AI-controllable devices via MCP over Serial or TCP. | 4 stars | No one-command install · Source | |
| 1512 | 43.275 | finalscave-ndktracemcp · other | Analyzes Android NDK crashes by resolving native symbols with ELF BuildId verification for AI-assisted crash diagnosis. | 4 stars | No one-command install · Source | |
| 1513 | 43.275 | cyrillegrowth-economisormcp · other | MCP gateway for AI token optimization with semantic caching, multi-provider routing, and up to 99% context reduction via intelligent compression. | 4 stars | No one-command install · Source | |
| 1514 | 43.275 | mcp-moodlemcp · other | Enables AI assistants to interact with Moodle via web services, allowing tasks like listing courses, assignments, events, and downloading files. | 4 stars | No one-command install · Source | |
| 1515 | 43.275 | stormscopemcp · other | Provides real-time US weather data for AI assistants via MCP, including current conditions, forecasts, alerts, severe weather outlooks, radar… | 4 stars | No one-command install · Source | |
| 1516 | 43.275 | 2d-assets-mcpmcp · other | Generates mock 2D PNG assets for game prototypes, supporting gradients, patterns, text, spritesheets, and embedded metadata. | 4 stars | No one-command install · Source | |
| 1517 | 43.275 | flowvenuemcp · other | Enterprise workflow automation platform exposing business processes as AI-callable MCP tools for approvals, CRM, HR, expense management, and support… | 4 stars | No one-command install · Source | |
| 1518 | 43.275 | xpos587-nushellmcp · other | Provides direct access to Nushell's modern shell environment with structured data processing, command execution, background process management, and… | 4 stars | No one-command install · Source | |
| 1519 | 43.275 | webcake-storefront-mcpmcp · other | Enables AI assistants to build, validate, and publish storefront pages to WebCake/StoreCake sites based on natural language descriptions. | 4 stars | No one-command install · Source | |
| 1520 | 43.275 | dstrupl-vardogermcp · other | Personalizes AI coding assistants by analyzing local conversation history on-device. | 4 stars | No one-command install · Source | |
| 1521 | 43.275 | omp-instances-control-planemcp · other | Local MCP control plane for managing multiple Oh My Pi processes via Unix sockets, enabling discovery, messaging, and lifecycle operations. | 4 stars | No one-command install · Source | |
| 1522 | 43.275 | house-of-wisdom-mcpmcp · other | Enables querying multiple AI models simultaneously and returns all answers unmerged for the user to weigh. | 4 stars | No one-command install · Source | |
| 1523 | 43.275 | nyxtools-dicom-hl7mcp · other | Healthcare interoperability toolkit bridging DICOM, HL7v2, and FHIR with vendor-specific tag decoding and Mirth channel generation. | 4 stars | No one-command install · Source | |
| 1524 | 43.275 | mrslbt-ripprmcp · other | Extract YouTube video transcripts in multiple formats for use in AI workflows. | 4 stars | No one-command install · Source | |
| 1525 | 43.275 | yamanoku-aria-validatormcp · other | Validates ARIA roles and attributes for web accessibility development, providing type checking, value validation, and information about available ARIA… | 4 stars | No one-command install · Source | |
| 1526 | 43.275 | grafyxmcp · other | Enables AI coding assistants to understand codebase architecture in real time by parsing source code into a relationship graph and exposing call… | 4 stars | No one-command install · Source | |
| 1527 | 43.275 | domdomegg-starling-bankmcp · other | View and control your Starling Bank account | 4 stars | No one-command install · Source | |
| 1528 | 43.275 | gpui-mcpmcp · other | An embedded, cross-platform Model Context Protocol bridge for testing and automating GPUI applications. | 4 stars | No one-command install · Source | |
| 1529 | 43.275 | byggarepop-tokensavermcp · other | Reduces token usage when working with AI coding assistants by serving only relevant file contents. | 4 stars | No one-command install · Source | |
| 1530 | 43.275 | anonymize-mcpmcp · other | Anonymize PII and redact text for GDPR using real NLP, not just regex. Czech-first, built on ÚFAL/LINDAT (MasKIT + NameTag NER) with 80+ PII patterns… | 4 stars | No one-command install · Source | |
| 1531 | 43.275 | mcp-hassmcp · other | Connects AI assistants to Home Assistant, enabling them to discover and control smart home entities, services, areas, devices, and cameras via the… | 4 stars | No one-command install · Source | |
| 1532 | 43.275 | semiotronika-linzamcp · other | Local-first MCP sidecar for Markdown knowledge artifacts, review cards, and supervised learning. | 4 stars | No one-command install · Source | |
| 1533 | 43.275 | aelf-node-skillmcp · other | Enables interaction with AElf blockchain nodes, allowing users to read chain status, execute contract transactions, and manage custom nodes through… | 4 stars | No one-command install · Source | |
| 1534 | 43.275 | siddmax-nameramcp · other | Validates startup names by checking domain, trademark, and social media availability across registries. | 4 stars | No one-command install · Source | |
| 1535 | 43.275 | corbat-tech-coding-standardsmcp · other | Enforce production-grade coding standards with DDD, SOLID, and TDD guardrails. | 4 stars | No one-command install · Source | |
| 1536 | 43.275 | hairyhenderson-obsidian-tasksmcp · other | Parses Obsidian task data directly from markdown files with support for status filters, due date comparisons, tag inclusion and exclusion, path… | 4 stars | No one-command install · Source | |
| 1537 | 43.275 | pkolawa-krs-polandmcp · other | Access Polish National Court Register data | 4 stars | No one-command install · Source | |
| 1538 | 43.275 | socialneuronmcp · other | Social media management suite with 52 tools for content creation, distribution, analysis, and optimization. | 4 stars | No one-command install · Source | |
| 1539 | 43.275 | google-ads-mcp-unofficialmcp · other | Unofficial Google Ads MCP for campaigns, keywords, budgets, reports and gated mutations. | 4 stars | No one-command install · Source | |
| 1540 | 43.275 | slideforgemcp · other | Generate consulting-quality PowerPoint slides and decks from natural language using 38 professional templates. | 4 stars | No one-command install · Source | |
| 1541 | 43.275 | gobbler-mcpmcp · other | Converts YouTube videos, audio, documents, and web pages to clean markdown with YAML frontmatter, providing AI assistants with structured content via… | 4 stars | No one-command install · Source | |
| 1542 | 43.275 | singapore-mcpmcp · other | Enables interaction with Singapore public data including datasets, real-time traffic, weather, and geospatial services through MCP. | 4 stars | No one-command install · Source | |
| 1543 | 43.275 | gh-aaronsb-jira-cloudmcp · other | Jira Cloud integration for issue management, boards, and sprints. | 4 stars | No one-command install · Source | |
| 1544 | 43.275 | coderef-aimcp · other | A tool for vibecoding personnel and non-programmers to perform static code audit, query knowledge graph, and generate project documentation via MCP… | 4 stars | No one-command install · Source | |
| 1545 | 43.275 | sintexer-jvmsrcmcp · other | Fetch Java source code, method signatures, and class structure using Gradle-accurate JVM classpaths. | 4 stars | No one-command install · Source | |
| 1546 | 43.275 | mbrekhof-office-documentsmcp · other | Reads, writes, and converts Microsoft Office documents via 24 tools covering Word creation from Markdown, Excel analysis, VBA extraction, and format… | 4 stars | No one-command install · Source | |
| 1547 | 43.275 | yongzhe-wang-apple-calendarmcp · other | Read and manage macOS Calendar.app events via AppleScript with six tools for CRUD operations. | 4 stars | No one-command install · Source | |
| 1548 | 43.275 | commutescoutmcp · other | Provides live California road conditions, route planning, and an AI assistant over MCP, enabling natural-language queries about traffic, closures… | 4 stars | No one-command install · Source | |
| 1549 | 43.498 | stefanskiasan-semgrepmcp · other | Integrates Semgrep static analysis capabilities for automated code scanning, vulnerability detection, and security checks in development workflows. | 2 stars · 2 forks | No one-command install · Source | |
| 1550 | 43.498 | sidharthrajaram-timemcp · other | Provides current time and date information. | 2 stars · 2 forks | No one-command install · Source | |
| 1551 | 43.498 | markdown-to-htmlmcp · other | Converts Markdown content to HTML with syntax highlighting, ensuring proper formatting and security through sanitization | 2 stars · 2 forks | No one-command install · Source | |
| 1552 | 43.498 | ixe1-code-scannermcp · other | Analyzes source code across multiple programming languages to extract structural information like classes, functions, and variables, with flexible… | 2 stars · 2 forks | No one-command install · Source | |
| 1553 | 43.498 | cqtrinv-trinvmcpmcp · other | Explore French communes and cadastral parcels based on name and surface | 2 stars · 2 forks | No one-command install · Source | |
| 1554 | 43.498 | sammylin-stock-pricemcp · other | Integrates with yfinance library to provide real-time stock prices, historical market data, and detailed company information across global exchanges… | 2 stars · 2 forks | No one-command install · Source | |
| 1555 | 43.498 | authorprofilemcp-2mcp · other | Discover co-authors and collaboration networks for any researcher. Extract research interests and keywords from scholar profiles to understand… | 2 stars · 2 forks | No one-command install · Source | |
| 1556 | 43.498 | authorprofilemcpmcp · other | Discover co-authors and collaboration networks for any researcher. Extract research interests and keywords from scholar profiles to understand… | 2 stars · 2 forks | No one-command install · Source | |
| 1557 | 43.498 | academic-author-networkmcp · other | Aggregates academic data from Semantic Scholar, OpenAlex, Crossref, and Google Scholar to discover research collaborators with collaboration frequency… | 2 stars · 2 forks | No one-command install · Source | |
| 1558 | 43.498 | allthatjazzleo-mantrachainmcp · other | Integration with the Mantra Chain blockchain. | 2 stars · 2 forks | No one-command install · Source | |
| 1559 | 43.498 | jim-coyne-hyperfabricmcp · other | Automate Cisco Hyperfabric data center switching fabrics | 2 stars · 2 forks | No one-command install · Source | |
| 1560 | 43.498 | fast-paddleocr-mcpmcp · other | Extracts text from images using PaddleOCR and outputs results in markdown format, optimized for fast inference with GPU auto-detection. | 2 stars · 2 forks | No one-command install · Source | |
| 1561 | 43.498 | marceausolutions-rideshare-comparison-mcpmcp · other | Compare Uber and Lyft prices for any route in real-time with fare estimates, surge pricing info, and cheapest option recommendations | 2 stars · 2 forks | No one-command install · Source | |
| 1562 | 43.498 | marceausolutions-hvac-quotes-mcpmcp · other | HVAC equipment RFQ management for contractors - submit quotes to distributors, track responses, and compare pricing | 2 stars · 2 forks | No one-command install · Source | |
| 1563 | 43.498 | hvac-quotesmcp · other | Enables HVAC equipment Request for Quote (RFQ) management via MCP, allowing users to submit RFQs, check status, and compare quotes from distributors. | 2 stars · 2 forks | No one-command install · Source | |
| 1564 | 43.498 | mikeybeez-remindersmcp · other | Provides persistent reminder management with priority-based organization and Obsidian integration for seamless transition of important reminders into… | 2 stars · 2 forks | No one-command install · Source | |
| 1565 | 43.498 | stevengonsalvez-todoistmcp · other | Provides a bridge to the Todoist task management platform, enabling advanced project and task management capabilities like creating tasks, organizing… | 2 stars · 2 forks | No one-command install · Source | |
| 1566 | 43.498 | jimdrews-trellomcp · other | Manage Trello boards, lists, and cards from any MCP-compatible AI assistant. | 2 stars · 2 forks | No one-command install · Source | |
| 1567 | 43.498 | mcpcentral-timemcp · other | Provides time and date utilities with timezone conversion | 2 stars · 2 forks | No one-command install · Source | |
| 1568 | 43.498 | strato-scopus-mcpmcp · other | Connects Scopus to AI assistants for literature discovery. Provides tools for finding papers, experts, citation networks, and analyzing research… | 2 stars · 2 forks | No one-command install · Source | |
| 1569 | 43.498 | charles-adedotun-lilith-shellmcp · other | Enables secure execution of terminal commands with configurable working directories and timeout protection, capturing stdout, stderr, and exit codes… | 2 stars · 2 forks | No one-command install · Source | |
| 1570 | 43.498 | paulieb14-graph-aavemcp · other | Query AAVE V2/V3 lending and governance data across 7 chains via The Graph subgraphs. | 2 stars · 2 forks | No one-command install · Source | |
| 1571 | 43.498 | multimodal-proxymcp · other | 为纯文本主模型提供多模态能力的MCP服务器，通过外包图像、视频和音频分析给外部多模态模型并回填文字结果。 | 2 stars · 2 forks | No one-command install · Source | |
| 1572 | 43.498 | sellfox-mcpmcp · other | Enables AI assistants to query and analyze Amazon seller data from Sellfox, including sales, advertising, profits, inventory, and reviews, through… | 2 stars · 2 forks | No one-command install · Source | |
| 1573 | 43.498 | bakyang2-kr-crypto-intelligencemcp · other | Korean crypto market data with real-time Kimchi Premium, stablecoin premium, and exchange price analysis. | 2 stars · 2 forks | No one-command install · Source | |
| 1574 | 43.498 | khglynn-spotify-bulk-actionsmcp · other | Bulk Spotify operations with confidence-scored song matching and batch playlist creation | 2 stars · 2 forks | No one-command install · Source | |
| 1575 | 43.498 | jd-intel-mcpmcp · other | Enables AI assistants to fetch and structure job postings from major ATS platforms (Greenhouse, Lever, Ashby, etc.) directly, eliminating copy-paste… | 2 stars · 2 forks | No one-command install · Source | |
| 1576 | 43.498 | dhebp-deromcp · other | MCP interface for the DERO privacy blockchain — accounts, transactions, and smart contracts. | 2 stars · 2 forks | No one-command install · Source | |
| 1577 | 43.498 | oscal-compass-compliance-trestlemcp · other | OSCAL security compliance documentation authoring tools. | 2 stars · 2 forks | No one-command install · Source | |
| 1578 | 43.498 | wyre-technology-datto-saas-protectionmcp · other | Manage Datto SaaS Protection backups for Microsoft 365 and Google Workspace. | 2 stars · 2 forks | No one-command install · Source | |
| 1579 | 43.498 | ranklancer-piholemcp · other | Manage Pi-hole v6 instances — queries, blocklists, groups, and statistics. | 2 stars · 2 forks | No one-command install · Source | |
| 1580 | 43.498 | creative-clawmcp · other | AI creative studio for generating images, video, audio, and 3D models through natural language. | 2 stars · 2 forks | No one-command install · Source | |
| 1581 | 43.498 | davidmosiah-ouramcp · other | Privacy-first Oura Ring integration for sleep, activity, and heart rate data analysis. | 2 stars · 2 forks | No one-command install · Source | |
| 1582 | 43.498 | yawlabs-electron-mcpmcp · other | Provides 18 tools for Electron development, including secure IPC scaffolding, security audits, migration assistance, and build error diagnosis… | 2 stars · 2 forks | No one-command install · Source | |
| 1583 | 43.498 | yawlabs-electronmcp · other | Development intelligence for Electron.js apps covering IPC scaffolding, security auditing, build tooling, and version migration guidance. | 2 stars · 2 forks | No one-command install · Source | |
| 1584 | 43.809 | united-states-weather-data-accessmcp · other | Provide real-time access to United States weather data through the National Weather Service. Enable applications to retrieve accurate and up-to-date… | 1,300 installs | No commit datelisted | No one-command install · Source |
| 1585 | 44.256 | tzafrir-replicatemcp · other | Integrates with Replicate to provide access to AI models for image generation, with features like parameter customization and output resizing. | 3 stars · 1 fork | No one-command install · Source | |
| 1586 | 44.256 | aroglahcim-magick-convertmcp · other | Integrates with ImageMagick's CLI to enable image processing and manipulation tasks like resizing, format conversion, and applying filters or effects. | 3 stars · 1 fork | No one-command install · Source | |
| 1587 | 44.256 | mccartykim-goose-fmmcp · other | Integrates with RTL-SDR hardware to enable FM radio tuning, playback control, and audio analysis for smart home and voice-controlled applications. | 3 stars · 1 fork | No one-command install · Source | |
| 1588 | 44.256 | bartoszkula9898-sequential-thinkingmcp · other | Provides a framework for structured thought processes, including dynamic adaptation, semantic analysis, and cognitive bias detection, enabling complex… | 3 stars · 1 fork | No one-command install · Source | |
| 1589 | 44.256 | shahanneda-random-number-generatormcp · other | Provides random number generation capabilities for generating integers and floats within specified ranges, suitable for simulations, games, or… | 3 stars · 1 fork | No one-command install · Source | |
| 1590 | 44.256 | yuheinkasaka-scrapboxmcp · other | Integrates with Scrapbox to retrieve page content, enabling incorporation of collaborative note-taking and knowledge management data into workflows | 3 stars · 1 fork | No one-command install · Source | |
| 1591 | 44.256 | siddontang-tidb-aimcp · other | Integrates with TiDB AI to enable direct querying and response streaming within code editors through a lightweight Go-based bridge. | 3 stars · 1 fork | No one-command install · Source | |
| 1592 | 44.256 | guilhermelirio-homeassistantmcp · other | Bridges Home Assistant with smart home devices, enabling status checks, entity control, and service calls through natural language interactions. | 3 stars · 1 fork | No one-command install · Source | |
| 1593 | 44.256 | sdilogin-filesystem-androidmcp · other | Enables secure access to Android project files for browsing and analyzing source code, with validation for authentic projects and filtering to prevent… | 3 stars · 1 fork | No one-command install · Source | |
| 1594 | 44.256 | aaronsb-jira-insightsmcp · other | Enables programmatic management of Jira Insights asset schemas through CRUD operations on object types and AQL queries, streamlining IT asset… | 3 stars · 1 fork | No one-command install · Source | |
| 1595 | 44.256 | zealgeo-geo-calculatormcp · other | Provides geospatial calculation capabilities for coordinate conversion and spatial analysis, enabling GIS applications and geometry processing without… | 3 stars · 1 fork | No one-command install · Source | |
| 1596 | 44.256 | demcp-meson-crosschainmcp · other | Enables secure cross-chain cryptocurrency transfers between Ethereum, Arbitrum, Avalanche, and other blockchains using the Meson Protocol, with local… | 3 stars · 1 fork | No one-command install · Source | |
| 1597 | 44.256 | yutakobayashi-webforai-text-extractormcp · other | Extracts and processes web page content into clean, readable markdown format for research and information gathering | 3 stars · 1 fork | No one-command install · Source | |
| 1598 | 44.256 | nick-wati-lead-qualifiermcp · other | Automates sales lead qualification by extracting and scoring prospect information from conversations and seamlessly syncing qualified leads to CRM… | 3 stars · 1 fork | No one-command install · Source | |
| 1599 | 44.256 | asrvd-flux-ao-arweavemcp · other | Integrates with Arweave and AO ecosystems to enable developers to run, create, and test AO code and blueprints using natural language commands without… | 3 stars · 1 fork | No one-command install · Source | |
| 1600 | 44.256 | hot-newsmcp · other | Provides real-time news and trending topics through ByteDance's implementation, enabling access to current events and breaking news for building… | 3 stars · 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.