Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 5601 | Unranked | barcode-hubmcp · other | Enables barcode decoding from URLs, uploaded files, or raw bytes via HTTP and MCP, supporting formats like EAN13, QRCode, and DataMatrix. | No signals yet | No one-command install · Source | |
| 5602 | Unranked | vortexiq-mcp-connectormcp · other | Enables read-only access to VortexIQ ecommerce AI data, including store audits, KPIs, alerts, brand DNA, and reports, through natural language… | No signals yet | No one-command install · Source | |
| 5603 | Unranked | opendata-adememcp · other | Access to ADEME datasets (French ecological transition agency) - data on energy, environment, waste, transport, housing | No signals yet | No one-command install · Source | |
| 5604 | Unranked | skill-composer-mcpmcp · other | A local AI skill composer that reads, analyzes, compares, and combines SKILL.md skill files, enabling modular skill reuse like Lego blocks. | No signals yet | No one-command install · Source | |
| 5605 | Unranked | mcp-el-salvador-dtemcp · other | Provides tools for El Salvador electronic invoicing (DTE), including IVA calculation, document-type catalog, and DUI/NIT validation. | No signals yet | No one-command install · Source | |
| 5606 | Unranked | mcp-steamos-devkitmcp · other | Manages SteamOS Devkit devices, enabling discovery, pairing, title upload, and remote diagnostics via SSH, ADB, and devkit protocols. | No signals yet | No one-command install · Source | |
| 5607 | Unranked | focalboard-mcpmcp · other | Enables MCP clients to read and manage boards, cards, comments, checklists, and image attachments on a self-hosted Focalboard instance using… | No signals yet | No one-command install · Source | |
| 5608 | Unranked | fallscribe-mcpmcp · other | Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools + resources in any MCP client. | No signals yet | No one-command install · Source | |
| 5609 | Unranked | fallstack-mcpmcp · other | Exposes foldkit's 7-prime spine, κ-bands, and fold operations as MCP tools and resources for use in any MCP client. | No signals yet | No one-command install · Source | |
| 5610 | Unranked | falllearn-mcpmcp · other | Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources for any MCP client. | No signals yet | No one-command install · Source | |
| 5611 | Unranked | footics-mcpmcp · other | Enables AI assistants to interact with the Footics World Cup 2026 prediction game, reading matches, standings, predictions, and optionally submitting… | No signals yet | No one-command install · Source | |
| 5612 | Unranked | fallcorp-mcpmcp · other | Exposes foldkit's 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources in any MCP client, enabling state folding, band… | No signals yet | No one-command install · Source | |
| 5613 | Unranked | digitaltwintopd-mcpmcp · other | Exposes foldkit's 7-prime spine, 7 κ-bands, and 6 fold operations as MCP tools and resources, enabling state folding, band classification, and… | No signals yet | No one-command install · Source | |
| 5614 | Unranked | niceassos-spec-mcpmcp · other | Exposes foldkit's 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources for any MCP client. | No signals yet | No one-command install · Source | |
| 5615 | Unranked | niceassos-mesh-mcpmcp · other | Exposes the foldkit mesh SDK as MCP tools and resources, enabling natural language interaction with the 7-prime spine, κ-bands, and fold operations. | No signals yet | No one-command install · Source | |
| 5616 | Unranked | crew-researchmcp · other | Enables deep web research, verification, and structured report generation with citations directly inside Cursor via MCP. | No signals yet | No one-command install · Source | |
| 5617 | Unranked | salonrunner-mcpmcp · other | Enables AI assistants to find, book, and cancel salon appointments via SalonRunner accounts. Self-hosted for local or remote use. | No signals yet | No one-command install · Source | |
| 5618 | Unranked | bolsaimcp · other | Provides Brazilian financial market data including stock prices, fundamentals, dividends, FIIs, and macro indicators to AI assistants. | No signals yet | No one-command install · Source | |
| 5619 | Unranked | packforai-mcpmcp · other | Converts PDF, DOCX, PPTX, XLSX, CSV, and JSON into clean, compact, AI-ready Markdown, reducing tokens up to 65%. | No signals yet | No one-command install · Source | |
| 5620 | Unranked | yt-dlp-mcpmcp · other | Wraps yt-dlp to enable MCP-compatible clients to look up video metadata and download videos. | No signals yet | No one-command install · Source | |
| 5621 | Unranked | chemdraw-compound-smart-drawing-mcp-toolmcp · other | Enables intelligent identification and validation of compound data from documents and images, then automatically draws compound structures using local… | No signals yet | No one-command install · Source | |
| 5622 | Unranked | it-mcpmcp · other | 远程托管的MCP服务，支持通过自然语言查询一级市场结构化数据，包括公司、融资和投资信息。 | No signals yet | No one-command install · Source | |
| 5623 | Unranked | safe-link-visual-mcpmcp · other | Checks URLs for phishing risks using URL, DNS, HTTP, HTML, and mobile rendering signals, and provides a 1024x1024 PNG visual summary of the page. | No signals yet | No one-command install · Source | |
| 5624 | Unranked | ppt-engine-mcpmcp · other | Drives real PowerPoint desktop application for true-fidelity PDF export and per-slide image export, complementing python-pptx by handling rendering… | No signals yet | No one-command install · Source | |
| 5625 | Unranked | excel-engine-mcpmcp · other | Enables real Excel desktop automation to recalculate formulas, read computed cell values, and export true-fidelity PDFs, complementing library-based… | No signals yet | No one-command install · Source | |
| 5626 | Unranked | hwp-form-automation-mcpmcp · other | Automates Hancom Office HWP forms via COM, converting, extracting, field-filling, and exporting to PDF, preserving original formatting for Korean… | No signals yet | No one-command install · Source | |
| 5627 | Unranked | gnomonmcp · other | Manages a vault of articles and talk pages using an article/talk split pattern, enabling reading, editing, and librarian operations on the vault… | No signals yet | No one-command install · Source | |
| 5628 | Unranked | apprentice-mcpmcp · other | Enables AI assistants to act as apprentices that learn from users through the apprentice effect and spaced repetition, helping users solidify… | No signals yet | No one-command install · Source | |
| 5629 | Unranked | px-pipe-mcpmcp · other | Renders large text blobs as dense PNG image pages via pxpipe, enabling vision models to read content at ~3x token efficiency with a single inline… | No signals yet | No one-command install · Source | |
| 5630 | Unranked | dawarich-mcpmcp · other | Enables interaction with Dawarich location history through tools for maps, stats, places, visits, points, and trip workflows. | No signals yet | No one-command install · Source | |
| 5631 | Unranked | lab-units-mcpmcp · other | Converts clinical blood-test results between conventional and SI units and resolves lab-marker names to canonical analytes. | No signals yet | No one-command install · Source | |
| 5632 | Unranked | productlens-mcpmcp · other | Enables product comparison and analysis for any MCP-compatible AI assistant, with tools like compare_products and list_products. | No signals yet | No one-command install · Source | |
| 5633 | Unranked | game-narrative-mcpmcp · other | 通用游戏叙事引擎 MCP，提供一致性校验、动态运行、Meta 伏笔、Playthrough 对比及 Ink/Yarn 导出等功能。 | No signals yet | No one-command install · Source | |
| 5634 | Unranked | tradingview-mcp-jackson-2mcp · other | Enables AI assistants to control and read data from TradingView Desktop, including morning briefs, chart analysis, Pine Script development, and replay… | No signals yet | No one-command install · Source | |
| 5635 | Unranked | muse-code-space-vibe-codingmcp · other | Auto-document vibe coding sessions by collecting, summarizing, and publishing to multiple platforms. | No signals yet | No one-command install · Source | |
| 5636 | Unranked | muse-code-space-content-geniemcp · other | AI content creation assistant for Korean creators with trend analysis and SEO optimization. | No signals yet | No one-command install · Source | |
| 5637 | Unranked | jasswikimcp · other | Swiss Jass card game encyclopedia, attested and maintained by the Jassverband Schweiz. | No signals yet | No one-command install · Source | |
| 5638 | Unranked | jasswiki-mcpmcp · other | Provides AI assistants with access to an official, cryptographically attested knowledge base of Swiss Jass (230+ articles on rules, variants… | No signals yet | No one-command install · Source | |
| 5639 | Unranked | m5-petit-relationsmcp · other | Enables reading and updating relationship data (likes, dislikes, important info, feelings, closeness, notes) for characters in a multi-character… | No signals yet | No one-command install · Source | |
| 5640 | Unranked | reader3000-mcpmcp · other | Enables sharing Markdown documents for collaborative review with inline annotations and structured change requests. | No signals yet | No one-command install · Source | |
| 5641 | Unranked | explain-lintmcp · other | Enables AI assistants to identify and judge unexplained terms in prose documents by providing differential linting, term context, and ledger… | No signals yet | No one-command install · Source | |
| 5642 | Unranked | mcp-dlmcp · other | A geographic tool service that exposes clustering, distance calculation, and directional sorting as MCP tools via SSE protocol. | No signals yet | No one-command install · Source | |
| 5643 | Unranked | nogra-mcpmcp · other | Provides 32 local tools for managing briefs, dispatch, run events, registry, and redaction in AI-assisted workflows, operating entirely on local… | No signals yet | No one-command install · Source | |
| 5644 | Unranked | recordantmcp · other | Patent-pending diagnostic + decisions-ledger engine for any host software system — operator briefs and a severity-gated MCP console. | No signals yet | No one-command install · Source | |
| 5645 | Unranked | seo-experts-mcpmcp · other | Enables AI assistants to query distilled SEO expert tactics from public content, returning actionable insights linked to original source videos. | No signals yet | No one-command install · Source | |
| 5646 | Unranked | assembly-mcpmcp · other | Converts PDF to Markdown and Markdown to PDF using PyMuPDF and WeasyPrint engines. | No signals yet | No one-command install · Source | |
| 5647 | Unranked | origin-sec-registrymcp · other | AI-readable registry of 8,000+ US public companies with verified SEC EDGAR filing data and cryptographic provenance. | No signals yet | No one-command install · Source | |
| 5648 | Unranked | consumersim-mcp-proxymcp · other | Exposes forecast lookup tools for consumer spending predictions across regions and time periods. | No signals yet | No one-command install · Source | |
| 5649 | Unranked | page-image-mcpmcp · other | Reads website pages and generates one cohesive image per page, with no text and no recognizable human faces. | No signals yet | No one-command install · Source | |
| 5650 | Unranked | witness-mcpmcp · other | Enables to interact with job application workflows through MCP, allowing users to find jobs, generate non-trivial applications with proof-maps, and… | No signals yet | No one-command install · Source | |
| 5651 | Unranked | mood-radio-mcpmcp · other | Enables users to anonymously share and pass along songs with messages in mood-based rooms, and view community-featured radio feeds, relay chains, and… | No signals yet | No one-command install · Source | |
| 5652 | Unranked | saymcp · other | Converts family notices (hospital, government, insurance, delivery) into action cards with confirmed facts and pending verifications, enabling… | No signals yet | No one-command install · Source | |
| 5653 | Unranked | polymarket-news-mcpmcp · other | Connects real-world news to Polymarket prediction markets by matching headlines to relevant markets with live odds. Read-only by default with optional… | No signals yet | No one-command install · Source | |
| 5654 | Unranked | spd-mcpmcp · other | Enables remote control of Siglent SPD3303X DC power supplies via SCPI over TCP/IP, supporting output control, measurement, timers, and network… | No signals yet | No one-command install · Source | |
| 5655 | Unranked | nvidia-vision-mcpmcp · other | Enables AI models to read local images using NVIDIA vision models, supporting image description, text extraction, and custom analysis. | No signals yet | No one-command install · Source | |
| 5656 | Unranked | hunchfulmcp · other | A person's falsifiable, consent-based model of how they work best with AI (CMP) — read it, refine it, add hunches, and find complementary… | No signals yet | No one-command install · Source | |
| 5657 | Unranked | completemcpmcp · other | Enables tailoring resumes to job descriptions by scraping JDs, applying rules, and generating optimized DOCX resumes. | No signals yet | No one-command install · Source | |
| 5658 | Unranked | markusvankempen-ibm-code-enginemcp · other | Connect AI assistants to IBM Code Engine for project, app, build, job, and runtime management. | No signals yet | No one-command install · Source | |
| 5659 | Unranked | freshrss-mcpmcp · other | Enables AI assistants to read and manage FreshRSS feeds, including listing subscriptions, browsing articles, marking read/unread, and starring. | No signals yet | No one-command install · Source | |
| 5660 | Unranked | cert-studymcp · other | Provides a local CBT exam system as MCP tools for Codex, managing study sessions, scoring, wrong answer tracking, and review queues with deterministic… | No signals yet | No one-command install · Source | |
| 5661 | Unranked | technotrackermcp · other | Enables generating a workday schedule and 8-hour timesheet from selected Jira, Outlook, and Teams context via a read-only MCP tool. | No signals yet | No one-command install · Source | |
| 5662 | Unranked | docdb-mcpmcp · other | Resolves patent publication numbers to canonical DOCDB identifiers, providing inventor, publication date, and family ID. | No signals yet | No one-command install · Source | |
| 5663 | Unranked | real-fake-data-mcpmcp · other | Enables AI assistants to generate realistic, synthetic test data on demand, including valid PESELs, NIPs, addresses, and more across 27 EU countries… | No signals yet | No one-command install · Source | |
| 5664 | Unranked | whamlink-mcpmcp · other | Lets MCP clients publish a single file to a permanent, shareable link via whamlink. Supports tools for managing links, including registration… | No signals yet | No one-command install · Source | |
| 5665 | Unranked | medmemorymcp · other | This MCP is capable of analyzing medical documents and prescriptions and giving patient all the medical info it needs and answering their questions | No signals yet | No one-command install · Source | |
| 5666 | Unranked | sky-spine-mcpmcp · other | Automates Spine asset pipeline tasks such as export, texture packing, resource validation, and file summarization through the Spine CLI. | No signals yet | No one-command install · Source | |
| 5667 | Unranked | cua-localmcp · other | Provides a local MCP bridge for AI assistants to control a Mac by observing screen state and performing actions like mouse movement, clicking, typing… | No signals yet | No one-command install · Source | |
| 5668 | Unranked | ko-stock-mcpmcp · other | Provides Korean stock market data, including DART electronic disclosures and KRX trading information, enabling users to query company profiles… | No signals yet | No one-command install · Source | |
| 5669 | Unranked | prep-reminder-mcpmcp · other | Prepares reminders for going out based on weather conditions and suggests meetup spots using weather and location data, with optional AI curation. | No signals yet | No one-command install · Source | |
| 5670 | Unranked | pagelivemcp · other | Publish the pages you build with AI - as a private, tracked, secure link. | No signals yet | No one-command install · Source | |
| 5671 | Unranked | risklens-mcpmcp · other | Enables risk analysis of US public companies by analyzing 8-K filings and insider activity using live SEC EDGAR data. | No signals yet | No one-command install · Source | |
| 5672 | Unranked | mcp-ziweimcp · other | Calculates and returns a Ziwei Doushu (Purple Star Astrology) chart based on birth date, time, and gender. Returns both structured text of the 12… | No signals yet | No one-command install · Source | |
| 5673 | Unranked | mcp-astrologymcp · other | Receives birth information and returns Western astrology natal charts including planetary positions, houses, ASC/MC text, and a chart PNG image. | No signals yet | No one-command install · Source | |
| 5674 | Unranked | sift-mcp-siftmcp · other | Parses JUnit XML test reports to extract root causes, detect cascade failures, deduplicate errors via fingerprinting, and track failure history for… | No signals yet | No one-command install · Source | |
| 5675 | Unranked | gamepick-mcpmcp · other | Helps users choose which Steam games to play or buy by analyzing their library, playtime, discounts, and reviews. | No signals yet | No one-command install · Source | |
| 5676 | Unranked | mcp-ast-explorermcp · other | Provides deterministic Python codebase symbol exploration using AST parsing, with tools for definition lookup, signatures, references, call chains… | No signals yet | No one-command install · Source | |
| 5677 | Unranked | northeast-deal-intelmcp · other | Provides AI assistants with access to commercial real estate deal intelligence for the Northeast US market. | No signals yet | No one-command install · Source | |
| 5678 | Unranked | sibflymcp · other | Provides measured vertical ground motion (subsidence and uplift) for US addresses using NASA OPERA Sentinel-1 InSAR data. | No signals yet | No one-command install · Source | |
| 5679 | Unranked | teamtok-mcpmcp · other | 카톡 팀플방의 대화를 팀원별 역할, 마감, 미정 항목, 제출 체크리스트, 공지 메시지로 정리해주는 대학생용 MCP 서버. | No signals yet | No one-command install · Source | |
| 5680 | Unranked | voting-mcpmcp · other | Principled social-choice aggregation as MCP tools — with a benchmark that measures the accuracy lift over naive majority vote. | No signals yet | No one-command install · Source | |
| 5681 | Unranked | italy-transfersmcp · other | Real-time train, bus, ferry and private transfer prices between 40+ Italian cities | No signals yet | No one-command install · Source | |
| 5682 | Unranked | otp-mcpmcp · other | Enables querying self-hosted OpenTripPlanner for accurate transit routes via MCP, supporting both stdio and HTTP. | No signals yet | No one-command install · Source | |
| 5683 | Unranked | powerfactory-mcp-automationmcp · other | Enables natural-language automation of DIgSILENT PowerFactory for engineering tasks such as load-flow studies, short-circuit calculations, and network… | No signals yet | No one-command install · Source | |
| 5684 | Unranked | mcp-variablemcp · other | Converts between Korean terminology and physical column names using a standard CSV dictionary, enabling developers to look up and transform terms… | No signals yet | No one-command install · Source | |
| 5685 | Unranked | tamil-bible-mcpmcp · other | Provides access to the Tamil Roman Catholic Bible and daily devotional content (daily verse, Mass readings, saint of the day, promise-box verses… | No signals yet | No one-command install · Source | |
| 5686 | Unranked | eazy-bamcp · other | Captures and organizes requirements as markdown, tracks relationships between personas, requirements, use cases, and user stories. | No signals yet | No one-command install · Source | |
| 5687 | Unranked | mcp-sports-coachmcp · other | Enables querying and analyzing sports activities from Strava and Garmin Connect, including sleep and recovery data. | No signals yet | No one-command install · Source | |
| 5688 | Unranked | yixiangqiankun-mcpmcp · other | 基于火珠林法六爻理论和《增删卜易》体系的智能排盘工具，为AI助手提供自动起卦、完整排盘、格局分析和专业解读等六爻占卜功能。 | No signals yet | No one-command install · Source | |
| 5689 | Unranked | vibetutor-mcpmcp · other | Personal AI tutor MCP that automatically generates structured coding practice materials based on coding context and local files. | No signals yet | No one-command install · Source | |
| 5690 | Unranked | resume-adminmcp · other | Enables querying admin sign-in data from resume.naplab.org, such as last sign-in and sign-in counts, via natural language. | No signals yet | No one-command install · Source | |
| 5691 | Unranked | store-ops-mcpmcp · other | Enables store operations including inventory and sales queries and automated replenishment ordering through natural language. | No signals yet | No one-command install · Source | |
| 5692 | Unranked | islobodan-crunchermcp · other | Scientific calculator with 43 tools covering arithmetic, trigonometry, statistics, and unit conversion. | No signals yet | No one-command install · Source | |
| 5693 | Unranked | orcool-studiomcp · other | Self-service creative engine: a living market-signal feed, narratives your experts judge, and a Brand Lens that gets you to a winning ad faster. Sold… | No signals yet | No one-command install · Source | |
| 5694 | Unranked | telldonemcp · other | Voice-first planning app with notes, tasks, events, and AI reports for iOS and Apple Watch. | No signals yet | No one-command install · Source | |
| 5695 | Unranked | cast-hubmcp · other | Controls CastHub digital signage — manage TVs, presentations, schedules, and emergency alerts via AI. | No signals yet | No one-command install · Source | |
| 5696 | Unranked | text-to-speechmcp · other | Enables text-to-speech conversion using Google Translate's TTS, supporting many languages and accents, and saving MP3 files. | No signals yet | No one-command install · Source | |
| 5697 | Unranked | airlymcp · other | Enables natural language interaction with air quality data from Airly, including real-time measurements, nearby stations, and forecasts. | No signals yet | No one-command install · Source | |
| 5698 | Unranked | ai-godot-mcpmcp · other | Enables AI-driven game development by providing MCP tools to interact with the Godot editor, including scene editing, node manipulation, script… | No signals yet | No one-command install · Source | |
| 5699 | Unranked | voice-mcpmcp · other | Enables AI assistants to generate speech with custom cloned voices via DashScope or ElevenLabs, with an inline audio player and visualizer panel. | No signals yet | No one-command install · Source | |
| 5700 | Unranked | ireal-mcpmcp · other | Builds piano-friendly iReal Pro chord charts with deterministic layout, harmonic analysis, and a standalone HTML export. Provides tools to create… | No signals yet | 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.