Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1301 | 38.412 | liuhua1307-checkstylemcp · other | Code linting and auto-fixing for Go, Java, and Lua projects. | 3 stars | No one-command install · Source | |
| 1302 | 38.412 | riotofgeese-geminimcp · other | Google Gemini integration for text, image, and video generation with Codex CLI compatibility | 3 stars | No one-command install · Source | |
| 1303 | 38.412 | polygon-mcpmcp · other | Enables querying real-time and historical financial market data for stocks, options, forex, and crypto, including quotes, trades, technical… | 3 stars | No one-command install · Source | |
| 1304 | 38.412 | salrad22-code-sentinelmcp · other | Analyzes code for security vulnerabilities, deceptive patterns, placeholders, and code smells that traditional linters miss. | 3 stars | No one-command install · Source | |
| 1305 | 38.412 | 3io-w-strawbery-unicode-character-countermcp · other | Provides Unicode character counting and position tracking for text analysis with support for CJK and multilingual content. | 3 stars | No one-command install · Source | |
| 1306 | 38.412 | ryan-shaw-poeditormcp · other | Integrates with POEditor's translation management platform to streamline localization workflows by enabling bulk translation operations, term… | 3 stars | No one-command install · Source | |
| 1307 | 38.412 | google-workspace-compliance-audit-toolmcp · other | An automated security audit tool for Google Workspace environments that assesses compliance with multiple regulatory frameworks using AI-powered… | 3 stars | No one-command install · Source | |
| 1308 | 38.412 | elminson-toonmcp · other | Converts structured data formats into compact tabular notation where field names appear once in headers, reducing token usage by 50-70%. | 3 stars | No one-command install · Source | |
| 1309 | 38.412 | kasanova-io-kaspamcp · other | Integrates with the Kaspa cryptocurrency network for wallet operations including balance checking, fee estimation, token transfers, and transaction… | 3 stars | No one-command install · Source | |
| 1310 | 38.412 | korobkov-v-porkbunmcp · other | Manage Porkbun domains, DNS records, DNSSEC, SSL certificates, and URL forwarding with safe read-only defaults. | 3 stars | No one-command install · Source | |
| 1311 | 38.412 | svretina-nougat-ocrmcp · other | Extracts text from scientific PDFs using Meta's Nougat model, preserving mathematical equations, tables, and complex document structures. | 3 stars | No one-command install · Source | |
| 1312 | 38.412 | realyoungk-opendartmcp · other | Retrieves corporate financial disclosures, periodic statements, shareholding reports, and securities registration documents from South Korea's DART… | 3 stars | No one-command install · Source | |
| 1313 | 38.412 | cortexd-labs-mcpdmcp · other | Exposes 100+ Linux system administration tools covering processes, services, networking, containers, packages, storage, security, and desktop… | 3 stars | No one-command install · Source | |
| 1314 | 38.412 | measure-spacemcp · other | Weather, climate, air quality, agriculture, pollen, and geocoding forecast services. | 3 stars | No one-command install · Source | |
| 1315 | 38.412 | shaoqigit-pynastranmcp · other | Integrates with Nastran finite element analysis through pyNastran to read BDF input files, extract OP2 results, perform mesh quality checks, and… | 3 stars | No one-command install · Source | |
| 1316 | 38.412 | lf112-mermaid-validatormcp · other | Validates Mermaid diagram syntax and renders diagrams as SVG images with detailed error reporting. | 3 stars | No one-command install · Source | |
| 1317 | 38.412 | huslage-topo-shadow-boxmcp · other | Generates 3D-printable topographic shadow boxes from real terrain and OpenStreetMap data. | 3 stars | No one-command install · Source | |
| 1318 | 38.412 | venkatviswa-sf-schema-intelligencemcp · other | Provides deterministic, org-specific Salesforce schema analysis including field lookups, ER diagram generation, schema diffing, and change tracking. | 3 stars | No one-command install · Source | |
| 1319 | 38.412 | taciturnaxolotl-traversemcp · other | Interactive code walkthrough diagrams using Mermaid syntax with clickable nodes and explanations. | 3 stars | No one-command install · Source | |
| 1320 | 38.412 | kusy2009-cdisc-coremcp · other | Validates clinical datasets against CDISC conformance rules with browsing of 981+ validation rules, standard filtering, and controlled terminology… | 3 stars | No one-command install · Source | |
| 1321 | 38.412 | adamescj-pokemcpmcp · other | Play Pokemon Fire Red through mGBA emulator with AI-controlled battles and gameplay. | 3 stars | No one-command install · Source | |
| 1322 | 38.412 | h4rm00n-joplin-rustmcp · other | Manages Joplin notes, notebooks, tags, and resources through a Rust-based implementation with stdio and HTTP transport. | 3 stars | No one-command install · Source | |
| 1323 | 38.412 | local-ai-genmcp · other | Local AI generation for images, audio, speech, and 3D models using open source models. | 3 stars | No one-command install · Source | |
| 1324 | 38.412 | madrix-mcpmcp · other | Enables AI-driven control of MADRIX LED lighting software, providing over 100 tools for storage, layer, cue list, timeline, audio, output, and color… | 3 stars | No one-command install · Source | |
| 1325 | 38.412 | iac-mcpmcp · other | Enables AI to dynamically discover and control native macOS applications (like Finder, Mail, Safari) through AppleScript/JXA automation without… | 3 stars | No one-command install · Source | |
| 1326 | 38.412 | gh-mabaam-vfx-parsersmcp · other | Parse and generate professional VFX file formats including Nuke scripts, MaterialX shading networks, and USD ASCII scene descriptions. | 3 stars | No one-command install · Source | |
| 1327 | 38.412 | torchv-aismcp · other | Read, write, and admin access to TorchV AIS enterprise knowledge base systems. | 3 stars | No one-command install · Source | |
| 1328 | 38.412 | yifanyifan897645-webcheckmcp · other | Analyzes website health across SEO, accessibility, performance, and security dimensions with broken link detection and page comparison. | 3 stars | No one-command install · Source | |
| 1329 | 38.412 | rss-newsmcp · other | Enables AI to manage RSS subscriptions, fetch and summarize news, and organize results into tools like Notion. | 3 stars | No one-command install · Source | |
| 1330 | 38.412 | xjtlumedia-markdown-formattermcp · other | Convert Markdown to PDF, DOCX, HTML, and 7 other formats locally. | 3 stars | No one-command install · Source | |
| 1331 | 38.412 | meshledger-meshledgermcp · other | AI-to-AI marketplace with on-chain escrow | 3 stars | No one-command install · Source | |
| 1332 | 38.412 | redux-mcpmcp · other | Connects AI tools to Redux state, enabling reading state, listing/dispatching actions, resetting history, and receiving live WebSocket updates. | 3 stars | No one-command install · Source | |
| 1333 | 38.412 | n1snt-reduxmcp · other | Bridge AI tools to Redux state management for reading state, observing actions, and dispatching to stores via WebSocket. | 3 stars | No one-command install · Source | |
| 1334 | 38.412 | rockyale-zerionmcp · other | Access Zerion crypto portfolio data including wallets, transactions, NFTs, and swaps across EVM, Solana, and Bitcoin. | 3 stars | No one-command install · Source | |
| 1335 | 38.412 | karellen-rr-reverse-debuggermcp · other | Integrates Mozilla's rr record-and-replay debugging tool with GDB for bidirectional debugging with breakpoint management, state inspection, and… | 3 stars | No one-command install · Source | |
| 1336 | 38.412 | catrinmdonnelly-royalmail-mcpmcp · other | Book, label, track and cancel Royal Mail and Parcelforce shipments. 33 UK and international services via friendly keys or raw Service Register codes… | 3 stars | armory install catrinmdonnelly-royalmail-mcp --cli claude | |
| 1337 | 38.412 | m-pineapple-texteditmcp · other | Integrates with macOS TextEdit to enable rich text document creation, editing, and formatting operations through RTF manipulation without manual… | 3 stars | No one-command install · Source | |
| 1338 | 38.412 | bnovik0v-moltdjmcp · other | Molecular dynamics simulation toolkit for protein-ligand docking and analysis. | 3 stars | No one-command install · Source | |
| 1339 | 38.412 | fabsbags-sbbmcp · other | Swiss Federal Railways train schedules, pricing, and ticket links via the SBB SMAPI. | 3 stars | No one-command install · Source | |
| 1340 | 38.412 | paimonchan-paimon-fetchmcp · other | Fetches web pages and converts them to clean readable markdown using readability algorithms, with SSRF protection, caching, and rate limiting. | 3 stars | No one-command install · Source | |
| 1341 | 38.412 | syscadmcp · other | Official MCP wrapper for SysCAD, a geometric CAD prototyping environment from Suzhou Tongyuan. | 3 stars | No one-command install · Source | |
| 1342 | 38.412 | vehicle-mcpmcp · other | Enables AI assistants to control vehicles by checking battery status, managing climate, and locking/unlocking doors via Skoda Connect integration. | 3 stars | No one-command install · Source | |
| 1343 | 38.412 | chicogong-ffvoicemcp · other | Offline speech-to-text and speaker diarization using on-device Whisper processing. | 3 stars | No one-command install · Source | |
| 1344 | 38.412 | thread-mind-mcpmcp · other | Structures AI conversations into hierarchical thread trees, replacing full history with concise summaries to reduce token consumption and preserve… | 3 stars | No one-command install · Source | |
| 1345 | 38.412 | mahmoud-nb-thread-mindmcp · other | Organizes AI conversations into hierarchical threads with compact summaries to reduce token consumption, with solo and team modes. | 3 stars | No one-command install · Source | |
| 1346 | 38.412 | mrdainami-ffmpegmcp · other | Wraps ffmpeg for video and audio editing operations through AI-driven shell commands. | 3 stars | No one-command install · Source | |
| 1347 | 38.412 | vernonstinebaker-webdavmcp · other | Zero-dependency WebDAV integration as a single static binary with no runtime requirements. | 3 stars | No one-command install · Source | |
| 1348 | 38.412 | pabalmcp · other | Manages App Store Connect and Google Play Console workflows for app store optimization | 3 stars | No one-command install · Source | |
| 1349 | 38.412 | webex-bot-mcpmcp · other | Enables automated messaging, room management, and team collaboration through the Webex platform using a bot. | 3 stars | No one-command install · Source | |
| 1350 | 38.412 | gh-ondrejlapes-gretlmcp · other | Control the Gretl econometrics software via natural language commands. | 3 stars | No one-command install · Source | |
| 1351 | 38.412 | qubic-mcpmcp · other | Qubic blockchain tools for balances, prices, transfers, and wallets. | 3 stars | No one-command install · Source | |
| 1352 | 38.412 | codex-mcp-abaqusmcp · other | Enables to interact with Abaqus FEA software through an MCP bridge, supporting connection checks, script execution, model queries, job submission, and… | 3 stars | No one-command install · Source | |
| 1353 | 38.412 | ghostsecuritymcp · other | Provides programmatic access to Ghost Security's application security platform | 3 stars | No one-command install · Source | |
| 1354 | 38.412 | saminkhan1-context-compressionmcp · other | Lossless structured-context compression for JSON, CSV, and other formats achieving ~13% token savings via a stdio MCP adapter. | 3 stars | No one-command install · Source | |
| 1355 | 38.412 | fluent-research-mcpmcp · other | Automates Ansys Fluent simulation workflows, enabling environment checks, case execution, UDF management, and result export through MCP tools. | 3 stars | No one-command install · Source | |
| 1356 | 38.412 | magnus919-shlinkmcp · other | Integrates with a self-hosted Shlink instance to create, list, retrieve, and delete shortened URLs and manage tags. | 3 stars | No one-command install · Source | |
| 1357 | 38.412 | skydeckai-aiddmcp · other | Integrates file system, code analysis, Git, and execution capabilities to enable AI-driven development workflows across multiple programming… | 3 stars | No one-command install · Source | |
| 1358 | 38.412 | baidu-netdisk-knowledge-mcpmcp · other | Connects Baidu Netdisk to MCP-compatible AI clients, enabling AI to safely read selected files and generate summaries, key points, to-dos, tags, and… | 3 stars | No one-command install · Source | |
| 1359 | 38.412 | evidai-xstocksmcp · other | Buy tokenized US stocks on Solana via Jupiter DEX in USDC with daily cap and dry-run mode. | 3 stars | No one-command install · Source | |
| 1360 | 38.412 | json-schema-validator-mcpmcp · other | Validates JSON payloads against JSON Schema deterministically, providing precise validation results and error paths. | 3 stars | No one-command install · Source | |
| 1361 | 38.412 | diagrams-mcpmcp · other | Enables generating cloud architecture diagrams, flowcharts, sequence diagrams, and more using three rendering engines: mingrammer/diagrams, Mermaid… | 3 stars | No one-command install · Source | |
| 1362 | 38.412 | byteoverdev-diagramsmcp · other | Generate cloud architecture diagrams, flowcharts, and sequence diagrams programmatically. | 3 stars | No one-command install · Source | |
| 1363 | 38.412 | alihsh0-video-url-analyzermcp · other | Analyzes YouTube, TikTok, and Instagram videos through Gemini-powered transcription, content analysis, Q&A, and tutorial step extraction. | 3 stars | No one-command install · Source | |
| 1364 | 38.412 | koboxmcp · other | Enables controlling a Teenage Engineering EP-133 K.O. II via natural language, converting plain language into MIDI commands for triggering pads… | 3 stars | No one-command install · Source | |
| 1365 | 38.412 | yunwen-doc-ai-platformmcp · other | 提供文档智能问答的MCP服务器，支持查询知识库、获取会话历史和清理会话历史。 | 3 stars | No one-command install · Source | |
| 1366 | 38.412 | funplay-mcp-for-unrealmcp · other | Enables AI assistants to directly control and interact with the Unreal Editor through natural language, allowing tasks such as spawning actors… | 3 stars | No one-command install · Source | |
| 1367 | 38.412 | praveensehgal-remarkablemcp · other | Access reMarkable tablet library with full document browsing, typed text extraction, handwriting OCR, and PDF/EPUB support. | 3 stars | No one-command install · Source | |
| 1368 | 38.412 | zju-mcpmcp · other | Enables interaction with Zhejiang University's learning platform (学在浙大 / 智云课堂) via MCP tools, allowing natural language commands to check todos, view… | 3 stars | No one-command install · Source | |
| 1369 | 38.412 | neurynae-toolcairnmcp · other | Discover, compare, and verify tools across 35+ registries from your MCP host. | 3 stars | No one-command install · Source | |
| 1370 | 38.412 | com-getwpagent-wordpressmcp · other | Enables managing self-hosted WordPress sites via AI assistants, providing 69 tools for content creation, SEO, media, comments, and site management… | 3 stars | No one-command install · Source | |
| 1371 | 38.412 | wps-office-mcpmcp · other | Integrates AI assistants with WPS Office to automate operations across Writer, Spreadsheets, and Presentations via the MCP protocol. | 3 stars | No one-command install · Source | |
| 1372 | 38.412 | gamma-watermark-remover-mcpmcp · other | Removes the 'Made with Gamma' watermark from PDF and PowerPoint files exported from Gamma.app using structural and lossless object deletion. | 3 stars | No one-command install · Source | |
| 1373 | 38.412 | aedilemcp · other | Enables AI coding assistants to analyze codebases locally before generating code, reducing duplication and enforcing architecture boundaries. | 3 stars | No one-command install · Source | |
| 1374 | 38.412 | maximo-enterprise-mcpmcp · other | A production-focused integration that brings IBM Maximo Asset Management into AI workflows, enabling natural language interaction with assets, work… | 3 stars | No one-command install · Source | |
| 1375 | 38.412 | calintzy-evmscopemcp · other | EVM blockchain intelligence toolkit with on-chain analysis tools. | 3 stars | No one-command install · Source | |
| 1376 | 38.412 | lexapi-mcpmcp · other | Enables querying EU legal documents, case law, and citation graphs through natural language using the LexAPI. | 3 stars | No one-command install · Source | |
| 1377 | 38.412 | zwcad-mcpmcp · other | Enables AI clients to drive ZWCAD drawing, modification, query, and plotting via natural language. | 3 stars | No one-command install · Source | |
| 1378 | 38.412 | theminji-supertonic-ttsmcp · other | Generates speech from text locally using Supertone's Supertonic-2 model for fast offline audio synthesis. | 3 stars | No one-command install · Source | |
| 1379 | 38.412 | pairoamcp · other | Enables private, AI-driven matching of needs and offers (e.g., cofounders, jobs, roommates) without public listings. Intents are matched by AI and… | 3 stars | No one-command install · Source | |
| 1380 | 38.412 | livemcpmcp · other | Turns Ableton Live into an MCP-accessible control surface, providing tools for controlling transport, tracks, clips, and devices, as well as resources… | 3 stars | No one-command install · Source | |
| 1381 | 38.412 | shotcut-mcpmcp · other | Enables AI clients to create, edit, validate, preview, and render Shotcut projects (saved as MLT XML) without operating the GUI, using structured… | 3 stars | No one-command install · Source | |
| 1382 | 38.412 | kaltrader-mcpmcp · other | Enables AI assistants to trade on Kalshi through natural language, including placing orders, market data access, portfolio management, and paper… | 3 stars | No one-command install · Source | |
| 1383 | 38.412 | anatomy-enginemcp · other | Provides a 3D full-body anatomy and biomechanics engine with 22 MCP tools for querying anatomical structures, connections, and clinical information… | 3 stars | No one-command install · Source | |
| 1384 | 38.412 | seaworthy-insurancemcp · other | Disability insurance quote intake and coverage guidance for high-income professionals. Provides a quote_request action that files a lead with a… | 3 stars | No one-command install · Source | |
| 1385 | 38.412 | cturkieh-france-datamcp · other | Cross-references French public health, business, and geographic registries including INSEE SIRENE, FINESS, RPPS, Ameli, IGN, and DINUM. | 3 stars | No one-command install · Source | |
| 1386 | 38.412 | jueshan-paipan-mcpmcp · other | Provides precise Chinese metaphysics chart calculation (Bazi, Ziwei, Qimen) with true solar time correction, outputting structured JSON and Markdown… | 3 stars | No one-command install · Source | |
| 1387 | 38.412 | zandronum-mcpmcp · other | Enables AI assistants to interact with the Zandronum game engine for development, including running commands, spawning actors, and loading maps. | 3 stars | No one-command install · Source | |
| 1388 | 38.412 | woffu-mcpmcp · other | Enables clocking in/out, viewing work status, and managing time entries on Woffu via MCP tools. | 3 stars | No one-command install · Source | |
| 1389 | 38.412 | domdomegg-filesystemmcp · other | Read, create, and edit files | 3 stars | No one-command install · Source | |
| 1390 | 38.412 | openhonest-umbramcp · other | Audits a module against its test suite and reports the cases the tests are structurally unable to see, then proves each gap with a real failing test… | 3 stars | No one-command install · Source | |
| 1391 | 38.412 | alcastaro-datos-gob-domcp · other | Access 1,053 datasets from the Dominican Republic open government data portal. | 3 stars | No one-command install · Source | |
| 1392 | 38.412 | jalakoo-lettria-perseusmcp · other | Wraps Lettria's Perseus text-to-graph engine to ingest documents, run ontology-driven extraction, and build knowledge graphs exportable to Neo4j and… | 3 stars | No one-command install · Source | |
| 1393 | 38.412 | ai-readme-managermcp · other | A smart documentation system that helps AI assistants understand and follow your project's conventions by automatically discovering, routing, and… | 3 stars | No one-command install · Source | |
| 1394 | 38.412 | ellmos-codecommandermcp · other | Code analysis, JSON repair, encoding fix, format conversion, diff, and regex tools. | 3 stars | No one-command install · Source | |
| 1395 | 38.412 | cyanheads-worldbankmcp · other | Query 29,500+ World Bank development indicators for 200+ countries across 60+ years. | 3 stars | No one-command install · Source | |
| 1396 | 38.412 | artifact-intelligencemcp · other | Turns your intent and source facts into approval-ready Korean public-sector documents — reports, official letters, regulations, press releases, and… | 3 stars | No one-command install · Source | |
| 1397 | 38.412 | abapilotmcp · other | AI access to SAP ECC and on-premise S/4HANA: natural-language table queries, ABAP source reads, where-used lookups, syntax checks, dumps and… | 3 stars | No one-command install · Source | |
| 1398 | 38.412 | justinbeckwith-linkinatormcp · other | Comprehensive link checking and validation across websites and local files | 3 stars | No one-command install · Source | |
| 1399 | 38.412 | d24yk4r4-bbmcp · other | Privacy-first bug bounty hunting toolkit providing recon, web testing, and vulnerability scanning tools with a sanitization layer. | 3 stars | No one-command install · Source | |
| 1400 | 38.412 | oracle-forms-mcpmcp · other | Enables AI assistants to inspect and query Oracle Forms modules (blocks, triggers, program units, etc.) without Forms Builder, supporting reverse… | 3 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.