Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2401 | 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 | |
| 2401 | 38.412 | chicogong-ffvoicemcp · other | Offline speech-to-text and speaker diarization using on-device Whisper processing. | 3 stars | No one-command install · Source | |
| 2401 | 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 | |
| 2401 | 38.412 | syscadmcp · other | Official MCP wrapper for SysCAD, a geometric CAD prototyping environment from Suzhou Tongyuan. | 3 stars | No one-command install · Source | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 38.412 | bnovik0v-moltdjmcp · other | Molecular dynamics simulation toolkit for protein-ligand docking and analysis. | 3 stars | No one-command install · Source | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 38.412 | n1snt-reduxmcp · otheralso listed as redux-mcp | 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 | |
| 2401 | 38.412 | meshledger-meshledgermcp · other | AI-to-AI marketplace with on-chain escrow | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | xjtlumedia-markdown-formattermcp · other | Convert Markdown to PDF, DOCX, HTML, and 7 other formats locally. | 3 stars | No one-command install · Source | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 38.412 | torchv-aismcp · other | Read, write, and admin access to TorchV AIS enterprise knowledge base systems. | 3 stars | No one-command install · Source | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 38.412 | taciturnaxolotl-traversemcp · other | Interactive code walkthrough diagrams using Mermaid syntax with clickable nodes and explanations. | 3 stars | No one-command install · Source | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 38.412 | measure-spacemcp · other | Weather, climate, air quality, agriculture, pollen, and geocoding forecast services. | 3 stars | No one-command install · Source | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 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 | |
| 2401 | 38.412 | liuhua1307-checkstylemcp · other | Code linting and auto-fixing for Go, Java, and Lua projects. | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | rodgomesc-terminal-hookmcp · other | VS Code extension that captures real-time terminal output | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | mschoch-i3mcp · other | Integrates with the i3 window manager through its IPC interface to query window tree structures, list workspace details, find windows by criteria, and… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | honey-guard-anchormcp · other | Provides security analysis for Solana Anchor programs by exposing tools that check smart contracts against Fender security vulnerabilities directly… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | aaryan-kapoor-character-toolsmcp · other | 14+ specialized tools for character-level text analysis including letter counting, frequency analysis, word spelling, character positioning, and text… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | mattstrautmann-standardsmcp · other | Automatically captures tool executions from development workflows and extracts patterns to continuously improve project standards and documentation… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | devexpert-io-gemini-imagemcp · other | Integrates with Google's Gemini 2.5 Flash Image Preview model to generate images from text descriptions and edit existing images with configurable… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | mcp-factcheckmcp · other | Validates code or content against official MCP specifications to ensure technical accuracy and prevent misinformation. | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | 3351163616-pdf-readermcp · other | Extracts text and converts PDFs to PNG images from both local and remote files using multiple PDF processing libraries for document analysis and… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | louisfghbvc-vscode-commandsmcp · other | Bridges VSCode extensions with external tools by exposing VSCode commands as executable tools, enabling command discovery, execution with parameters… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | markdown-mcpmcp · other | Splits Markdown documents into hierarchical sections with parent-child and sibling relationships, enabling structured document access for AI… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | seenbefore-devrecordmcp · other | Provides structured markdown templates for daily standups, learning notes, meeting records, and project summaries to help developers maintain… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | poa-bus-mcpmcp · other | Access bus stops, routes, and real-time information for Porto Alegre's public transportation system. | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | spritualkb-nucleimcp · other | Provides a bridge to the Nuclei vulnerability scanning tool, enabling automated security scans on target URLs with configurable parameters like… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | divergent-thinking-mcpmcp · other | Provides a comprehensive creative thinking tool with methods like structured process, perspective shift, and constraint-based innovation to enhance… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | pentest-toolsmcp · other | Provides direct access to penetration testing tools including nmap, gobuster, nikto, nuclei, ffuf, dirsearch, hydra, john, and hashcat for… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | code-snippet-image-mcpmcp · other | Generates beautiful code snippet images with syntax highlighting and customizable themes for sharing on social media. | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | polyglot-translationmcp · other | Provides translation services between six languages (Arabic, Chinese, English, French, Russian, and Spanish) with domain-specific context for legal… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | jij-mathematical-quantum-computingmcp · other | Provides specialized tools for mathematical optimization using JijModeling and quantum computing with Qiskit, offering syntax guidance, code… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | abdessamad-elamrani-malware-analyzermcp · other | Provides specialized terminal access to common malware analysis tools like 'strings', 'file', 'hexdump', and 'objdump' with parameter validation and… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | a2amarket-clamavmcp · other | Provides virus scanning capabilities for files by integrating with the ClamAV antivirus engine, enabling secure validation of file safety before… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | anurag-dhamala-newsdatamcp · other | Fetches the latest news and sources based on country and language using newsdata.io. | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | milescool-binance-bitcoinmcp · other | Provides real-time and historical Bitcoin market data from Binance including ticker data, order books, trades, price charts, and live price streams… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | jerryokk-dify-workflowsmcp · other | Enables dynamic tool discovery and execution across multiple Dify AI applications by automatically loading application configurations and converting… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | mcp-python-executormcp · other | Executes Python code with safety constraints and manages Python packages through the Model Context Protocol. | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | teddylee777-difymcp · other | Integrates with Dify.ai's workflow applications by transforming Dify workflows into dynamically discoverable tools with parameter validation and… | 3 stars | No one-command install · Source | |
| 2401 | 38.412 | gh-jmagar-overseerrmcp · other | Manage media requests and discover content through your Overseerr instance. | 3 stars | No commit datelisted | No one-command install · Source |
| 2401 | 38.412 | window-layoutmcp · other | Enables AI to arrange and organize windows on Windows operating systems through natural language commands for efficient desktop workspace management | 3 stars | No commit datelisted | No one-command install · Source |
| 2472 | 38.066 | eos-mcpmcp · other | Transforms an ETC Eos lighting console into a service controllable by AI assistants and automation tools via MCP and OSC, enabling cue management… | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | laserbrainmcp · other | Enables AI to sense, tend, and communicate with a continuous weather field simulation through tools like state, speak, hear, and absorb. | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | docdyhr-macwhispermcp · other | Local MacWhisper speech-to-text integration for on-device audio transcription. | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | gregario-brewers-almanackmcp · other | Brewing knowledge reference covering beer styles, ingredients, off-flavour diagnosis, water chemistry, and recipe guidance. | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | lpbayliss-dice-rollmcp · other | Provides cryptographically secure dice rolling with standard notation and Fate/Fudge dice support for tabletop RPGs and games requiring reliable… | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | vcluster-mcpmcp · other | Provides tools for managing vcluster instances, enabling AI assistants to list, describe, create, delete, pause, resume, and execute commands inside… | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | cyanheads-eiamcp · other | Retrieves U.S. Energy Information Administration statistics on electricity, natural gas, petroleum, coal, and renewable energy. | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | bobbbino-ultimate-brainmcp · other | Integrates with Notion's Ultimate Brain template for managing tasks, notes, projects, and areas with GTD-style productivity workflows. | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | ada-turbomcp · other | Provides a complete agency operating system with 20+ roles (strategy, creative, marketing, etc.) accessible via MCP and includes a Pixel Office… | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | jordan-horner-symbolsmcp · other | Fast polyglot source code intelligence for symbol extraction, import parsing, dependency tracing, and impact analysis. | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | opusclip-mcpmcp · other | Turn long videos into AI-curated short clips. Submit a video file or URL and OpusClip finds the best moments, adds captions, reframes to vertical, and… | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | domdomegg-downdetectormcp · other | Check service status and outage information | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | raulsimpetru-zotero-librarymcp · other | Add papers and books to Zotero by DOI, arXiv ID, or ISBN and manage collections and tags. | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | reearth-cmsmcp · other | Integrates with Re:Earth CMS headless content management system to enable full CRUD operations on projects, models, items, assets, groups, and… | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | xiaojiou176-notestorelabmcp · other | Local-first Apple Notes recovery and review for forensics case investigation. | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | jarmstrong158-skillmatchmcp · other | Analyze job fit by matching resumes against job descriptions with detailed scoring. | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | replenishradarmcp · other | Multi-channel inventory intelligence for Shopify and Amazon with stockout risk analysis, demand forecasts, and purchase order management. | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | mharnett-gtm-ga4mcp · other | Manages Google Tag Manager and GA4 through MCP: tags, consent auditing, versioning, and reports. | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | prantikmedhi-loremcp · other | Automates NotebookLM workflows to transform raw sources into cited reports, PPTX decks, and study packs via MCP tools. | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | klein-business-legal-text-demcp · other | Access German federal and state legal texts (BGB, DSGVO, and more) with canonical IDs and cite-grade provenance. | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | mcp-maximamcp · other | Enables interaction with Maxima, a computer algebra system, for symbolic mathematics computation. | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | r1-dash-mastermcp · other | Builds importable RUCKUS One Data Studio dashboards from a declarative spec, enabling users to create valid dashboards without learning Superset… | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | spinqtech-quantum-computingmcp · other | Integrates with SpinQ's quantum computing cloud platform to enable quantum circuit construction, compilation, and execution on real quantum hardware… | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | ensp-mcp-aimcp · other | Enables AI clients to manage Huawei eNSP simulated network devices, execute CLI commands, apply configurations, and perform network diagnostics… | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | docs-is-codemcp · other | Enables document-driven development by automatically detecting Markdown spec changes, generating implementation plans, and syncing code and tests… | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | megaplan-mcpmcp · otheralso listed as theyahia-megaplan | Enables interaction with Megaplan project management platform, allowing users to manage tasks, deals, projects, and comments through natural language. | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | yuque-local-mcpmcp · other | 本地语雀 MCP 服务器，通过浏览器登录态访问语雀，支持读取、创建和编辑文档，具有知识库白名单和只读模式等安全特性。 | 2 stars · 1 fork | No one-command install · Source | |
| 2472 | 38.066 | lucianossj-sfmcmcp · other | Manages Salesforce Marketing Cloud data extensions, content, journeys, and transactional messaging through 35 operational tools. | 2 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.