Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | 85.0924 | ryanjoachim-batchitmcp · other | Combine tool calls into a single batch_execute call. | 59 stars · 6 forks | No one-command install · Source | |
| 502 | 85.0605 | epochal-dev-open-notebookmcp · other | Connect to Open Notebook, an open-source NotebookLM alternative for research and knowledge management | 43 stars · 10 forks | No one-command install · Source | |
| 503 | 85.0420 | hongwenwang36-eng-ansys-workbenchmcp · other | Automates Ansys Workbench, Mechanical, and MAPDL simulation workflows through scripted journals and batch processing via MCP tools. | 66 stars · 5 forks | No one-command install · Source | |
| 504 | 85.0375 | excelsier-thingsmcp · other | Integrates with the Things 3 task management app to enable creating tasks, managing projects, and analyzing productivity patterns through natural… | 36 stars · 15 forks | No one-command install · Source | |
| 505 | 85.0226 | kenliao94-rabbitmqmcp · other | Integrates RabbitMQ, enabling message queue operations for distributed systems and event-driven architectures. | 38 stars · 13 forks | No one-command install · Source | |
| 506 | 84.9902 | dexwritescode-rust-analyzermcp · other | Integrates with rust-analyzer via LSP to provide intelligent Rust code analysis, generation, refactoring, and project management through 19… | 34 stars · 16 forks | No one-command install · Source | |
| 507 | 84.9802 | nietus-ankimcp · other | Provides a bridge between the Anki flashcard application and external tools for creating, updating, and retrieving flashcards without manually… | 39 stars · 12 forks | No one-command install · Source | |
| 508 | 84.9066 | productboard-mcpmcp · other | Enables AI assistants to interact with your Productboard workspace, allowing features, products, notes, objectives, key results, and releases… | 20 stars · 18 forks | No one-command install · Source | |
| 509 | 84.8841 | xieyuschen-goplsmcp · other | Hardfork of gopls providing compiler-grade Go code analysis including definitions, references, call hierarchies, and build diagnostics with surgical… | 57 stars · 6 forks | No one-command install · Source | |
| 510 | 84.8814 | ourongxing-newsnowmcp · other | Provides a bridge to the NewsNow platform for retrieving trending and latest news from various sources with customizable result limits and… | 32 stars · 16 forks | No one-command install · Source | |
| 511 | 84.8514 | yangkyeongmo-openmetadatamcp · other | Integrates with OpenMetadata to enable querying and manipulating metadata across data assets for governance, cataloging, and lineage tracking. | 24 stars · 17 forks | No one-command install · Source | |
| 512 | 84.8407 | wong2-jina-readermcp · other | Convert web content to readable Markdown format. | 47 stars · 8 forks | No one-command install · Source | |
| 513 | 84.8024 | merajmehrabi-outlook-calendarmcp · other | Integrates with Microsoft Outlook Calendar to enable event management, scheduling, and attendee status updates for enhanced productivity workflows. | 41 stars · 10 forks | No one-command install · Source | |
| 514 | 84.7968 | cayirtepeomer-gerrit-code-reviewmcp · other | Integrates with Gerrit code review systems to enable detailed analysis of code changes, diffs, file modifications, and reviewer details across review… | 38 stars · 12 forks | No one-command install · Source | |
| 515 | 84.7482 | zazencodes-random-numbermcp · other | Provides random number generation utilities including pseudorandom and cryptographically secure operations for integers, floats, weighted selections… | 50 stars · 7 forks | No one-command install · Source | |
| 516 | 84.6949 | thomas-rohde-hue-lightsmcp · other | Enables AI assistants to dynamically control and manipulate Philips Hue smart lighting systems through natural language commands, supporting color… | 29 stars · 16 forks | No one-command install · Source | |
| 517 | 84.6807 | ajhcs-cameo-systems-modelermcp · other | Bridges AI assistants to CATIA Magic / Cameo Systems Modeler through an embedded JVM plugin, enabling full SysML v1 model creation, querying, and… | 36 stars · 13 forks | No one-command install · Source | |
| 517 | 84.6807 | jamesanz-prediction-marketsmcp · other | Integrates with Polymarket, PredictIt, and Kalshi to provide real-time prediction market data with calculated odds, contract pricing, and event… | 36 stars · 13 forks | No one-command install · Source | |
| 519 | 84.6534 | context-optimizermcp · other | Provides targeted file content extraction, secure terminal command execution with intelligent output analysis, and web research capabilities while… | 62 stars · 5 forks | No one-command install · Source | |
| 520 | 84.6289 | pzalutski-javalensmcp · other | 63 semantic Java analysis tools via Eclipse JDT for navigation, refactoring, and code intelligence. | 37 stars · 12 forks | No one-command install · Source | |
| 520 | 84.6289 | baranwang-tung-shing-calendarmcp · other | Provides cross-calendar date parsing, formatting, and manipulation for Gregorian and lunar calendars. | 37 stars · 12 forks | No one-command install · Source | |
| 520 | 84.6289 | braffolk-summarization-functionsmcp · other | Provides summarized output from various actions, optimizing token usage for efficient processing of large datasets and language models. | 37 stars · 12 forks | No one-command install · Source | |
| 523 | 84.6178 | andybrandt-simple-timeservermcp · other | Access accurate local and UTC time information. | 34 stars · 15 forks | No one-command install · Source | |
| 524 | 84.5672 | abdelstark-nostrmcp · other | Integrates with Nostr to enable posting notes and interacting with relays, simplifying decentralized social network engagement and content publishing. | 38 stars · 11 forks | No one-command install · Source | |
| 525 | 84.5642 | nirholas-universal-cryptomcp · other | Integrates with EVM-compatible blockchain networks including BSC, Ethereum, Arbitrum, Polygon, Base, and Optimism to enable DeFi operations, security… | 42 stars · 9 forks | No one-command install · Source | |
| 525 | 84.5642 | stk-ansys-agimcp · other | Enables natural language control of Ansys/AGI STK for space mission planning, satellite configuration, and orbit analysis through a Python-based… | 42 stars · 9 forks | No one-command install · Source | |
| 527 | 84.5607 | aim-guardmcp · other | Provides security middleware that guards MCP implementations against unauthorized access, data leakage, and malicious interactions through threat… | 21 stars · 17 forks | No one-command install · Source | |
| 527 | 84.5607 | alexbakers-ipfs-storachamcp · other | Enables AI access to the IPFS Storacha Network for decentralized file storage, content addressing, and persistent data management through the w3cli… | 21 stars · 17 forks | No one-command install · Source | |
| 529 | 84.5601 | danmartuszewski-hopmcp · other | SSH connection manager with fuzzy matching, TUI dashboard, multi-exec, and jump host support. | 61 stars · 5 forks | No one-command install · Source | |
| 530 | 84.5048 | arizen-dev-deepseekmcp · other | Integrates DeepSeek AI as a supervised worker with two tools: fast flash-model tasks and deep-reasoning pro-model advice. | 53 stars · 6 forks | No one-command install · Source | |
| 530 | 84.5048 | jokemanfire-containerdmcp · other | Enables container management through natural language commands by bridging Containerd's Container Runtime Interface for listing, creating, and… | 53 stars · 6 forks | No one-command install · Source | |
| 532 | 84.4817 | label-studiomcp · other | Integrates with Label Studio's data labeling platform to manage annotation projects, import tasks, handle predictions, and streamline machine learning… | 35 stars · 13 forks | No one-command install · Source | |
| 533 | 84.4243 | trayders-traydmcp · other | Trade Robinhood stocks through natural language conversation. | 41 stars · 9 forks | No one-command install · Source | |
| 533 | 84.4243 | tokenizin-fetch-and-convertmcp · other | Fetches and converts web content to Markdown using JSDOM and Turndown. | 41 stars · 9 forks | No one-command install · Source | |
| 535 | 84.4053 | xxipv6-ida-pro-multiplemcp · other | Bridges IDA Pro's reverse engineering capabilities with language models through a multi-session architecture that enables concurrent binary analysis… | 52 stars · 6 forks | No one-command install · Source | |
| 536 | 84.4002 | ozmnf4-ninjatradermcp · other | Connect to NinjaTrader's trading platform to read positions, place orders, and access market data and indicators. | 33 stars · 15 forks | No one-command install · Source | |
| 536 | 84.4002 | tanob-desktop-automationmcp · other | Enables desktop automation with RobotJS for screen capture, keyboard input, and mouse control, allowing direct interaction with desktop applications… | 33 stars · 15 forks | No one-command install · Source | |
| 538 | 84.3611 | capoom-houdinimcp · other | Bridges Houdini 3D software with external systems through a TCP-based Python addon, enabling real-time geometry creation, material application… | 59 stars · 5 forks | No one-command install · Source | |
| 539 | 84.3273 | nazruden-clickupmcp · other | Integrates with ClickUp to enable task creation, project management, and workflow automation for teams using AI-powered assistants. | 24 stars · 16 forks | No one-command install · Source | |
| 540 | 84.2725 | antipaster-premiere-promcp · other | Controls Adobe Premiere Pro through ExtendScript and CEP panel communication, providing 170+ tools for project management, timeline editing, effects… | 32 stars · 15 forks | No one-command install · Source | |
| 540 | 84.2725 | nearai-near-blockchainmcp · other | Integrates with the NEAR blockchain to enable account management, balance checking, transaction signing, and key handling directly within conversation… | 32 stars · 15 forks | No one-command install · Source | |
| 542 | 84.2677 | business-central-mcpmcp · other | Give AI assistants direct access to Microsoft Dynamics 365 Business Central via native WebSocket protocol. | 38 stars · 10 forks | No one-command install · Source | |
| 543 | 84.2610 | sakce-mondaymcp · other | Integrates with Monday.com to enable creating items, retrieving board groups, adding comments, listing boards, and managing sub-items for project… | 34 stars · 13 forks | No one-command install · Source | |
| 544 | 84.2592 | ariffazil-arifosmcp · other | Constitutional AI governance kernel that enforces 13 safety rules between language models and tools. | 51 stars · 6 forks | No one-command install · Source | |
| 544 | 84.2592 | kazz187-google-spreadsheetmcp · other | Integrates with Google Drive and Sheets to enable document management, file operations, and spreadsheet manipulation without switching contexts. | 51 stars · 6 forks | No one-command install · Source | |
| 546 | 84.2407 | headless-idamcp · other | Enables reverse engineering of binary files through IDA Pro's headless mode, providing tools for function analysis, disassembly, decompilation, and… | 43 stars · 8 forks | No one-command install · Source | |
| 547 | 84.1244 | elastic-securitymcp · otheralso listed as elastic-security-mcp-app | Interactive security operations dashboards for alert triage, threat hunting, and case management. | 22 stars · 16 forks | No one-command install · Source | |
| 549 | 84.0998 | zach22-1999-lingxingmcp · other | Read-only access to Lingxing ERP data for Amazon sellers including orders, inventory, and advertising. | 37 stars · 10 forks | No one-command install · Source | |
| 550 | 84.0860 | maxscheijen-yahoo-financemcp · other | Integrates with Yahoo Finance to provide real-time stock prices, company information, financial statements, and market news for investment research… | 29 stars · 15 forks | No one-command install · Source | |
| 551 | 84.0730 | fastly-cdnmcp · other | Integrates with Fastly CDN to enable direct management of services, domains, cache settings, and security configurations for streamlined DevOps… | 39 stars · 9 forks | No one-command install · Source | |
| 551 | 84.0730 | mabeldata-pocketbasemcp · other | Interact with a PocketBase instance. Allows you to fetch, list, create, update, and manage records and files in your PocketBase collections. | 39 stars · 9 forks | No one-command install · Source | |
| 553 | 84.0434 | tosin2013-adr-analysismcp · other | Analyzes Architecture Decision Records (ADRs) to extract decision context, validate against best practices, and identify architectural patterns for… | 33 stars · 13 forks | No one-command install · Source | |
| 553 | 84.0434 | yoda-digital-cerebra-legalmcp · other | Provides specialized legal reasoning tools for structured analysis, follow-up questioning, and professional document formatting across multiple legal… | 33 stars · 13 forks | No one-command install · Source | |
| 555 | 84.0262 | decodomcp · other | Professional web scraping with geo-targeting, anti-detection, and specialized tools for Google, Amazon, and Reddit | 35 stars · 11 forks | No one-command install · Source | |
| 556 | 83.9694 | matt-carey-deepseek-reasoningmcp · other | Extracts reasoning chains from Deepseek R1 model, enabling complex problem-solving and explainable AI. | 55 stars · 5 forks | No one-command install · Source | |
| 557 | 83.9669 | richardwhiteii-rlmmcp · other | Handles massive contexts exceeding token limits by chunking content strategically, enabling recursive sub-queries with tool access and parallel… | 49 stars · 6 forks | No one-command install · Source | |
| 558 | 83.9212 | kyurish-dashboardsmcp · other | Interactive charts, dashboards, and KPI widgets rendered directly inside AI conversations. | 44 stars · 7 forks | No one-command install · Source | |
| 559 | 83.8896 | davidkingzyb-scastmcp · other | Static Code Analysis and Visualization. Convert Code to UML and Flow Diagram and explain by AI. | 38 stars · 9 forks | No one-command install · Source | |
| 560 | 83.8768 | markifactmcp · other | Marketing artifact creation service with AI-powered campaign and content generation tools. | 48 stars · 6 forks | No one-command install · Source | |
| 561 | 83.8754 | jiantaofu-appinsightmcp · other | Analyze data from both the Apple App Store and Google Play Store | 26 stars · 15 forks | No one-command install · Source | |
| 562 | 83.7837 | chadrik-mayamcp · other | Connects to multiple Autodesk Maya sessions through automatic discovery and command port bootstrapping, enabling Python code execution, virtual module… | 40 stars · 8 forks | No one-command install · Source | |
| 563 | 83.7308 | co-reading-kitmcp · other | A low-token human-AI co-reading MCP tool that imports local EPUB/TXT/Markdown books into chunks, enabling AI to read only relevant fragments and write… | 63 stars · 4 forks | No one-command install · Source | |
| 564 | 83.7151 | jiegec-waveformmcp · other | Analyzes VCD and FST waveform files from digital circuit simulations for hardware verification | 47 stars · 6 forks | No one-command install · Source | |
| 564 | 83.7151 | sunsetcoder-flightradar24mcp · other | Integrates Flightradar24 data to provide real-time flight tracking capabilities. | 47 stars · 6 forks | No one-command install · Source | |
| 566 | 83.6741 | vanto-beanquerymcp · other | Enables querying and analyzing Beancount ledger files using Beancount Query Language (BQL) for personal finance tracking, expense analysis, and… | 52 stars · 5 forks | No one-command install · Source | |
| 567 | 83.6313 | dweekly-quicken-macmcp · other | Read-only access to Quicken for Mac financial data including transactions, spending, and portfolios. | 39 stars · 8 forks | No one-command install · Source | |
| 567 | 83.6313 | arrismo-kaggle-mcpmcp · other | Connects to Kaggle, ability to download and analyze datasets. | 39 stars · 8 forks | No one-command install · Source | |
| 567 | 83.6313 | stass-exif-metadatamcp · other | Extracts and analyzes image metadata offline from JPEG, PNG, TIFF, and HEIC formats, providing tools for reading EXIF, GPS, XMP, and other data… | 39 stars · 8 forks | No one-command install · Source | |
| 570 | 83.6259 | tcconnally-perseusmcp · other | Compile-before-context engine that pre-resolves workspace state into markdown before the AI sees it. | 42 stars · 7 forks | No one-command install · Source | |
| 570 | 83.6259 | mingolladaniele-todoist-taskmastermcp · other | Integrates with Todoist task management to retrieve, filter, and display tasks using flexible query options without switching contexts. | 42 stars · 7 forks | No one-command install · Source | |
| 572 | 83.6189 | paiml-ruchymcp · other | Code analysis, scoring, linting, formatting, and transpilation tools for the Ruchy programming language | 62 stars · 4 forks | No one-command install · Source | |
| 572 | 83.6189 | adeosec-shodanmcp · other | Integrates with Shodan's network intelligence capabilities to provide cybersecurity analysts with tools for host information lookup, vulnerability… | 23 stars · 15 forks | No one-command install · Source | |
| 574 | 83.5999 | danielkennedy1-pdf-tools-mcpmcp · other | PDF download, view & manipulation utilities. | 32 stars · 12 forks | No one-command install · Source | |
| 575 | 83.5721 | lanchuske-local-mcpmcp · other | Native macOS app exposing 82 system-level tools via MCP for AI assistant integration. | 46 stars · 6 forks | No one-command install · Source | |
| 576 | 83.5280 | gh-qrussell-wemomcp · other | Control WeMo smart home devices — discover, toggle, adjust brightness, and manage HomeKit codes. | 51 stars · 5 forks | No one-command install · Source | |
| 577 | 83.4479 | verygoodplugins-robinhoodmcp · other | Read-only research tools for analyzing Robinhood portfolio data, holdings, and market fundamentals. | 38 stars · 8 forks | No one-command install · Source | |
| 577 | 83.4479 | atxp-dev-atxpmcp · other | Autonomous test execution platform with test generation, scheduling, and result analysis. | 38 stars · 8 forks | No one-command install · Source | |
| 579 | 83.3703 | mario-andreschak-gameboymcp · other | Enables interaction with GameBoy emulator through button controls, ROM management, and screen capture for playing and analyzing games via natural… | 32 stars · 11 forks | No one-command install · Source | |
| 580 | 83.3487 | caiovicentino-hyperliquidmcp · other | Hyperliquid DEX integration with 27 tools for perpetual futures trading, account management, and real-time market data | 35 stars · 9 forks | No one-command install · Source | |
| 580 | 83.3487 | futureunreal-pdf2mdmcp · other | Converts PDF documents to Markdown format while preserving document structure, enabling content migration and making PDF content more accessible and… | 35 stars · 9 forks | No one-command install · Source | |
| 582 | 83.2994 | mwhesse-dataversemcp · other | Integrates with Microsoft Dataverse to enable schema operations, data management, and configuration tasks across Power Platform environments through… | 20 stars · 15 forks | No one-command install · Source | |
| 583 | 83.2923 | kridaydave-file-organizermcp · other | Security-hardened file organizer with smart categorization, duplicate detection, and rollback support. | 44 stars · 6 forks | No one-command install · Source | |
| 584 | 83.2870 | bingal-fastdomaincheckmcp · other | Provides bulk domain registration status checking through WHOIS and DNS queries, supporting up to 50 domains simultaneously with dual verification… | 40 stars · 7 forks | No one-command install · Source | |
| 584 | 83.2870 | pskill9-hacker-news-storiesmcp · other | Fetches and parses Hacker News stories using Cheerio, enabling tech news aggregation and trend analysis. | 40 stars · 7 forks | No one-command install · Source | |
| 586 | 83.1456 | himanshusanecha-osint-toolkitmcp · other | Provides a unified interface for network reconnaissance with parallel execution of OSINT tools including WHOIS, Nmap, DNS lookups, and typosquatting… | 48 stars · 5 forks | No one-command install · Source | |
| 587 | 83.1367 | erebusnz-rigol-ds1000zmcp · other | Controls Rigol DS1000Z series oscilloscopes over LAN for measurements, waveform capture, and instrument configuration. | 30 stars · 12 forks | No one-command install · Source | |
| 588 | 83.1280 | jordanlyall-wc26mcp · other | FIFA World Cup 2026 data and information. | 34 stars · 9 forks | No one-command install · Source | |
| 589 | 83.0708 | graqlemcp · other | Architecture-aware knowledge graph that enables AI assistants to understand codebase structure and dependencies. | 32 stars · 10 forks | No one-command install · Source | |
| 590 | 83.0046 | cfdude-mac-shellmcp · other | Enables secure execution of macOS terminal commands through a ZSH shell with a whitelist system that categorizes operations as safe, requiring… | 24 stars · 14 forks | No one-command install · Source | |
| 591 | 82.9513 | helenkwok-openbimmcp · other | Converts IFC building files to efficient fragment format and enables querying of BIM elements by category with configurable attributes and relations… | 38 stars · 7 forks | No one-command install · Source | |
| 592 | 82.9410 | mcp-all-in-onemcp · other | Aggregates multiple MCP services into a single unified interface with self-configuration capabilities, enabling dynamic addition and removal of tools… | 70 stars · 3 forks | No one-command install · Source | |
| 593 | 82.9103 | gh-chrisgleissner-c64bridgemcp · other | Control and program Commodore 64 Ultimate hardware and VICE emulator via MCP. | 33 stars · 9 forks | No one-command install · Source | |
| 594 | 82.9070 | kiki830621-che-icalmcp · other | Manages macOS Calendar events and Reminders using native Swift EventKit, supporting iCloud, Google, Exchange, and CalDAV accounts. | 35 stars · 8 forks | No one-command install · Source | |
| 594 | 82.9070 | dida365mcp · other | Integrates with Dida365 task management platform to enable creating, updating, and organizing tasks and projects through conversational interfaces. | 35 stars · 8 forks | No one-command install · Source | |
| 594 | 82.9070 | samos123-pptxmcp · other | Enables creation and manipulation of PowerPoint presentations with tools for adding text, shapes, images, and rendering slides to PNG using… | 35 stars · 8 forks | No one-command install · Source | |
| 597 | 82.8345 | qasemcp · other | Manage test cases, runs, suites, and defects in Qase test management platform. | 31 stars · 10 forks | No one-command install · Source | |
| 597 | 82.8345 | jalpp-chessaginemcp · other | Integrates with Stockfish chess engine to provide deep positional analysis, strategic theme evaluation across material/mobility/space/king safety… | 31 stars · 10 forks | No one-command install · Source | |
| 597 | 82.8345 | zeparhyfar-mcp-datetimemcp · other | Provides flexible, timezone-aware date and time formatting across various locales. | 31 stars · 10 forks | No one-command install · Source | |
| 600 | 82.8017 | opensvm-dexscreenermcp · other | Integrates with decentralized exchanges across multiple blockchains to provide real-time crypto market data, focusing on Solana memecoin markets. | 22 stars · 14 forks | 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.