Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3401 | 83.7082 | oh-my-cassettemcp · comms | Chat raw clips into a finished cut. Ingest local media, then drive a persistent multi-turn editing thread on the Cassette agent. | 132 stars · 2 forks | No one-command install · Source | |
| 3402 | 83.6950 | taazkareem-clickupmcp · search | Integrates ClickUp task management with AI systems to enable automated task creation, updates, and retrieval for enhanced project workflow efficiency. | 52 stars · 5 forks | No one-command install · Source | |
| 3402 | 83.6950 | ae-mcpmcp · back-end | Enables MCP clients to drive Adobe After Effects via a Python server and CEP panel, supporting inspection, mutation, preview, checkpoint/revert… | 52 stars · 5 forks | No one-command install · Source | |
| 3402 | 83.6950 | overleaf-mcp-servermcp · back-end | Enables MCP clients to manage Overleaf projects via Git sync, including listing, reading, writing, and syncing files. | 52 stars · 5 forks | No one-command install · Source | |
| 3402 | 83.6950 | deepsrt-youtube-summarizermcp · search | Integrates with DeepSRT's API to generate multi-language video summaries in narrative or bullet-point formats, leveraging content caching and CDN edge… | 52 stars · 5 forks | No one-command install · Source | |
| 3402 | 83.6950 | 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 | |
| 3407 | 83.6554 | stackloklabs-osvmcp · database | Integrates with the Open Source Vulnerabilities (OSV) database to enable querying vulnerabilities by package versions, commits, or IDs for security… | 42 stars · 7 forks | No one-command install · Source | |
| 3407 | 83.6554 | perseusmcp · ai-agentsalso listed as tcconnally-perseus | MCP server with 24 tools for live workspace state resolution. Pre-resolves git status, service health, file queries, memory federation, and… | 42 stars · 7 forks | No one-command install · Source | |
| 3407 | 83.6554 | proximomcp · back-end | Enables management of Proxmox VE infrastructure via its REST API and execution of commands inside LXC containers via SSH, with built-in trust layers… | 42 stars · 7 forks | No one-command install · Source | |
| 3407 | 83.6554 | oevortex-ddg-searchmcp · search | Provides web search capabilities through DuckDuckGo, enabling content retrieval, URL processing, and metadata extraction with customizable filtering… | 42 stars · 7 forks | No one-command install · Source | |
| 3407 | 83.6554 | cocoindex-code-mcp-servermcp · search | A Model Context Protocol (MCP) server that provides a RAG (Retrieval Augmented Generation) tool with hybrid search capabilities combining vector… | 42 stars · 7 forks | No one-command install · Source | |
| 3407 | 83.6554 | soufianetahiri-dnspymcp · search | Enables .NET reverse engineering workflows through the dnSpy and ILSpy ecosystem with type listing, method decompilation, IL inspection, string… | 42 stars · 7 forks | No one-command install · Source | |
| 3407 | 83.6554 | themesberg-flowbitemcp · front-end | Access to 60+ Tailwind CSS UI components and AI-powered theme generation | 42 stars · 7 forks | No one-command install · Source | |
| 3407 | 83.6554 | 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 | |
| 3407 | 83.6554 | nahmanmate-code-researchmcp · search | Integrates with programming resources like Stack Overflow, MDN, GitHub, npm, and PyPI to enable efficient code lookup, documentation retrieval, and… | 42 stars · 7 forks | No one-command install · Source | |
| 3417 | 83.6553 | 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 | |
| 3417 | 83.6553 | blender-mcpmcp · front-end | Enables AI-powered control of Blender through natural language, allowing users to create, manipulate, and automate 3D scenes, objects, materials… | 39 stars · 8 forks | No one-command install · Source | |
| 3417 | 83.6553 | arrismo-kaggle-mcpmcp · other | Connects to Kaggle, ability to download and analyze datasets. | 39 stars · 8 forks | No one-command install · Source | |
| 3417 | 83.6553 | vezlo-src-to-kbmcp · ai-agents | Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for… | 39 stars · 8 forks | No one-command install · Source | |
| 3417 | 83.6553 | 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 | |
| 3422 | 83.6456 | john-zhang-xero-accountingmcp · back-end | Integrates with Xero Accounting Software to access financial data including accounts, transactions, contacts, invoices, and more through authenticated… | 23 stars · 15 forks | No one-command install · Source | |
| 3422 | 83.6456 | thomaswawra-spotifymcp · back-end | Integrates with Spotify Web API to enable music search, playback control, and playlist management for applications needing music data and content… | 23 stars · 15 forks | No one-command install · Source | |
| 3424 | 83.6315 | pspdfkit-nutrient-document-engine-mcp-servermcp · front-end | Self-hosted MCP server for Nutrient Document Engine. On-premises document processing with natural language control — designed for HIPAA, SOC 2, and… | 62 stars · 4 forks | No one-command install · Source | |
| 3424 | 83.6315 | 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 | |
| 3426 | 83.6198 | thoughtspotmcp · auth | OAuth-based analytics data querying from ThoughtSpot instances | 33 stars · 11 forks | No one-command install · Source | |
| 3426 | 83.6198 | enemyrr-mysqlmcp · database | Integrates with MySQL databases to enable secure query execution, schema management, and CRUD operations for structured data access and manipulation | 33 stars · 11 forks | No one-command install · Source | |
| 3426 | 83.6198 | xraywu-pdf-extractionmcp · search | Extracts text and performs OCR on PDF files using Python libraries for tasks like document analysis and content indexing. | 33 stars · 11 forks | No one-command install · Source | |
| 3429 | 83.6135 | evil-mcp-servermcp · back-end | Simulates malicious behaviors and attack vectors for security testing and educational demonstrations. | 31 stars · 13 forks | No one-command install · Source | |
| 3429 | 83.6135 | philflowio-davmcp · ai-agents | AI-orchestrated calendars, contacts, and tasks across any CalDAV/CardDAV platform — 26 field-agnostic tools. | 31 stars · 13 forks | No one-command install · Source | |
| 3431 | 83.6108 | danielkennedy1-pdf-tools-mcpmcp · other | PDF download, view & manipulation utilities. | 32 stars · 12 forks | No one-command install · Source | |
| 3432 | 83.5726 | patsnap-patent-literature-searchmcp · database | Search 200M+ patents and scientific literature in natural language using PatSnap's global R&D intelligence database. | 78 stars · 3 forks | No one-command install · Source | |
| 3433 | 83.5703 | statamic-mcp-servermcp · back-end | Enables AI assistants to manage Statamic CMS content, including blueprints, entries, assets, users, and system operations, through a secure… | 36 stars · 9 forks | No one-command install · Source | |
| 3434 | 83.5545 | alphaonedev-ai-memorymcp · ai-agents | Persistent memory for AI agents with semantic, smart, and autonomous retrieval tiers. | 46 stars · 6 forks | No one-command install · Source | |
| 3434 | 83.5545 | 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 | |
| 3436 | 83.5433 | 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 | |
| 3436 | 83.5433 | node-runner-mcp-servermcp · back-end | Enables running Node.js scripts and npm commands with permission prompts via node-notifier, including server management, script execution with stdin… | 51 stars · 5 forks | No one-command install · Source | |
| 3438 | 83.5422 | linxule-lotus-wisdommcp · otheralso listed as lotus-wisdom | Problem-solving framework inspired by Buddhist philosophy | 34 stars · 10 forks | No one-command install · Source | |
| 3438 | 83.5422 | biothings-mcpmcp · back-endalso listed as longevity-genie-biothings-mcp | Provides a Model Context Protocol server for accessing and querying biomedical data from BioThings services, including gene, variant, chemical, and… | 34 stars · 10 forks | No one-command install · Source | |
| 3438 | 83.5422 | keturiosakys-bluesky-context-servermcp · back-end | Query and analyze data from the decentralized social network. | 34 stars · 10 forks | No one-command install · Source | |
| 3443 | 83.5398 | rblank9-cross-claudemcp · database | Message bus enabling communication between AI instances across platforms through shared channels, threaded conversations, and data exchange with both… | 17 stars · 16 forks | No one-command install · Source | |
| 3444 | 83.5100 | adityaarsharma-librecrawlmcp · back-end | MCP server wrapping LibreCrawl for SEO auditing and web crawling. | 41 stars · 7 forks | No one-command install · Source | |
| 3444 | 83.5100 | boam79-gov-supportmcp · search | Search and manage South Korean government subsidy applications across Bizinfo, K-Startup, and SMEs24 with 12 tools for discovery, eligibility, and… | 41 stars · 7 forks | No one-command install · Source | |
| 3444 | 83.5100 | nahmanmate-better-authmcp · auth | Integrates with Better-Auth to simplify authentication processes. | 41 stars · 7 forks | No one-command install · Source | |
| 3447 | 83.4727 | 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 | |
| 3447 | 83.4727 | oanhduong-token-ninjamcp · ai-agentsalso listed as token-ninja | MCP server intercepting deterministic shell commands for local execution, bypassing LLM token usage with 765 built-in patterns. | 38 stars · 8 forks | No one-command install · Source | |
| 3447 | 83.4727 | atxp-dev-atxpmcp · otheralso listed as atxp-mcp-server | Autonomous test execution platform with test generation, scheduling, and result analysis. | 38 stars · 8 forks | No one-command install · Source | |
| 3447 | 83.4727 | think-toolmcp · ai-agents | Provides Claude with a dedicated workspace for structured reasoning through four specialized tools that enable recording, retrieving, clearing, and… | 38 stars · 8 forks | No one-command install · Source | |
| 3453 | 83.4498 | kaprukamcp · ai-agents | Connect AI agents to Kapruka's live product catalog — Sri Lanka's largest e-commerce platform. | 21 stars · 15 forks | No one-command install · Source | |
| 3453 | 83.4498 | vsphere-mcp-servermcp · ai-agents | A comprehensive MCP server for VMware vSphere management, enabling AI agents to perform VM operations, monitoring, snapshots, and reporting through a… | 21 stars · 15 forks | No one-command install · Source | |
| 3453 | 83.4498 | rifqi96-gitlabmcp · github-vcs | Integrates with GitLab to enable repository management, code review, CI/CD operations, and project administration through domain-specific API managers… | 21 stars · 15 forks | No one-command install · Source | |
| 3456 | 83.4400 | profullstack-mcp-servermcp · back-end | A comprehensive MCP server aggregating 20+ tools including SEO optimization, document conversion, domain lookup, email validation, QR generation… | 45 stars · 6 forks | No one-command install · Source | |
| 3457 | 83.4140 | agentic-swmmmcp · ai-agents | Eleven local stdio MCP servers exposing a reproducible EPA SWMM stormwater-modelling workflow: model building, simulation with run manifests and… | 29 stars · 14 forks | No one-command install · Source | |
| 3457 | 83.4140 | alxspiker-ftpmcp · back-end | Enables direct FTP and FTPS server management through natural language commands for remote file operations including directory listing, file… | 29 stars · 14 forks | No one-command install · Source | |
| 3457 | 83.4140 | anasahmed07-outlook-classicmcp · back-endalso listed as outlook-classic-mcp | Exposes Outlook desktop functionality to AI agents via Windows COM API, covering mail, calendar, contacts, tasks, and rules. | 29 stars · 14 forks | No one-command install · Source | |
| 3457 | 83.4140 | hostinger-seo-checkermcp · back-end | Professional SEO analysis server that evaluates websites across multiple optimization dimensions including meta tags, content quality, technical… | 29 stars · 14 forks | No one-command install · Source | |
| 3457 | 83.4140 | cosmix-jiramcp · back-end | Integrates with Jira's API to enable issue searching, data cleaning, and project management automation using natural language commands. | 29 stars · 14 forks | No one-command install · Source | |
| 3463 | 83.4040 | ref-mcp-ui-widgetsmcp · front-end | Demo: Provides MCP-UI components including timers, stopwatches, fact displays, and unit converters through templated HTML widgets that replace… | 50 stars · 5 forks | No one-command install · Source | |
| 3464 | 83.3879 | indesign-mcp-servermcp · back-end | Enables AI assistants to automate Adobe InDesign publishing workflows, including document creation, text formatting, image placement, PDF export, and… | 31 stars · 12 forks | No one-command install · Source | |
| 3465 | 83.3877 | graqlemcp · other | Architecture-aware knowledge graph that enables AI assistants to understand codebase structure and dependencies. | 32 stars · 11 forks | No one-command install · Source | |
| 3465 | 83.3877 | pywinauto-mcpmcp · ai-agents | A Windows computer use agent — FastMCP server that gives AI assistants hands on the real desktop: windows, UI elements, mouse, keyboard, screenshots… | 32 stars · 11 forks | No one-command install · Source | |
| 3465 | 83.3877 | verygoodplugins-evernotemcp · authalso listed as verygoodplugins-mcp-evernote | Evernote note management with OAuth authentication and ENML format conversion. | 32 stars · 11 forks | No one-command install · Source | |
| 3465 | 83.3877 | mcp-from-scratch-servermcp · ai-agents | A fully working MCP server built from scratch in plain Node.js, implementing tools, resources, prompts, notifications, and sampling according to the… | 32 stars · 11 forks | No one-command install · Source | |
| 3470 | 83.3869 | lucidmcp · back-end | Replaces outdated training data with real-time information from live sources through documentation search, package version checking, fact… | 75 stars · 3 forks | No one-command install · Source | |
| 3471 | 83.3752 | jenkins-mcp-enterprisemcp · back-end | A Jenkins MCP server for multi-instance build management, log inspection, failure diagnostics, and optional vector search. | 30 stars · 13 forks | No one-command install · Source | |
| 3471 | 83.3752 | v0v1kkk-dotnetmetadatamcpservermcp · ai-agents | Provides AI agents with detailed type information from .NET projects including assembly exploration, namespace discovery, type reflection, and NuGet… | 30 stars · 13 forks | No one-command install · Source | |
| 3473 | 83.3691 | dbjavagenixmcp · database | Enables reverse engineering of database tables into Spring Boot projects with AI-enhanced naming and code generation, providing interactive… | 35 stars · 9 forks | No one-command install · Source | |
| 3473 | 83.3691 | minecraft-dev-mcpmcp · back-end | A Model Context Protocol server that gives AI assistants native access to Minecraft mod development tools — decompile, remap, search, and analyze… | 35 stars · 9 forks | No one-command install · Source | |
| 3473 | 83.3691 | 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 | |
| 3473 | 83.3691 | sivan22-sefaria-jewish-librarymcp · back-end | Integrates with the Sefaria Jewish Library API to provide access to Jewish texts and commentaries for textual analysis and religious study. | 35 stars · 9 forks | No one-command install · Source | |
| 3473 | 83.3691 | mcp-netmiko-servermcp · back-end | Enables LLMs to interact with network devices via SSH (netmiko), allowing command execution and configuration changes on routers and switches. | 35 stars · 9 forks | No one-command install · Source | |
| 3473 | 83.3691 | 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 | |
| 3479 | 83.3436 | odata-mcp-proxymcp · back-end | A config-driven MCP server that exposes OData and REST APIs as MCP tools, enabling AI assistants to query, manage, and monitor SAP backends through… | 28 stars · 14 forks | No one-command install · Source | |
| 3480 | 83.3272 | spicebridgemcp · front-end | AI-powered circuit design through simulation — an MCP server that gives language models direct access to SPICE circuit simulation via ngspice… | 37 stars · 8 forks | No one-command install · Source | |
| 3481 | 83.3253 | 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 | |
| 3482 | 83.3224 | qualtrics-mcp-servermcp · back-end | A Model Context Protocol server that provides comprehensive control over the Qualtrics platform, enabling survey creation, question management, logic… | 33 stars · 10 forks | No one-command install · Source | |
| 3482 | 83.3224 | cursor-chat-historymcp · observability | Analyzes local Cursor chat history to extract development patterns, usage insights, and coding best practices with tools for searching conversations… | 33 stars · 10 forks | No one-command install · Source | |
| 3482 | 83.3224 | cbunting99-kiro-memorymcp · database | Provides intelligent memory management and task tracking for software development projects with automatic project detection, semantic search, and… | 33 stars · 10 forks | No one-command install · Source | |
| 3482 | 83.3224 | ocean-zhc-apache-seatunnelmcp · ai-agents | Interact with SeaTunnel through LLM interfaces like Claude. | 33 stars · 10 forks | No one-command install · Source | |
| 3482 | 83.3224 | asterisk-mcp-servermcp · back-end | Provides security vulnerability scanning for code snippets, codebases, and code changes through integration with the Asterisk security API. | 33 stars · 10 forks | No one-command install · Source | |
| 3482 | 83.3224 | zxfgds-code-indexermcp · database | Indexes and retrieves code snippets using embedding models and vector databases, enabling efficient code search and analysis for software development… | 33 stars · 10 forks | No one-command install · Source | |
| 3488 | 83.3181 | refinist-lanhu-contextmcp · front-end | Converts Lanhu design files into HTML/CSS with Tailwind classes and design token specifications. | 40 stars · 7 forks | No one-command install · Source | |
| 3488 | 83.3181 | bjeans-homelabmcp · devops | Unified access to homelab infrastructure through Docker/Podman containers, Ollama AI models, Pi-hole DNS, Unifi networks, UPS monitoring, and network… | 40 stars · 7 forks | No one-command install · Source | |
| 3488 | 83.3181 | ansys-aedt-mcpmcp · ai-agentsalso listed as laplaceyoung-ansys-aedt | Enables AI agents to control Ansys Electronics Desktop (HFSS, Maxwell, Q3D, etc.) using MCP tools for simulation automation. | 40 stars · 7 forks | No one-command install · Source | |
| 3488 | 83.3181 | 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 | |
| 3488 | 83.3181 | 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 | |
| 3494 | 83.3162 | 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 | |
| 3494 | 83.3162 | auroraview-mcpmcp · browser | Enables AI agents to manage and interact with WebViews in DCC applications through tools like screenshot, load URL, eval JS, and event streaming via… | 44 stars · 6 forks | No one-command install · Source | |
| 3494 | 83.3162 | octsshmcp · ai-agents | Provides LLMs with safe, controllable, and stateful SSH access to shell environments, enabling remote command execution and file transfers with async… | 44 stars · 6 forks | No one-command install · Source | |
| 3494 | 83.3162 | pilotymcp · observabilityalso listed as yiwenlu66-piloty | PiloTY is an MCP server that provides AI agents with a persistent, interactive terminal, enabling long-running commands, log monitoring, and stateful… | 44 stars · 6 forks | No one-command install · Source | |
| 3494 | 83.3162 | h7lu-rimworld-code-searchmcp · search | Combine lexical and semantic search for RimWorld modding code with hybrid RAG system using Lucene and embeddings | 44 stars · 6 forks | No one-command install · Source | |
| 3494 | 83.3162 | codex-mcp-asyncmcp · ai-agents | Enables Claude Code to run OpenAI Codex (GPT-5) tasks asynchronously in the background, filtering out thinking logs to save 95% context tokens and… | 44 stars · 6 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.