Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3201 | 84.4243 | openevidence-mcpmcp · auth | Connects OpenEvidence to MCP clients for authenticated research queries using your browser session. | 41 stars · 9 forks | No one-command install · Source | |
| 3201 | 84.4243 | trayders-traydmcp · other | Trade Robinhood stocks through natural language conversation. | 41 stars · 9 forks | No one-command install · Source | |
| 3201 | 84.4243 | etiennechollet-ontomicsmcp · search | Index your codebase's domain knowledge for AI agents — reduces token usage and accelerates code understanding. | 41 stars · 9 forks | No one-command install · Source | |
| 3201 | 84.4243 | xunmint-cisco-climcp · observability | Manages Cisco network devices through Telnet connections for configuration, monitoring, and troubleshooting tasks. | 41 stars · 9 forks | No one-command install · Source | |
| 3201 | 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 | |
| 3206 | 84.4179 | opaqueglass-siyuan-note-takingmcp · search | Integrates with SiYuan note-taking application to enable reading, writing, searching, and querying functionality directly within your knowledge… | 44 stars · 8 forks | No one-command install · Source | |
| 3206 | 84.4179 | things-3-mcp-servermcp · back-end | Enables Claude to interact with Things 3 task management, allowing natural language task creation, project analysis, and GTD workflow automation. | 44 stars · 8 forks | No one-command install · Source | |
| 3206 | 84.4179 | mobile-mcp-servermcp · ai-agents | A mobile automation MCP server providing 39 tools for Android and iOS device control, enabling AI agents to perform UI interactions, screenshot… | 44 stars · 8 forks | No one-command install · Source | |
| 3206 | 84.4179 | kkb0318-kubernetesmcp · observability | Integrates with Kubernetes clusters to provide resource management, monitoring, and troubleshooting capabilities across multiple contexts with pod log… | 44 stars · 8 forks | No one-command install · Source | |
| 3210 | 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 | |
| 3210 | 84.4053 | apireno-domshellmcp · browser | Browse the web using filesystem commands (ls, cd, grep, click). 38 MCP tools map Chrome's Accessibility Tree to a virtual filesystem via a Chrome… | 52 stars · 6 forks | No one-command install · Source | |
| 3210 | 84.4053 | visactor-vchartmcp · database | Generates interactive charts and visualizations using the VChart library, supporting over 15 chart types from basic line and bar charts to specialized… | 52 stars · 6 forks | No one-command install · Source | |
| 3213 | 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 | |
| 3213 | 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 | |
| 3215 | 84.3993 | midnight-mcpmcp · back-end | MCP server that gives AI assistants access to Midnight blockchain—search contracts, analyze code, and explore documentation. | 37 stars · 11 forks | No one-command install · Source | |
| 3216 | 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 | |
| 3217 | 84.3588 | polars-docs-mcpmcp · back-end | A FastMCP tool to search and retrieve Polars API documentation with support for multiple transport methods. | 71 stars · 4 forks | No one-command install · Source | |
| 3218 | 84.3440 | laurynas-biveinis-elisp-devmcp · search | Provides Emacs Lisp development assistance through function documentation retrieval, source code definition extraction, variable information lookup… | 47 stars · 7 forks | No one-command install · Source | |
| 3218 | 84.3440 | flesler-tasksmcp · search | Provides task management capabilities across Markdown, JSON, and YAML files with tools for creating, searching, updating, and summarizing tasks while… | 47 stars · 7 forks | No one-command install · Source | |
| 3218 | 84.3440 | codexlensmcp · database | Semantic code search engine for Claude Code with hybrid search combining vector, FTS, AST graph, and ripgrep regex, with RRF fusion and reranking. | 47 stars · 7 forks | No one-command install · Source | |
| 3218 | 84.3440 | readwise-readermcp · back-end | Integrates with Readwise Reader API for saving URLs and HTML content, organizing documents across locations, performing topic-based searches, and… | 47 stars · 7 forks | No one-command install · Source | |
| 3222 | 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 | |
| 3223 | 84.3187 | glean-remote-mcp-servermcp · back-end | Enables AI assistants and developer tools to securely access and interact with an organization's enterprise knowledge, documents, and people through… | 164 stars · 2 forks | No one-command install · Source | |
| 3224 | 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 | |
| 3224 | 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 | |
| 3226 | 84.2677 | brianirish-laravel-companionmcp · search | Integrates with Laravel documentation and package ecosystem to provide intelligent search across multiple framework versions, external service docs… | 38 stars · 10 forks | No one-command install · Source | |
| 3226 | 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 | |
| 3226 | 84.2677 | panzer-jack-feusemcp · front-end | Automates Figma design-to-code workflows by extracting design data, downloading SVG assets, analyzing color variables, and generating API models with… | 38 stars · 10 forks | No one-command install · Source | |
| 3226 | 84.2677 | imagegen-mcpmcp · back-end | MCP server that wraps OpenAI's image generation and editing APIs, enabling text-to-image and image-to-image operations via tools. | 38 stars · 10 forks | No one-command install · Source | |
| 3230 | 84.2610 | claymcp · search | Provides a bridge to Clay's personal CRM platform for searching, retrieving, and managing contact information, interactions, and professional… | 34 stars · 13 forks | No one-command install · Source | |
| 3230 | 84.2610 | robust-long-term-memory-mcpmcp · database | A persistent, human-like memory system for AI companions in LM Studio, using SQLite and ChromaDB for hybrid storage, enabling seamless recall across… | 34 stars · 13 forks | No one-command install · Source | |
| 3230 | 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 | |
| 3230 | 84.2610 | harmonyos-mcp-servermcp · back-endalso listed as xixianliang-harmonyos-mcp-server | Enables AI assistants to control HarmonyOS devices, such as launching apps, through natural language. | 34 stars · 13 forks | No one-command install · Source | |
| 3235 | 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 | |
| 3235 | 84.2592 | armavita-meta-adsmcp · back-end | Manages Meta advertising campaigns, ad sets, creatives, insights, targeting, and the Ads Library through Marketing API v25.0. | 51 stars · 6 forks | No one-command install · Source | |
| 3235 | 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 | |
| 3238 | 84.2407 | tiktok-ads-mcpmcp · back-end | Provides read-only access to TikTok advertising data, including campaigns, ad groups, ads, and performance reports through the TikTok Business API. | 43 stars · 8 forks | No one-command install · Source | |
| 3238 | 84.2407 | cifero74-apple-musicmcp · search | Integrates with Apple Music via MusicKit to search catalog, manage playlists, and access listening history. | 43 stars · 8 forks | No one-command install · Source | |
| 3238 | 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 | |
| 3241 | 84.2254 | vitalio-thunderbirdmcp · auth | Full read/write email access for AI agents via Mozilla Thunderbird, with zero credential exposure. | 40 stars · 9 forks | No one-command install · Source | |
| 3241 | 84.2254 | velociraptor-mcp-servermcp · back-end | Enables natural language interaction with Velociraptor DFIR through MCP, allowing LLMs to query artifacts, clients, flows, and collect forensic data. | 40 stars · 9 forks | No one-command install · Source | |
| 3243 | 84.2252 | ymw0407-auth-fetch-mcpmcp · auth | Fetch content from login-protected web pages (Notion, Google Docs, Jira, Confluence, etc.) by opening a real browser for authentication with… | 36 stars · 11 forks | No one-command install · Source | |
| 3243 | 84.2252 | screenshotonemcp · back-end | Integrates with ScreenshotOne's API to enable rendering of website screenshots for visual testing, content monitoring, and creating web page… | 36 stars · 11 forks | No one-command install · Source | |
| 3245 | 84.2218 | mikechao-metmuseum-mcpmcp · back-end | Metropolitan Museum of Art Collection API integration to search and display artworks in the collection. | 33 stars · 14 forks | No one-command install · Source | |
| 3245 | 84.2218 | connectry-io-connectrylab-architect-cert-mcpmcp · front-end | Free certification prep for the Claude Certified Architect exam. 390 scenario-based questions, guided capstone build, 30 concept handouts, 6 reference… | 33 stars · 14 forks | No one-command install · Source | |
| 3245 | 84.2218 | jmtanguy-french-legal-researchmcp · back-end | Integrates with Légifrance and Judilibre APIs to provide unified access to French legal documents, case law, and jurisprudence for legal research and… | 33 stars · 14 forks | No one-command install · Source | |
| 3245 | 84.2218 | stefanskiasan-azure-devopsmcp · github-vcs | Integrates Azure DevOps services, enabling access to work items, repositories, and pull requests for project management and development workflows. | 33 stars · 14 forks | No one-command install · Source | |
| 3249 | 84.2189 | trvlmcp · back-end | Provides real travel search for AI assistants, enabling flight, hotel, car rental, and ground transportation searches through a single MCP tool, with… | 69 stars · 4 forks | No one-command install · Source | |
| 3250 | 84.2134 | bengineer19-digikeymcp · search | Integrates with DigiKey's Product Search API to enable electronic component discovery, detailed specifications retrieval, pricing information, product… | 31 stars · 15 forks | No one-command install · Source | |
| 3251 | 84.2010 | tommertom-awesome-ionic-mcpmcp · front-end | Your Ionic coding buddy enabled via MCP – build awesome mobile apps using React/Angular/Vue or even Vanilla JS! | 46 stars · 7 forks | No one-command install · Source | |
| 3251 | 84.2010 | data-product-mcpmcp · ai-agents | Enables AI agents to discover, request access to, and query data products in Data Mesh Manager, enforcing governance policies while retrieving… | 46 stars · 7 forks | No one-command install · Source | |
| 3251 | 84.2010 | glaucia86-todo-listmcp · database | Provides in-memory task management with CRUD operations, priority-based organization, tagging, search functionality, and status filtering for… | 46 stars · 7 forks | No one-command install · Source | |
| 3254 | 84.1931 | jean-technologies-smartleadmcp · back-end | Integrates with Smartlead's email marketing API to manage campaigns, track leads, and optimize email deliverability through a tiered licensing system… | 18 stars · 17 forks | No one-command install · Source | |
| 3255 | 84.1567 | pokemon-mcp-servermcp · back-end | Enables LLMs to fetch Pokémon data, list popular Pokémon, and build tournament squads via the PokéAPI. | 30 stars · 15 forks | No one-command install · Source | |
| 3256 | 84.1528 | chatcrystalmcp · ai-agents | Local-first AI PKM memory server for coding conversations. Imports Claude Code, Cursor, Codex CLI, Trae, and GitHub Copilot chats into notes, semantic… | 57 stars · 5 forks | No one-command install · Source | |
| 3257 | 84.1288 | rasinmuhammed-misatamcp · database | Generates realistic, multi-table synthetic datasets from natural language descriptions, YAML schemas, or existing databases with referential… | 68 stars · 4 forks | No one-command install · Source | |
| 3258 | 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 | |
| 3258 | 84.1244 | google-ads-mcpmcp · back-end | A typed MCP server that wraps the Google Ads API v20, enabling AI agents to manage campaigns, budgets, keywords, conversions, and run GAQL search via… | 22 stars · 16 forks | No one-command install · Source | |
| 3261 | 84.1225 | pr-mcp-buildermcp · search | Enables AI programs to search and retrieve approved public regulations with citations, supporting PDF, HWP, HWPX, and DOCX formats. | 42 stars · 8 forks | No one-command install · Source | |
| 3261 | 84.1225 | lishenxydlgzs-simple-files-vectorstoremcp · database | Provides semantic search capabilities for local files and directories using vector embeddings and efficient storage techniques. | 42 stars · 8 forks | No one-command install · Source | |
| 3263 | 84.1193 | roampal-ai-roampal-coremcp · ai-agents | Outcome-based persistent memory for AI coding tools. Memories that help get promoted, memories that mislead get demoted. Works with Claude Code and… | 50 stars · 6 forks | No one-command install · Source | |
| 3263 | 84.1193 | moltbrowser-mcp-servermcp · back-end | Enables AI agents to share and use community-contributed browser configs, dynamically providing pre-configured tools for specific websites to reduce… | 50 stars · 6 forks | No one-command install · Source | |
| 3263 | 84.1193 | any2markdown-mcp-servermcp · back-end | Converts PDF, Word, and Excel documents to Markdown with image extraction and header/footer removal via MCP or REST API. | 50 stars · 6 forks | No one-command install · Source | |
| 3263 | 84.1193 | google-ads-mcp-node-jsmcp · back-end | Enables AI to securely access and query Google Ads account data without Google Cloud setup, using GAQL.app as a backend. | 50 stars · 6 forks | No one-command install · Source | |
| 3267 | 84.1192 | streamlinearmcp · back-end | A lightweight MCP server that enables Claude to interact with Linear via a single tool with seven actions: search, get, update, comment, create… | 89 stars · 3 forks | No one-command install · Source | |
| 3268 | 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 | |
| 3268 | 84.0998 | jamesanz-us-legalmcp · search | Integrates with multiple US government legal databases including Congress.gov, Federal Register, US Code, CourtListener, and Regulations.gov to… | 37 stars · 10 forks | No one-command install · Source | |
| 3268 | 84.0998 | integration-appmcp · back-end | Integrates with Integration App's API to expose workflow automation capabilities as tools for triggering and managing complex business processes. | 37 stars · 10 forks | No one-command install · Source | |
| 3271 | 84.0860 | kirbah-youtubemcp · back-end | Integrates with YouTube Data API v3 to provide video search, channel statistics, trending content analysis, transcript extraction, and niche analysis… | 29 stars · 15 forks | No one-command install · Source | |
| 3271 | 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 | |
| 3271 | 84.0860 | ocean-zhc-dolphinschedulermcp · back-end | Bridges Apache DolphinScheduler's workflow management platform with AI systems, enabling automated project management, workflow execution, task… | 29 stars · 15 forks | No one-command install · Source | |
| 3274 | 84.0730 | akutishevsky-withingsmcp · observabilityalso listed as withings-mcp-server | Integrates with Withings health devices for sleep metrics, body measurements, workouts, ECG recordings, and activity tracking | 39 stars · 9 forks | No one-command install · Source | |
| 3274 | 84.0730 | fastly-cdnmcp · otheralso listed as fastly-mcp | 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 | |
| 3274 | 84.0730 | arxivmcp · search | Provides direct access to arXiv's scientific paper repository with tools for searching, retrieving metadata, downloading PDFs, and loading full… | 39 stars · 9 forks | No one-command install · Source | |
| 3274 | 84.0730 | terryso-pinterestmcp · search | Pinterest image search and information retrieval | 39 stars · 9 forks | No one-command install · Source | |
| 3274 | 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 | |
| 3274 | 84.0730 | focus-sqlmcp · database | Converts natural language queries into SQL by registering database schema information and handling text-to-SQL transformations through a Spring Boot… | 39 stars · 9 forks | No one-command install · Source | |
| 3282 | 84.0673 | yantrio-goplsmcp · back-end | Wraps gopls (Go language server) to provide Go development tools including go-to-definition, find references, hover information, diagnostics, and… | 45 stars · 7 forks | No one-command install · Source | |
| 3282 | 84.0673 | akseyh-bear-notesmcp · database | Integrates with Bear notes on macOS, providing direct database access for efficient retrieval and analysis of personal note content. | 45 stars · 7 forks | No one-command install · Source | |
| 3284 | 84.0627 | ai-engineer-mcpmcp · back-end | MCP server for the AI Engineer Conference 2025, enabling talk submissions and conference information retrieval. | 56 stars · 5 forks | No one-command install · Source | |
| 3285 | 84.0604 | eclipse-cj-paper-distillmcp · database | Automated academic paper discovery and curation across nine research databases with AI-powered filtering, Zotero and Obsidian integration, and… | 67 stars · 4 forks | No one-command install · Source | |
| 3285 | 84.0604 | codex-specialized-subagentsmcp · observability | Artifact-first sub-agent delegation for Codex CLI, enabling multi-step parallel work with durable logging via specialized sub-agents. | 67 stars · 4 forks | No one-command install · Source | |
| 3287 | 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 | |
| 3287 | 84.0434 | aap-enterprise-mcp-servermcp · back-end | A comprehensive MCP server suite for Red Hat's automation ecosystem, enabling AI assistants to interact with Ansible Automation Platform, Event-Driven… | 33 stars · 13 forks | No one-command install · Source | |
| 3287 | 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 | |
| 3290 | 84.0351 | thunder-computemcp · payments | GPU cloud platform — create, manage, and monitor instances, snapshots, SSH keys, and billing. | 34 stars · 12 forks | No one-command install · Source | |
| 3290 | 84.0351 | smart-thinkingmcp · database | Enables intelligent decision-making through semantic embeddings and thought graphs with built-in verification states and memory-based reasoning… | 34 stars · 12 forks | No one-command install · Source | |
| 3290 | 84.0351 | cryppadotta-scryfallmcp · search | Integrates with the Scryfall Magic: The Gathering API to enable card searches, retrieval of card details, rulings, and pricing information for deck… | 34 stars · 12 forks | No one-command install · Source | |
| 3293 | 84.0262 | s2-streamstore-s2-sdk-typescriptmcp · back-end | Official MCP server for the S2.dev serverless stream platform. | 35 stars · 11 forks | No one-command install · Source | |
| 3293 | 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 | |
| 3293 | 84.0262 | moodle-mcpmcp · search | Enables retrieval of upcoming events from Moodle LMS via the Model Context Protocol. | 35 stars · 11 forks | No one-command install · Source | |
| 3293 | 84.0262 | taylor-lindores-reeves-github-projectsmcp · github-vcs | Integrates with GitHub Projects to streamline Agile Sprint-based workflows, enabling project creation, task management, and sprint planning within the… | 35 stars · 11 forks | No one-command install · Source | |
| 3293 | 84.0262 | rahgadda-oracledbmcp · database | Provides a bridge to Oracle Database, enabling dynamic table and column discovery, secure query execution, and metadata retrieval through natural… | 35 stars · 11 forks | No one-command install · Source | |
| 3298 | 84.0154 | rhoai-mcp-servermcp · ai-agents | An MCP server that enables AI agents to interact with Red Hat OpenShift AI environments, providing tools for project management, workbench operations… | 9 stars · 21 forks | No one-command install · Source | |
| 3299 | 84.0137 | ivlad003-newrelic-logsmcp · observability | Bridges New Relic's log querying capabilities with a Python-based server, enabling execution of NRQL queries for performance monitoring and log… | 28 stars · 15 forks | No one-command install · Source | |
| 3300 | 84.0042 | markdown-vault-mcpmcp · search | A generic Markdown vault MCP server with FTS5 full-text search, semantic vector search, frontmatter-aware indexing, incremental reindexing, and… | 32 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.