Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | 93.6751 | zomatomcp · back-end | Search for restaurants and order food on Zomato | 180 stars · 26 forks | No one-command install · Source | |
| 302 | 93.6733 | scrapeless-google-searchmcp · back-end | Provides a bridge to the Scrapeless API for performing Google searches with customizable parameters including query text, country code, and language… | 168 stars · 29 forks | No one-command install · Source | |
| 303 | 93.6343 | cmdaltctr-gemini-climcp · back-end | Integrates with Google's Gemini models through API and CLI to provide intelligent code analysis, security auditing, and large-scale codebase… | 234 stars · 18 forks | No one-command install · Source | |
| 304 | 93.6188 | metamcpmcp · back-end | Centralizes management of multiple AI services, providing secure API key handling and unified access for streamlined interactions across diverse… | 155 stars · 35 forks | No one-command install · Source | |
| 305 | 93.6111 | shadowcz007-standalone-exemcp · back-end | Standalone MCP server executable for Windows, macOS, and other platforms that uses JavaScript configuration files to define resources, tools, and… | 165 stars · 29 forks | No one-command install · Source | |
| 306 | 93.5435 | delano-postmanmcp · back-end | Integrates with Postman's API management platform to enable automated API testing, documentation, and workflow management for developers and QA… | 160 stars · 30 forks | No one-command install · Source | |
| 307 | 93.5314 | mlit-geospatial-mcp-servermcp · back-end | Enables LLMs to search and retrieve Japanese real estate data through unified access to the MLIT Real Estate Information Library API, supporting over… | 185 stars · 23 forks | No one-command install · Source | |
| 308 | 93.5211 | dev-mirzabicer-ticktick-sdkmcp · back-end | Comprehensive async Python SDK for [TickTick](https://ticktick.com/) with MCP server support. Features 45 tools for tasks, projects, tags, habits… | 141 stars · 40 forks | No one-command install · Source | |
| 309 | 93.5091 | codex-trajectorymcp · back-end | A read-only MCP server that turns Codex task logs into privacy-aware event ledgers and interactive timelines, providing tools to list sessions and… | 243 stars · 16 forks | No one-command install · Source | |
| 310 | 93.4940 | funplay-mcp-for-unitymcp · back-end | This MCP server integrates AI assistants with Unity Editor, allowing them to create scenes, generate scripts, simulate input, and automate workflows… | 232 stars · 17 forks | No one-command install · Source | |
| 311 | 93.4681 | x-usemcp · back-end | Multi-account X (Twitter) automation that drives a real Chrome session with your own cookies, so no X API key is needed. 32 tools for posting… | 159 stars · 29 forks | No one-command install · Source | |
| 312 | 93.4589 | mkummer225-google-sheetsmcp · back-end | Integrates with Google Sheets API to enable direct creation, reading, and editing of spreadsheets for data analysis and collaborative document… | 138 stars · 40 forks | No one-command install · Source | |
| 313 | 93.4581 | socket-securitymcp · back-end | Integrates with Socket's dependency security API to analyze npm and PyPI packages, returning detailed security and quality metrics for vulnerability… | 132 stars · 45 forks | No one-command install · Source | |
| 314 | 93.4575 | 1panelmcp · back-end | Enables server administrators to manage websites, databases, SSL certificates, and applications through 1Panel's server management capabilities… | 167 stars · 26 forks | No one-command install · Source | |
| 315 | 93.4513 | kukapay-freqtrademcp · back-end | Provides a bridge to Freqtrade's REST API for monitoring market data, managing trades, configuring bot behavior, and analyzing performance metrics in… | 139 stars · 39 forks | No one-command install · Source | |
| 316 | 93.4135 | arkanamcp · back-end | An MCP server that provides 294 malware analysis tools behind an AI-driven interface, enabling natural language investigation of binaries. | 211 stars · 18 forks | No one-command install · Source | |
| 317 | 93.3942 | doggybee-ccxtmcp · back-end | High-performance CCXT MCP server for cryptocurrency exchange integration. | 145 stars · 34 forks | No one-command install · Source | |
| 318 | 93.3528 | yuzongmin-semantic-scholarmcp · back-end | Integrates with Semantic Scholar API to enable academic literature search, citation analysis, and paper recommendations at scale. | 165 stars · 25 forks | No one-command install · Source | |
| 319 | 93.3499 | wp-mcp-ultimatemcp · back-end | A self-contained MCP server plugin that connects WordPress to AI, providing 58 abilities for managing posts, pages, media, users, plugins, menus… | 154 stars · 29 forks | No one-command install · Source | |
| 320 | 93.3053 | hejie-calculatormcp · back-end | Provides a secure mathematical expression evaluation service using Python's AST module for basic operations without relying on eval(), enabling quick… | 157 stars · 27 forks | No one-command install · Source | |
| 321 | 93.2980 | okta-okta-mcp-servermcp · back-end | Identity and access management automation for Okta systems | 57 stars · 59 forks | No one-command install · Source | |
| 322 | 93.2968 | readingdancer-swaggermcp · back-end | Integrates with Swagger API specifications to download, cache, and extract endpoints, HTTP methods, models, and service connections for generating API… | 163 stars · 25 forks | No one-command install · Source | |
| 323 | 93.2824 | scopecraft-commandmcp · back-end | MCP server for managing Markdown-Driven Task Management (MDTM) files with task, parent task, environment, and workflow management, enabling structured… | 173 stars · 22 forks | No one-command install · Source | |
| 324 | 93.2804 | marcopesani-serper-search-scrapemcp · back-end | Integrates with the Serper API to enable web searches and webpage content extraction, supporting research, content aggregation, and data mining tasks. | 165 stars · 24 forks | No one-command install · Source | |
| 325 | 93.2764 | janreges-ai-distiller-mcpmcp · back-end | Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that correctly uses existing APIs on… | 168 stars · 23 forks | No one-command install · Source | |
| 326 | 93.2595 | burtthecoder-shodanmcp · back-end | Access Shodan API and CVEDB to query IoT device data and vulnerability information. | 161 stars · 25 forks | No one-command install · Source | |
| 327 | 93.2427 | interviewready-mcp-servermcp · back-end | Enables fetching content from InterviewReady (blogs, resources, course materials) and managing notes and Google reminders for classes. | 126 stars · 42 forks | No one-command install · Source | |
| 328 | 93.2318 | pathintegral-institute-sciencemcp · back-end | Unified command-line launcher for discovering and running scientific research MCP servers from the Path Integral Institute's collection, using uvx to… | 148 stars · 29 forks | No one-command install · Source | |
| 329 | 93.2267 | axon-mcp-servermcp · back-end | An MCP server that transforms codebases into intelligent, queryable knowledge bases, enabling AI assistants to perform semantic search, explore… | 166 stars · 23 forks | No one-command install · Source | |
| 330 | 93.2244 | taiwan-health-mcp-servermcp · back-end | Integrates Taiwan health data and international medical standards, providing 28 MCP tools for diagnostics, drugs, lab tests, and clinical guidelines… | 163 stars · 24 forks | No one-command install · Source | |
| 331 | 93.1582 | minerumcp · back-end | Parse PDFs, images, Office documents, and HTML into Markdown using MinerU's document intelligence API. | 201 stars · 17 forks | No one-command install · Source | |
| 332 | 93.1456 | data-verify-mcp-servermcp · back-end | An MCP server that provides comprehensive data verification in China, including identity, business, vehicle, OCR, and risk assessment services. | 165 stars · 22 forks | No one-command install · Source | |
| 333 | 93.1360 | phosphenemcp · back-end | An MCP server for intimate human-AI relationships that enables AI to create and manage daily tasks, challenges, and surprise tasks, with user… | 79 stars · 49 forks | No one-command install · Source | |
| 334 | 93.1141 | vladimir-tutin-plexmcp · back-end | Integrates with Plex media servers to enable browsing, searching, and managing media libraries, including content querying, metadata editing, poster… | 144 stars · 28 forks | No one-command install · Source | |
| 335 | 93.1033 | cyanheads-mcp-ts-coremcp · back-end | A TypeScript framework for building MCP servers with declarative tool, resource, and prompt definitions, built-in auth, multi-backend storage, and… | 148 stars · 27 forks | No one-command install · Source | |
| 336 | 93.0747 | noapi-google-search-mcpmcp · back-end | An MCP server that gives local LLMs access to Google search, live feeds, YouTube transcriptions, OCR, and more — all without API keys, using headless… | 128 stars · 35 forks | No one-command install · Source | |
| 337 | 93.0438 | rakeshgangwar-erpnextmcp · back-end | Integrates with ERPNext/Frappe API to enable document operations, report generation, and metadata discovery for enterprise resource planning data… | 118 stars · 42 forks | No one-command install · Source | |
| 338 | 93.0188 | jobspy-mcp-servermcp · back-end | Enables AI assistants to search for jobs across multiple platforms (Indeed, LinkedIn, Glassdoor, etc.) using the JobSpy tool, with filtering and… | 107 stars · 44 forks | No one-command install · Source | |
| 339 | 93.0139 | youtrack-mcpmcp · back-end | MCP server for interacting with YouTrack, enabling issue management, project operations, and search via natural language. | 95 stars · 45 forks | No one-command install · Source | |
| 340 | 92.9711 | mospi-mcp-server-2mcp · back-end | Provides AI-ready access to Indian government statistics through MCP, enabling natural language queries for economic, demographic, and social… | 137 stars · 28 forks | No one-command install · Source | |
| 341 | 92.9621 | professional-wiki-mediawikimcp · back-end | Integrates with MediaWiki instances through REST API to enable searching pages, retrieving content in multiple formats, accessing file information… | 125 stars · 34 forks | No one-command install · Source | |
| 342 | 92.9432 | mcp-proxy-servermcp · back-end | Aggregates multiple backend MCP servers into a single unified interface with optional web management UI for tool control and configuration. | 193 stars · 16 forks | No one-command install · Source | |
| 343 | 92.9417 | effytech-freshdeskmcp · back-end | Integrate AI models with Freshdesk to automate support operations. Create, update, and manage support tickets seamlessly through the Freshdesk API… | 68 stars · 49 forks | No one-command install · Source | |
| 344 | 92.9223 | johannesbrandenburger-typst-mcpmcp · back-end | MCP server for Typst, a markup-based typesetting system. It provides tools for converting between LaTeX and Typst, validating Typst syntax, and… | 175 stars · 18 forks | No one-command install · Source | |
| 345 | 92.9020 | sitbon-maggmcp · back-end | Meta-MCP server that aggregates and manages multiple MCP servers through intelligent discovery from sources like Glama.ai and GitHub, enabling dynamic… | 143 stars · 25 forks | No one-command install · Source | |
| 345 | 92.9020 | mrphrazer-ghidra-headlessmcp · back-end | Headless Ghidra reverse engineering server with full MCP access to disassembly, decompilation, patching, types, scripting, and transaction-safe… | 162 stars · 20 forks | No one-command install · Source | |
| 347 | 92.8567 | stefanoamorelli-fredmcp · back-end | Provides a bridge to the Federal Reserve Economic Data API for retrieving economic time series data like Overnight Reverse Repurchase Agreements and… | 117 stars · 37 forks | No one-command install · Source | |
| 348 | 92.8367 | rcontesti-interactive-brokersmcp · back-end | Provides complete access to Interactive Brokers' Web API through a containerized FastAPI architecture with session management and auto-generated… | 140 stars · 25 forks | No one-command install · Source | |
| 349 | 92.8196 | outline-mcp-servermcp · back-end | A Model Context Protocol server that enables AI agents to manage documents, collections, comments, and users in Outline through its API. | 120 stars · 33 forks | No one-command install · Source | |
| 350 | 92.7866 | garc33-bitbucket-server-pull-request-managermcp · back-end | Integrates with Bitbucket's API to streamline pull request workflows, enabling efficient code reviews and automated PR management. | 66 stars · 47 forks | No one-command install · Source | |
| 351 | 92.7798 | twilio-apimcp · back-end | Integrates with Twilio's API ecosystem to enable messaging, voice, conversations, and serverless functions through authenticated access with automatic… | 109 stars · 41 forks | No one-command install · Source | |
| 352 | 92.7425 | adeumcp · back-end | Legal automation MCP server for contract redlining and request triage in in-house legal teams. | 150 stars · 21 forks | No one-command install · Source | |
| 353 | 92.7258 | code-graph-rag-mcpmcp · back-end | A powerful Model Context Protocol server that creates intelligent graph representations of your codebase with comprehensive semantic analysis… | 122 stars · 30 forks | No one-command install · Source | |
| 354 | 92.7207 | jtsylve-ida-promcp · back-end | Headless IDA Pro 9.3 MCP server exposing comprehensive binary analysis, decompilation, and reverse engineering tools. | 149 stars · 21 forks | No one-command install · Source | |
| 355 | 92.7197 | lzsheng-yapimcp · back-end | Integrates with YApi for API management, enabling seamless access to API documentation for tasks like code generation, testing, and integration… | 120 stars · 31 forks | No one-command install · Source | |
| 356 | 92.7131 | huggingagi-mcp-baostock-servermcp · back-end | MCP server based on baostock, providing access and analysis capabilities for Chinese stock market data. | 118 stars · 32 forks | No one-command install · Source | |
| 357 | 92.7012 | alondmnt-joplinmcp · back-end | Integrates with Joplin note-taking application via the joppy Python API | 168 stars · 17 forks | No one-command install · Source | |
| 358 | 92.6835 | hexsleeves-tailscalemcp · back-end | Integrates with Tailscale's CLI and REST API to provide network management capabilities including device authorization, route configuration, ACL… | 136 stars · 24 forks | No one-command install · Source | |
| 359 | 92.6698 | scrapegraphai-scrapegraphmcp · back-end | Integrates with ScapeGraph API to enable web scraping and graph-based data analysis for efficient extraction and processing of large-scale web data. | 113 stars · 34 forks | No one-command install · Source | |
| 360 | 92.6385 | coros-mcpmcp · back-end | A Model Context Protocol (MCP) server that fetches sleep, HRV, and training data from the unofficial Coros API and exposes them to AI assistants like… | 115 stars · 32 forks | No one-command install · Source | |
| 361 | 92.6284 | burtthecoder-virustotalmcp · back-end | This VirusTotal MCP server enables AI assistants to programmatically access VirusTotal's threat intelligence for security analysis and threat… | 149 stars · 20 forks | No one-command install · Source | |
| 362 | 92.6225 | v-3-notion-servermcp · back-end | Interact with Notion workspaces by searching, reading, creating, and updating pages. | 119 stars · 29 forks | No one-command install · Source | |
| 363 | 92.5995 | berlinbra-polymarket-predictionsmcp · back-end | Integrates with PolyMarket's API to fetch and analyze prediction market data for financial insights and decision support. | 142 stars · 21 forks | No one-command install · Source | |
| 364 | 92.5959 | toolprint-hypertoolmcp · back-end | Proxy server that connects to multiple MCP servers as a client and exposes their tools through configurable toolsets that can be hot-swapped without… | 158 stars · 18 forks | No one-command install · Source | |
| 365 | 92.5831 | linkingooo-renderdocmcp · back-end | GPU frame capture analysis using RenderDoc's Python API for graphics debugging, performance profiling, and rendering issue diagnosis. | 163 stars · 17 forks | No one-command install · Source | |
| 366 | 92.5581 | frida-mcpmcp · back-end | An MCP server that enables AI models to perform Android dynamic analysis using Frida, including spawning and attaching to applications, listing apps… | 114 stars · 31 forks | No one-command install · Source | |
| 367 | 92.5447 | emzimmer-wordpressmcp · back-end | Integrates with WordPress REST API to enable secure content management, user administration, and site configuration tasks. | 117 stars · 29 forks | No one-command install · Source | |
| 368 | 92.5125 | berlinbra-alpha-vantagemcp · back-end | Integrates with Alpha Vantage API to provide real-time financial market data for stock quotes, company information, cryptocurrency rates, and… | 104 stars · 39 forks | No one-command install · Source | |
| 369 | 92.5110 | jamesanz-medical-mcpmcp · back-end | An MCP server that provides access to medical information, drug databases, and healthcare resources. Enables AI assistants to query medical data, drug… | 111 stars · 32 forks | No one-command install · Source | |
| 370 | 92.4943 | ht-terminalmcp · back-end | Provides direct access to headless terminal sessions through a high-performance Rust implementation, enabling terminal automation, command execution… | 216 stars · 12 forks | No one-command install · Source | |
| 371 | 92.4565 | dkruyt-hetznermcp · back-end | Integrates with Hetzner Cloud API to enable management of cloud infrastructure resources including servers, volumes, firewalls, and SSH keys for… | 135 stars · 21 forks | No one-command install · Source | |
| 372 | 92.4280 | google-ai-mode-mcp-servermcp · back-end | Enables any MCP-compatible LLM to perform AI-powered web research using Google's AI Mode, returning synthesized and cited answers instead of raw… | 150 stars · 18 forks | No one-command install · Source | |
| 373 | 92.4192 | nkapila6-mcp-local-ragmcp · back-end | "primitive" RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed. | 133 stars · 21 forks | No one-command install · Source | |
| 374 | 92.4173 | mcp-server-wechatmcp · back-end | 基于MCP技术，实现微信聊天记录获取和消息发送的自动化操作，支持获取指定日期的聊天记录、向单个或多个好友发送消息。 | 112 stars · 29 forks | No one-command install · Source | |
| 375 | 92.4029 | opencode-mcpmcp · back-end | Bridges MCP clients to OpenCode's headless API, enabling AI to delegate autonomous coding tasks like building features, debugging, and refactoring… | 127 stars · 23 forks | No one-command install · Source | |
| 376 | 92.4012 | typescript-quality-hookshook · back-end | A quality-check hook for Node.js TypeScript projects: TypeScript compilation, ESLint auto-fixing and Prettier formatting, with SHA256 config caching… | 178 stars · 14 forks | No one-command install · Source | |
| 377 | 92.3996 | easy-code-readermcp · back-end | An MCP server for intelligently reading Java source code, supporting extraction from Maven dependencies and local projects with dual decompilers. | 155 stars · 17 forks | No one-command install · Source | |
| 378 | 92.3807 | tanigami-perplexitymcp · back-end | Get chat completions with citations from Perplexity API. | 94 stars · 39 forks | No one-command install · Source | |
| 379 | 92.3687 | discoursemcp · back-end | Integrates with Discourse forums through API tools and remote tool discovery, enabling search, content management, user lookup, and automated… | 74 stars · 41 forks | No one-command install · Source | |
| 380 | 92.3353 | gh-cristianuibar-bricks-buildermcp · back-end | WordPress plugin providing MCP server for Bricks Builder site management with natural language control. | 121 stars · 24 forks | No one-command install · Source | |
| 381 | 92.3151 | line-desktop-mcpmcp · back-end | Enables AI tools to read and send messages through LINE Desktop via MCP, supporting manual or automatic sending without official LINE API tokens. | 111 stars · 28 forks | No one-command install · Source | |
| 382 | 92.3094 | mikechao-brave-searchmcp · back-end | Provides a bridge to the Brave Search API for performing web, image, video, news, and local business searches with configurable parameters and robust… | 126 stars · 22 forks · 1 mention | No one-command install · Source | |
| 383 | 92.2469 | eliasbiondo-redditmcp · back-end | Browse, search, and read Reddit content without API keys or authentication using the redd scraping library. | 154 stars · 16 forks | No one-command install · Source | |
| 384 | 92.2425 | easy-mcpmcp · back-end | Simplifies creating MCP servers in TypeScript with an Express-like API and experimental decorators, enabling quick definition of tools, resources, and… | 196 stars · 12 forks | No one-command install · Source | |
| 385 | 92.2264 | totemmcp · back-end | Totem provides Claude with full read and write access to wearable device data, starting with Whoop, through its private iOS API. | 112 stars · 26 forks | No one-command install · Source | |
| 386 | 92.2128 | opendocswork-mcpmcp · back-end | Rust-native MCP server for Office document processing (Excel, Word, PowerPoint) enabling sub-millisecond, local-first document manipulation and export… | 159 stars · 15 forks | No one-command install · Source | |
| 387 | 92.1963 | augments-mcp-servermcp · back-end | A next-generation framework documentation provider for Claude Code via Model Context Protocol (MCP). Returns types + prose + examples with… | 128 stars · 20 forks | No one-command install · Source | |
| 388 | 92.1892 | dcolley-swaggermcp · back-end | Transforms Swagger/OpenAPI specifications into tools that enable interaction with any documented API through multiple authentication methods and… | 116 stars · 24 forks | No one-command install · Source | |
| 389 | 92.1698 | twenty-crmmcp · back-end | Integrates with Twenty CRM's REST API to enable complete customer relationship management through natural language interactions, supporting CRUD… | 100 stars · 33 forks | No one-command install · Source | |
| 390 | 92.1286 | pentesterflow-offensivesetmcp · back-end | MCP server for generating pentesting conversation datasets to train security-focused language models, with scenario listing and validation tools. | 100 stars · 32 forks | No one-command install · Source | |
| 391 | 92.1082 | squaremcp · back-end | Provides a bridge between Square's complete API ecosystem and conversational interfaces, enabling comprehensive e-commerce and payment processing… | 108 stars · 26 forks | No one-command install · Source | |
| 392 | 92.1021 | cswkim-discogsmcp · back-end | Provides a bridge to the Discogs API for searching music databases, managing collections, and accessing marketplace listings with comprehensive artist… | 120 stars · 21 forks | No one-command install · Source | |
| 393 | 92.0875 | multi-mcp-proxymcp · back-end | A flexible MCP proxy server that connects to and routes between multiple backend MCP servers over STDIO or SSE, enabling dynamic management and… | 110 stars · 25 forks | No one-command install · Source | |
| 394 | 92.0790 | arxiv-latex-mcpmcp · back-end | An MCP server that enables MCP clients to directly access and process arXiv papers by fetching the LaTeX source, improving mathematical content… | 145 stars · 16 forks | No one-command install · Source | |
| 395 | 92.0610 | kingkongshot-specs-workflowmcp · back-end | Guides users through structured software project documentation phases with automated document generation, progress tracking, and workflow state… | 127 stars · 19 forks | No one-command install · Source | |
| 396 | 92.0598 | minimax-coding-plan-mcpmcp · back-end | Specialized MCP server for coding workflows with web search and image analysis tools. | 101 stars · 29 forks | No one-command install · Source | |
| 397 | 92.0431 | ccabanillas-notionmcp · back-end | Integrates Notion's API, enabling workflows to interact with Notion databases and pages for dynamic content management and retrieval. | 111 stars · 24 forks | No one-command install · Source | |
| 398 | 92.0336 | m0xai-trellomcp · back-end | Integrates with Trello API to enable natural language management of boards, lists, and cards for streamlined project organization and task tracking… | 54 stars · 42 forks | No one-command install · Source | |
| 399 | 92.0167 | wysh3-perplexitymcp · back-end | Use Perplexity without any API keys | 98 stars · 32 forks | No one-command install · Source | |
| 400 | 92.0150 | devonthink-mcp-servermcp · back-end | This MCP server provides access to DEVONthink functionality via the Model Context Protocol (MCP). It enables listing, searching, creating, modifying… | 106 stars · 26 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.