Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 98.1617 | blitzmcp · database | Gives AI agents full control over the iOS development lifecycle through a native macOS app providing simulator management, device control, database… | 1,742 stars · 139 forks | No one-command install · Source | |
| 202 | 98.1542 | julien040-anyquerymcp · database | Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database. Local-first and… | 1,772 stars · 134 forks | No one-command install · Source | |
| 203 | 98.1462 | argentmcp · front-end | Enables AI assistants to interact with iOS Simulators and Android Emulators, allowing autonomous app development, UI interaction, profiling, and… | 2,345 stars · 96 forks | No one-command install · Source | |
| 204 | 98.1416 | nickclyde-duckduckgo-searchmcp · search | Integrates with DuckDuckGo to provide web search capabilities, content fetching, and parsing, with results formatted for large language model… | 1,446 stars · 186 forks | No one-command install · Source | |
| 205 | 98.1387 | pm-claude-skills-mcpmcp · ai-agents | In Anthropic's official Claude plugin directory · 400 professional Agent Skills (PRDs, launches, compliance, CVs & more) for Claude, ChatGPT, Gemini… | 1,330 stars · 233 forks | No one-command install · Source | |
| 206 | 98.1363 | arkonmcp · other | Self-hosted enterprise knowledge hub that compiles organizational docs into a structured wiki and serves it to AI clients via MCP with fine-grained… | 1,256 stars · 270 forks | No one-command install · Source | |
| 207 | 98.1357 | can4hou6joeng4-boss-agent-climcp · search | BOSS Zhipin recruitment workflow for AI agents. 49 MCP tools for job search, welfare filtering, recruiter messaging, pipeline tracking, and resume… | 1,638 stars · 143 forks | No one-command install · Source | |
| 208 | 98.1315 | nspady-google-calendarmcp · auth | Integrates with Google Calendar to enable natural language querying, event creation, and calendar management using the Google Calendar API and OAuth… | 1,179 stars · 327 forks | No one-command install · Source | |
| 209 | 98.1249 | softeria-ms-365-mcp-servermcp · back-end | MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar) | 945 stars · 363 forks | No one-command install · Source | |
| 210 | 98.1239 | joshuayoes-ios-simulatormcp · front-end | Enables Claude to control iOS simulators for testing and debugging applications by providing tools for UI interaction, element inspection, and device… | 2,156 stars · 97 forks | No one-command install · Source | |
| 211 | 98.1199 | miscusi-peek-cheatengine-bridgemcp · ai-agents | Bridge Cheat Engine memory analysis to AI workflows via named pipes | 1,363 stars · 204 forks | No one-command install · Source | |
| 212 | 98.1156 | taxuspt-garmin-connectmcp · observability | Integrates with Garmin Connect to expose fitness and health data, enabling access to activities, detailed workout information, and health metrics like… | 1,102 stars · 349 forks | No one-command install · Source | |
| 213 | 98.1146 | io-github-svnscha-mcp-windbgmcp · github-vcs | Bridges AI models with WinDbg for crash dump analysis and remote debugging. | 1,554 stars · 153 forks | No one-command install · Source | |
| 214 | 98.1139 | isaacphi-language-servermcp · back-end | Provides intelligent code analysis and manipulation across multiple programming languages through language server protocols, enabling developers to… | 1,586 stars · 143 forks | No one-command install · Source | |
| 215 | 98.1127 | nictuku-meta-adsmcp · auth | Provides a bridge to Facebook's Marketing API for analyzing ad campaigns, reviewing creatives, and monitoring metrics through secure OAuth… | 1,225 stars · 271 forks | No one-command install · Source | |
| 216 | 98.1114 | ezyang-codemcpmcp · ai-agents | Coding agent with basic read, write and command line tools. | 1,608 stars · 140 forks | No one-command install · Source | |
| 217 | 98.1094 | obsidian-mcpvaultmcp · search | Use to let an agent read and write an Obsidian vault (search notes, follow wikilinks, and update frontmatter) so a markdown knowledge graph becomes a… | 1,674 stars · 128 forks | No one-command install · Source | |
| 218 | 98.0855 | pg-aiguidemcp · database | Enables semantic search across PostgreSQL, TimescaleDB, and PostGIS documentation to help AI coding assistants write better PostgreSQL code. | 1,848 stars · 110 forks | No one-command install · Source | |
| 219 | 98.0850 | voicemcp · other | Enables two-way voice conversations through multiple transport methods including local microphone recording and LiveKit room-based communication, with… | 1,346 stars · 189 forks | No one-command install · Source | |
| 220 | 98.0824 | mnemox-ai-tradememorymcp · ai-agents | Persistent outcome-weighted memory for trading agents with trade journaling, behavioral bias detection, and strategy adjustment. | 1,411 stars · 166 forks | No one-command install · Source | |
| 221 | 98.0760 | gortexmcp · search | High-performance code graph and code intelligence engine. Index code base into knowledge graph, supports 257 languages and native multi repositories… | 1,516 stars · 144 forks | No one-command install · Source | |
| 222 | 98.0696 | mathworks-matlabmcp · back-end | Run MATLAB using AI applications with the official MCP server from MathWorks, enabling code execution, evaluation, and static analysis | 1,578 stars · 129 forks | No one-command install · Source | |
| 223 | 98.0629 | modular-rag-mcp-servermcp · back-end | A pluggable, observable modular RAG framework exposing tools via MCP protocol for AI assistants like Copilot/Claude to query knowledge bases, list… | 1,162 stars · 266 forks | No one-command install · Source | |
| 224 | 98.0552 | datalayer-jupytermcp · other | Integrates Jupyter notebooks with MCP to enable code execution, content manipulation, and interactive data exploration within notebook environments. | 1,270 stars · 194 forks | No one-command install · Source | |
| 225 | 98.0450 | mongodb-js-mongodbmcp · database | Provides a bridge between MongoDB databases and conversational interfaces, enabling comprehensive database operations, collection management, schema… | 1,116 stars · 283 forks | No one-command install · Source | |
| 226 | 98.0395 | rinadelph-agent-mcpmcp · ai-agents | A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG… | 1,295 stars · 180 forks | No one-command install · Source | |
| 227 | 98.0376 | steipete-claude-codemcp · search | Provides a streamlined interface for executing complex coding tasks including file operations, Git commands, and web searches without permission… | 1,313 stars · 173 forks | No one-command install · Source | |
| 228 | 98.0196 | higress-group-himarketmcp · back-end | Enterprise marketplace platform for packaging, publishing, and managing AI assets like Model APIs and MCP Servers with developer onboarding… | 1,281 stars · 177 forks | No one-command install · Source | |
| 229 | 97.9961 | loopwork-macos-system-servicesmcp · other | Access to macOS Messages, Contacts, Location, Reminders and other Apple services. | 1,533 stars · 117 forks | No one-command install · Source | |
| 230 | 97.9933 | apecloud-aperagmcp · search | Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for… | 1,318 stars · 147 forks | No one-command install · Source | |
| 231 | 97.9701 | power-bi-modeling-mcp-servermcp · ai-agents | The Power BI Modeling MCP Server implements the MCP specification to create a seamless connection between AI agents and Power BI semantic models. This… | 1,123 stars · 201 forks | No one-command install · Source | |
| 232 | 97.9695 | codesightmcp · other | Provides 13 MCP tools for codebase analysis, wiki generation, and knowledge mapping, enabling AI assistants to understand project structure and… | 1,408 stars · 123 forks | No one-command install · Source | |
| 233 | 97.9635 | junglemcp · back-end | Self-hosted MCP tool registry and proxy server that enables centralized discovery, management, and secure access to multiple MCP servers through a… | 1,242 stars · 156 forks | No one-command install · Source | |
| 234 | 97.9594 | alpacahq-tradingmcp · observability | Integrates with Alpaca trading platform to manage stock and options accounts through paper and live trading environments, enabling order execution… | 934 stars · 296 forks | No one-command install · Source | |
| 235 | 97.9547 | caol64-wenyan-mcpmcp · back-end | Wenyan MCP Server, which lets AI automatically format Markdown articles and publish them to WeChat GZH. | 1,308 stars · 137 forks | No one-command install · Source | |
| 236 | 97.9519 | tldx-mcpmcp · ai-agents | An MCP server for tldx that allows AI agents to brainstorm brand names and instantly verify domain availability using lightning-fast, concurrent RDAP… | 1,919 stars · 80 forks | No one-command install · Source | |
| 237 | 97.9449 | gh-drhelius-gearboymcp · back-end | Game Boy and Game Boy Color emulator with embedded MCP server for AI-assisted debugging and development. | 1,193 stars · 162 forks | No one-command install · Source | |
| 238 | 97.9407 | portswigger-burp-suitemcp · other | Integrates with Burp Suite for web security testing, enabling HTTP request manipulation, proxy history analysis, and security testing operations for… | 1,124 stars · 185 forks | No one-command install · Source | |
| 239 | 97.9380 | ktxmcp · ai-agents | ktx is an MCP server that provides agents with accurate warehouse querying by serving a self-improving context layer of approved metrics, joinable… | 1,569 stars · 101 forks | No one-command install · Source | |
| 240 | 97.9373 | neo4j-contrib-mcp-neo4jmcp · database | Interact with Neo4j graph databases to query, analyze, and manipulate data. | 981 stars · 256 forks | No one-command install · Source | |
| 241 | 97.9350 | proximamcp · search | A local AI gateway that connects multiple AI providers (ChatGPT, Claude, Gemini, Perplexity) to your development environment via MCP tools, enabling… | 1,170 stars · 163 forks | No one-command install · Source | |
| 242 | 97.9309 | loki-modemcp · ai-agents | Autonomous spec-to-product coding-agent CLI. Its MCP server exposes 34 tools over stdio: project state and task-queue ops, memory retrieve/store, code… | 1,054 stars · 205 forks | No one-command install · Source | |
| 243 | 97.9233 | agentmailmcp · comms | Provides dedicated email inboxes for AI agents to send, receive, and query messages | 63 stars · 18 forks · passed install test | No one-command install · Source | |
| 244 | 97.9223 | xing5-google-sheetsmcp · auth | Integrates with Google Drive and Google Sheets to create, read, update, and manage spreadsheets with support for both OAuth and service account… | 994 stars · 241 forks | No one-command install · Source | |
| 245 | 97.9212 | ihor-sokoliuk-searxngmcp · search | Integrates SearXNG API to enable web searches with pagination control for up-to-date information retrieval and content analysis. | 1,188 stars · 154 forks | No one-command install · Source | |
| 246 | 97.9036 | gitkrakenmcp · github-vcs | Git CLI with integrated MCP server for GitHub, GitLab, Bitbucket, Azure DevOps, and Jira | 452 stars · 356 forks | No one-command install · Source | |
| 247 | 97.9009 | yargimcp · search | Integrates with Turkish legal databases to provide unified search and retrieval of court decisions from Yargitay, Danistay, Constitutional Court, and… | 1,110 stars · 173 forks | No one-command install · Source | |
| 248 | 97.8739 | google-adsmcp · back-end | Access Google Ads API for campaign management and performance reporting. | 904 stars · 264 forks | No one-command install · Source | |
| 249 | 97.8735 | jjsantos-qgismcp · other | Enables AI systems to perform complex GIS operations in QGIS through a socket-based architecture that exposes geospatial capabilities like adding… | 1,075 stars · 168 forks | No one-command install · Source | |
| 250 | 97.8709 | drawio-livemcp · ai-agents | Launches/connects to the visible draw.io desktop editor and edits its active graph model in real time, allowing AI agents to draw scientific figures… | 1,393 stars · 102 forks | No one-command install · Source | |
| 251 | 97.8696 | agent-network-protocolmcp · ai-agents | Open source protocol for agent communication, defining how agents connect with each other | 1,408 stars · 101 forks | No one-command install · Source | |
| 252 | 97.8678 | haftmcp · back-end | Haft is an MCP server that enforces engineering discipline for AI-assisted software delivery, providing tools for problem framing, decision contracts… | 1,392 stars · 102 forks | No one-command install · Source | |
| 253 | 97.8553 | aidc-ai-pixellemcp · other | Integrates with ComfyUI workflows to provide text-to-image, image-to-image, and image-to-video generation capabilities through natural language… | 1,108 stars · 150 forks | No one-command install · Source | |
| 254 | 97.8334 | arcadedbmcp · database | Multi-model database with built-in MCP support for SQL, Cypher, Gremlin, and GraphQL queries. | 1,118 stars · 137 forks | No one-command install · Source | |
| 255 | 97.8261 | ai-tradermcp · ai-agents | Enables AI assistants like Claude to run backtests, fetch market data, list strategies, and analyze trading algorithms via natural language. | 1,063 stars · 146 forks | No one-command install · Source | |
| 256 | 97.8238 | rohitg00-kubectlmcp · devops | Enables natural language interaction with Kubernetes resources, allowing developers to manage clusters through conversational interfaces instead of… | 960 stars · 184 forks | No one-command install · Source | |
| 257 | 97.8107 | operative-sh-web-ux-evaluatormcp · front-end | Enables automated browser interactions for evaluating web application user experiences, capturing console logs and network requests to generate… | 1,240 stars · 109 forks | No one-command install · Source | |
| 258 | 97.8086 | tencentcloudbase-cloudbase-ai-toolkitmcp · back-end | One-stop backend services for WeChat Mini-Programs and full-stack apps. Provides specialized MCP tools for serverless cloud functions, databases, and… | 1,090 stars · 137 forks | No one-command install · Source | |
| 259 | 97.8050 | iwemcp · database | iwec gives AI agents structured access to your Markdown notes as a knowledge graph instead of a pile of files. Agents search, retrieve, traverse, and… | 1,609 stars · 74 forks | No one-command install · Source | |
| 260 | 97.7962 | reactusemcp · back-end | MCP server for the ReactUse library. Exposes 110+ React Hook signatures, examples, and API metadata so AI coding assistants can discover and use any… | 1,048 stars · 141 forks | No one-command install · Source | |
| 261 | 97.7905 | queryweavermcp · database | MCP server for natural language to SQL conversion, enabling listing databases, connecting, inspecting schemas, and querying databases using plain… | 1,072 stars · 134 forks | No one-command install · Source | |
| 262 | 97.7877 | suekou-notion-servermcp · back-end | Manage pages and databases in Notion workspaces. | 922 stars · 180 forks | No one-command install · Source | |
| 263 | 97.7864 | coding-tools-mcpmcp · ai-agents | Empower any MCP-compatible AI Agent(MCP Client) with engineering-grade capabilities to understand, modify, run, and deliver real-world code… | 956 stars · 164 forks | No one-command install · Source | |
| 264 | 97.7803 | colab-mcpmcp · browser | Bridges a local agent to a Colab session in the browser, enabling seamless interaction with Colab from local clients. | 916 stars · 184 forks | No one-command install · Source | |
| 265 | 97.7669 | heymrun-heymmcp · ai-agents | Source-available, self-hosted AI workflow automation platform. Build multi-agent, RAG, and tool-using pipelines on a visual canvas, then expose any… | 1,285 stars · 96 forks | No one-command install · Source | |
| 266 | 97.7656 | persome-mcp-servermcp · back-end | Enables MCP agents to query a local, cross-app personal model built from macOS activity, providing search, receipts, and model tools. | 1,323 stars · 92 forks | No one-command install · Source | |
| 267 | 97.7556 | langchain-mcpdocmcp · ai-agents | Provides AI systems with access to documentation from llms.txt files by fetching and parsing content from specified URLs, enabling seamless… | 1,032 stars · 129 forks | No one-command install · Source | |
| 268 | 97.7524 | regenrek-deepwiki-markdown-convertermcp · github-vcs | Converts DeepWiki repositories into well-formatted Markdown, maintaining links between pages while removing headers, footers, navigation elements, and… | 1,383 stars · 81 forks | No one-command install · Source | |
| 269 | 97.7426 | duckle-mcp-servermcp · front-end | Duckle ships its own Model Context Protocol server, so Claude can browse the full component catalog and per-component property schemas, generate a… | 1,258 stars · 94 forks | No one-command install · Source | |
| 270 | 97.7423 | ariadng-metatrader-mcp-servermcp · back-end | Enable AI LLMs to execute trades using MetaTrader 5 platform | 785 stars · 254 forks | No one-command install · Source | |
| 271 | 97.7395 | negokaz-excelmcp · other | Integrates with Microsoft Excel to enable reading and writing of text data in xlsx files for spreadsheet manipulation and analysis tasks. | 1,017 stars · 128 forks | No one-command install · Source | |
| 272 | 97.7327 | solana-mcp-by-vybemcp · back-end | Enables browsing Solana schemas and making live Solana API calls through a public MCP server. | 1,226 stars · 96 forks | No one-command install · Source | |
| 273 | 97.7237 | safedep-vetmcp · other | Protect against malicious open source packages | 1,107 stars · 111 forks | No one-command install · Source | |
| 274 | 97.7217 | yifancong-rsdoctormcp · other | Build analysis and optimization recommendations for Rspack projects | 1,139 stars · 102 forks | No one-command install · Source | |
| 275 | 97.7189 | atlassian-rovo-mcp-servermcp · back-end | A cloud-hosted bridge that gives AI tools secure, real-time access to Jira, Confluence, Jira Service Management, Bitbucket, and Compass. | 1,009 stars · 126 forks | No one-command install · Source | |
| 276 | 97.7170 | betterdb-monitormcp · database | Real-time monitoring, slowlog analysis, and audit trails for Valkey and Redis databases. | 1,299 stars · 83 forks | No one-command install · Source | |
| 277 | 97.7021 | johnhuang-code-indexermcp · search | Indexes and analyzes code repositories to enable file navigation, pattern searching, and complexity assessment across multiple programming languages… | 1,005 stars · 121 forks | No one-command install · Source | |
| 278 | 97.6931 | weibaohui-k8mmcp · devops | /🏠 - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools… | 878 stars · 156 forks | No one-command install · Source | |
| 279 | 97.6799 | mibayy-token-saviormcp · search | Structural codebase indexing with surgical query tools that reduce token consumption by answering code navigation, dependency, and impact analysis… | 1,137 stars · 96 forks | No one-command install · Source | |
| 280 | 97.6639 | chir24-unreal-enginemcp · front-end | Connects to Unreal Engine 5's Remote Control API to enable automated game development workflows including asset management, actor manipulation, level… | 851 stars · 159 forks | No one-command install · Source | |
| 281 | 97.6532 | jae-jae-fetchermcp · browser | Fetches and extracts web content using Playwright's headless browser capabilities, delivering clean, readable content from JavaScript-heavy websites… | 1,079 stars · 99 forks | No one-command install · Source | |
| 282 | 97.6523 | arben-adm-sequential-thinkingmcp · other | Implements structured step-by-step reasoning to break down and methodically analyze complex problems. | 947 stars · 118 forks | No one-command install · Source | |
| 283 | 97.6329 | coleam00-mem0mcp · search | Provides persistent long-term memory capabilities through semantic indexing, retrieval, and search functions with support for multiple LLM providers… | 681 stars · 237 forks | No one-command install · Source | |
| 284 | 97.6319 | cookjohn-zoteromcp · front-end | Integrates with Zotero reference management software through a dual-component architecture to provide access to bibliographic data, abstracts, tags… | 1,117 stars · 92 forks | No one-command install · Source | |
| 285 | 97.6285 | saik0s-browser-usemcp · browser | Integrates with web browsers to enable automated web scraping, form filling, and interaction with web applications. | 958 stars · 110 forks | No one-command install · Source | |
| 286 | 97.6226 | pyth-networkmcp · other | Real-time and historical price feeds for crypto, equities, FX, and commodities. | 247 stars · 346 forks | No one-command install · Source | |
| 287 | 97.6153 | idoubi-mcp-server-chatsummcp · back-end | Hook into your WeChat history and pull summaries of conversations. | 1,029 stars · 98 forks | No one-command install · Source | |
| 288 | 97.6146 | getsentry-sentry-mcpmcp · observability | Sentry.io integration for error tracking and performance monitoring | 837 stars · 142 forks | No one-command install · Source | |
| 289 | 97.6104 | mcp-kali-servermcp · back-end | Connects MCP clients to a Kali Linux terminal for AI-assisted penetration testing and CTF challenge solving by executing commands like Nmap… | 808 stars · 160 forks | No one-command install · Source | |
| 290 | 97.6004 | grafbasemcp · back-end | Command-line tool for managing GraphQL APIs with features for local development, federation, and deployment across various connectors including… | 1,231 stars · 73 forks | No one-command install · Source | |
| 291 | 97.5896 | gh05tcrew-metasploit-frameworkmcp · other | Provides a secure interface to Metasploit Framework's penetration testing capabilities, enabling exploit execution, payload generation, session… | 732 stars · 207 forks | No one-command install · Source | |
| 292 | 97.5884 | x-api-fastmcp-servermcp · back-end | A local MCP server that exposes the X API (formerly Twitter API) as tools, enabling operations like posting, searching, user management, and more via… | 853 stars · 127 forks | No one-command install · Source | |
| 293 | 97.5773 | jingcheng-chen-rhino-8mcp · front-end | Enables direct control of Rhino 8's 3D modeling environment through a C# SDK-based server that exposes modeling operations for design workflow… | 1,012 stars · 95 forks | No one-command install · Source | |
| 294 | 97.5590 | android-automationmcp · front-end | Provides direct automation and control of Android devices through uiautomator2, enabling clicking, swiping, typing, and UI element inspection for… | 871 stars · 113 forks | No one-command install · Source | |
| 295 | 97.5413 | a-bonus-google-docsmcp · other | Provides a bridge between Google Docs and AI tools for reading document content, appending text, and applying formatting to specific text within… | 653 stars · 213 forks | No one-command install · Source | |
| 296 | 97.5341 | jacksteamdev-obsidian-toolsmcp · other | Integrates AI-powered tools with Obsidian for enhanced note-taking, linking, and knowledge management workflows. | 832 stars · 118 forks | No one-command install · Source | |
| 297 | 97.5329 | gemini-skillmcp · back-end | MCP server to control Gemini web interface via CDP for AI image generation, chat, and image extraction. | 830 stars · 119 forks | No one-command install · Source | |
| 298 | 97.5326 | line-bot-mcp-servermcp · back-end | MCP server that integrates the LINE Messaging API to enable AI agents to send messages and manage LINE Official Accounts. | 771 stars · 148 forks | No one-command install · Source | |
| 299 | 97.5313 | refmcp · search | Integrates with Ref.tools documentation search service to provide curated technical documentation access, web search fallback, and URL-to-markdown… | 1,165 stars · 69 forks | No one-command install · Source | |
| 300 | 97.5311 | zcaceres-fetchmcp · other | Fetches and transforms web content into various formats. | 819 stars · 123 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.