Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1101 | 93.7797 | pi22by7-in-memoriamcp · database | Provides persistent intelligence infrastructure for codebase analysis through hybrid Rust-TypeScript architecture that combines Tree-sitter AST… | 172 stars · 30 forks | No one-command install · Source | |
| 1102 | 93.7783 | d365-f-o-mcp-servermcp · back-end | Enables AI-assisted X++ development for Dynamics 365 Finance and Operations by pre-indexing the entire codebase and providing 54 specialized tools for… | 136 stars · 51 forks | No one-command install · Source | |
| 1103 | 93.7761 | mubarak-alketbi-game-asset-generatormcp · ai-agents | Connects to Hugging Face Spaces to generate 2D pixel art sprites and 3D game assets from text prompts using specialized AI models for rapid game… | 153 stars · 41 forks | No one-command install · Source | |
| 1104 | 93.7747 | tumf-mcp-text-editormcp · other | Perform efficient line-oriented operations on text files. | 199 stars · 24 forks | No one-command install · Source | |
| 1105 | 93.7623 | postrv-narsilmcp · other | Deep code intelligence with tree-sitter parsing, call graphs, and security vulnerability scanning | 182 stars · 27 forks | No one-command install · Source | |
| 1106 | 93.7578 | kanban-tuimcp · ai-agents | MCP server for kanban-tui, a terminal-based task manager, that exposes task, board, and column management commands for AI agents to interact with. | 279 stars · 16 forks | No one-command install · Source | |
| 1107 | 93.7572 | gemini-search-mcp-2mcp · ai-agents | MCP server for web search powered by Google AI Mode (Gemini). Enables any AI agent to search the web in real-time for free and without rate limits. | 174 stars · 29 forks | No one-command install · Source | |
| 1108 | 93.7528 | adityak74-scholarly-arxivmcp · search | Integrates with arXiv to enable keyword-based searching and retrieval of academic articles for research assistance and literature reviews. | 186 stars · 26 forks | No one-command install · Source | |
| 1109 | 93.7499 | adeze-raindropmcp · other | Integrates with Raindrop.io bookmarking service to provide direct access for managing collections, bookmarks, tags, highlights, and user data without… | 181 stars · 27 forks | No one-command install · Source | |
| 1110 | 93.7350 | gomarble-google-adsmcp · auth | Integrates with Google Ads API to list accounts, execute GAQL queries, and generate keyword ideas with search volume and competition metrics through… | 142 stars · 48 forks | No one-command install · Source | |
| 1111 | 93.7302 | tuannvm-trinomcp · database | Enables SQL query execution against Trino databases with tools for data exploration, schema retrieval, and analysis without writing complex queries… | 119 stars · 52 forks | No one-command install · Source | |
| 1112 | 93.7233 | imlewc-metabasemcp · database | Integrates with Metabase to enable querying dashboards, executing SQL, and retrieving structured data for data analysis and insights generation. | 150 stars · 41 forks | No one-command install · Source | |
| 1113 | 93.7064 | bocha-searchmcp · search | Integrates with Bocha, a Chinese search engine, to provide web search capabilities with rich structured data from billions of documents across… | 178 stars · 27 forks | No one-command install · Source | |
| 1114 | 93.7049 | higangssh-homebutlermcp · back-end | All-in-one homelab management MCP server. Monitor system resources, manage Docker containers, Wake-on-LAN, scan networks, check open ports, and run… | 269 stars · 16 forks | No one-command install · Source | |
| 1115 | 93.7036 | sulaiman013-powerbimcp · back-end | Integrates with Power BI datasets through XMLA endpoints to enable natural language data analysis by automatically translating questions into… | 123 stars · 51 forks | No one-command install · Source | |
| 1116 | 93.6990 | veelenga-mermaidmcp · browser | Renders Mermaid diagrams in real-time with live preview capabilities, automatic browser refresh, and WebSocket-based updates, supporting SVG, PNG, and… | 203 stars · 22 forks | No one-command install · Source | |
| 1117 | 93.6872 | henkdz-selfhosted-supabasemcp · database | Provides a bridge between development environments and self-hosted Supabase instances for database introspection, migration management, and storage… | 139 stars · 49 forks | No one-command install · Source | |
| 1118 | 93.6751 | zomatomcp · back-end | Search for restaurants and order food on Zomato | 180 stars · 26 forks | No one-command install · Source | |
| 1119 | 93.6745 | zhizhuodemao-wechat-miniapp-debuggermcp · browser | Enables AI assistants to debug WeChat mini-programs via Chrome DevTools Protocol, with breakpoints, network interception, and source analysis. | 160 stars · 33 forks | No one-command install · Source | |
| 1120 | 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 | |
| 1121 | 93.6689 | vasylenko-claude-desktop-extension-bear-notesmcp · search | Search, read, create, and update Bear Notes directly from Claude. Local-only with complete privacy. | 206 stars · 21 forks | No one-command install · Source | |
| 1122 | 93.6660 | claude-patent-creatormcp · ai-agents | An MCP server that enables patent creation and analysis, including regulation search, prior art discovery, claim compliance checks, and patent diagram… | 177 stars · 27 forks | No one-command install · Source | |
| 1123 | 93.6581 | adancurusul-embedded-debuggermcp · ai-agents | Provides hardware debugging capabilities for ARM Cortex-M and RISC-V microcontrollers through probe-rs integration, supporting popular debug probes… | 171 stars · 28 forks | No one-command install · Source | |
| 1124 | 93.6534 | glade-mcpmcp · ai-agents | Connect any MCP-compatible AI client (Claude Code, Cursor, Windsurf) to Unity or Godot. 300+ granular tools, an editor aware system prompt, game… | 205 stars · 21 forks | No one-command install · Source | |
| 1124 | 93.6534 | jpicklyk-task-orchestratormcp · ai-agents | Enforces server-side workflow discipline for AI agents through persistent work items, typed dependency graphs, quality gates, and actor attribution. | 205 stars · 21 forks | No one-command install · Source | |
| 1126 | 93.6399 | traceloop-opentelemetry-mcp-servermcp · observability | 🐍🏠 - An MCP server for connecting to any OpenTelemetry backend (Datadog, Grafana, Dynatrace, Traceloop, etc.). | 199 stars · 22 forks | No one-command install · Source | |
| 1127 | 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 | |
| 1128 | 93.6309 | memovmcp · ai-agents | Provides a memory layer for AI coding agents with Git-powered version control, enabling automatic tracking of prompts, context, and code diffs. | 192 stars · 23 forks | No one-command install · Source | |
| 1129 | 93.6295 | wanaku-ai-wanakumcp · ai-agents | ☁️ 🏠 The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with… | 133 stars · 49 forks | No one-command install · Source | |
| 1130 | 93.6287 | rust-mcp-stack-filesystemmcp · other | Provides secure, high-performance access to local filesystem operations with strict path validation, enabling read/write file manipulation while… | 174 stars · 27 forks | No one-command install · Source | |
| 1131 | 93.6263 | priyankark-lighthousemcp · observability | Use Google's lighthouse tool to measure perf metrics for your webpage. You can then run an agentic loop and get the assistants to optimize those… | 209 stars · 20 forks | No one-command install · Source | |
| 1132 | 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 | |
| 1133 | 93.6154 | cachebromcp · ai-agents | Provides file caching and diff tracking for AI coding agents, reducing token usage by returning changes or confirming no changes instead of full file… | 218 stars · 19 forks | No one-command install · Source | |
| 1134 | 93.6123 | shinpr-imagemcp · ai-agents | Integrates with Google's Gemini 2.5 Flash model to generate images with automatic prompt enhancement and file-based output, featuring character… | 157 stars · 33 forks | No one-command install · Source | |
| 1134 | 93.6123 | alfonsograziano-node-code-sandboxmcp · devops | Provides a secure Docker-based sandbox for executing JavaScript code with npm dependencies, offering both persistent and ephemeral containers with… | 157 stars · 33 forks | No one-command install · Source | |
| 1136 | 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 | |
| 1137 | 93.6060 | meterlong-docx-processormcp · search | Enables creation, editing, and manipulation of Microsoft Word documents with features for text formatting, table management, content search/replace… | 191 stars · 23 forks | No one-command install · Source | |
| 1138 | 93.6036 | zotero-cli-ccmcp · ai-agents | MCP server that exposes 45 tools for Zotero reference management, enabling AI agents to read/write items, search, extract PDF text, and manage… | 202 stars · 21 forks | No one-command install · Source | |
| 1139 | 93.5912 | wopal-chinese-social-media-trendsmcp · other | Aggregates real-time trending topics from major Chinese social platforms and news sites. | 201 stars · 21 forks | No one-command install · Source | |
| 1140 | 93.5867 | ayeletstudioindia-unreal-analyzermcp · other | Analyzes Unreal Engine codebases, enabling deep insights into class hierarchies, subsystems, and game patterns. | 158 stars · 32 forks | No one-command install · Source | |
| 1141 | 93.5837 | a2a-bridgemcp · ai-agents | Bridges Google's Agent-to-Agent protocol with MCP, enabling agent discovery, registration, message sending, and task management through protocol… | 148 stars · 38 forks | No one-command install · Source | |
| 1142 | 93.5717 | elonjask-reqablemcp · database | Captures and analyzes HTTP and WebSocket traffic from Reqable proxy with local SQLite storage, domain statistics, API shape inference, and code… | 238 stars · 17 forks | No one-command install · Source | |
| 1143 | 93.5711 | quazaai-unitymcp · other | Enables real-time interaction with Unity projects through a WebSocket-based system that retrieves scene hierarchies, project settings, and executes C#… | 157 stars · 32 forks | No one-command install · Source | |
| 1144 | 93.5695 | freema-openclawmcp · other | Provides tools for interacting with the OpenClaw open-source game engine. | 183 stars · 24 forks | No one-command install · Source | |
| 1145 | 93.5655 | sktime-mcpmcp · ai-agents | An MCP server that enables LLMs to discover, reason about, compose, and execute sktime estimator workflows via a registry-driven semantic engine. | 27 stars · 110 forks | No one-command install · Source | |
| 1146 | 93.5628 | weidwonder-crawl4ai-google-custom-searchmcp · search | Integrates with Google Custom Search Engine to enable automated web crawling, content extraction, and search result parsing for data collection and… | 152 stars · 35 forks | No one-command install · Source | |
| 1147 | 93.5455 | design-systems-mcp-servermcp · front-end | Enables AI-powered access to authoritative design systems knowledge, including W3C standards, WCAG guidelines, and best practices from 188+ curated… | 204 stars · 20 forks | No one-command install · Source | |
| 1148 | 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 | |
| 1149 | 93.5353 | gowtham0992-linkmcp · ai-agents | Personal knowledge wiki maintained by LLMs with agent-optimized search and graph visualization. | 180 stars · 24 forks | No one-command install · Source | |
| 1150 | 93.5331 | philschmid-code-sandboxmcp · devops | Provides secure code execution capabilities through containerized sandbox environments, supporting Python and JavaScript with pre-installed libraries… | 203 stars · 20 forks | No one-command install · Source | |
| 1151 | 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 | |
| 1152 | 93.5211 | iamtouchskyer-memexmcp · ai-agents | Zettelkasten-based memory system for AI agents with atomic knowledge cards and bidirectional links. | 141 stars · 40 forks | No one-command install · Source | |
| 1152 | 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 | |
| 1154 | 93.5199 | awslabs-log-analyzer-cloudwatchmcp · devops | Provides structured access to CloudWatch Logs data for searching, analyzing, and correlating logs across AWS services to help with troubleshooting and… | 167 stars · 27 forks | No one-command install · Source | |
| 1155 | 93.5189 | e2a-mcpmcp · auth | Authenticated email service MCP for AI agents. | 184 stars · 23 forks | No one-command install · Source | |
| 1156 | 93.5175 | yfmeii-weapp-devmcp · front-end | Automates WeChat Mini Program testing and UI interactions through DevTools integration, enabling application lifecycle management, page navigation… | 175 stars · 25 forks | No one-command install · Source | |
| 1157 | 93.5151 | paiml-pmat-agentmcp · ai-agents | Zero-config AI context generation and code quality toolkit | 164 stars · 28 forks | No one-command install · Source | |
| 1158 | 93.5092 | mrwyndham-pocketbasemcp · database | Provides a bridge between AI systems and PocketBase databases, enabling direct interaction with collections, records, and user authentication for… | 151 stars · 34 forks | No one-command install · Source | |
| 1159 | 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 | |
| 1160 | 93.4965 | entanglr-zettelkasten-mcpmcp · ai-agents | A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and search… | 163 stars · 28 forks | No one-command install · Source | |
| 1161 | 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 | |
| 1162 | 93.4816 | szeider-minizinc-solvermcp · observability | Solve complex logic/optimization problems using MiniZinc syntax. | 181 stars · 23 forks | No one-command install · Source | |
| 1163 | 93.4814 | pskill9-website-downloadermcp · other | Integrates wget-based website downloading capabilities to enable offline archiving and analysis of web content while preserving site structure. | 156 stars · 31 forks | No one-command install · Source | |
| 1164 | 93.4813 | paolobietolini-gtm-editormcp · other | Manage Google Tag Manager containers, tags, triggers, variables, and publishing through natural language. | 157 stars · 30 forks | No one-command install · Source | |
| 1165 | 93.4747 | pydantic-logfire-opentelemetrymcp · observability | Enables AI systems to query and analyze OpenTelemetry traces and metrics through Logfire's API, providing tools for finding exceptions, investigating… | 162 stars · 28 forks | No one-command install · Source | |
| 1166 | 93.4719 | weibaohui-kommcp · devops | /🏠 - Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50… | 149 stars · 34 forks | No one-command install · Source | |
| 1167 | 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 | |
| 1168 | 93.4647 | indragiek-uniprofmcp · other | Universal CPU profiler for multiple languages and runtimes | 407 stars · 11 forks | No one-command install · Source | |
| 1169 | 93.4615 | northcindermcp · ai-agents | NorthCinder is an MCP server that enables AI agents to compare products against a brief, rank them with explanations, and support approved checkout… | 1,219 stars · 8 forks | No one-command install · Source | |
| 1170 | 93.4600 | sirmews-pineconemcp · database | Leverage Pinecone vector databases for semantic search and RAG. | 150 stars · 33 forks | No one-command install · Source | |
| 1171 | 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 | |
| 1172 | 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 | |
| 1173 | 93.4576 | nesquikm-rubber-duckmcp · ai-agents | Bridge to multiple OpenAI-compatible LLMs with consensus voting and multi-provider querying | 176 stars · 24 forks | No one-command install · Source | |
| 1174 | 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 | |
| 1175 | 93.4530 | chatgpt-to-codexmcp · browser | A local MCP runtime for macOS and Windows that enables ChatGPT to read, edit, search, run tests, and capture screenshots in your local project folder… | 152 stars · 32 forks | No one-command install · Source | |
| 1176 | 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 | |
| 1177 | 93.4398 | reversecore-mcpmcp · ai-agents | An enterprise-grade MCP server for AI-powered reverse engineering. Enables AI agents to perform comprehensive binary analysis through natural language… | 195 stars · 20 forks | No one-command install · Source | |
| 1178 | 93.4384 | tacticlaunch-linearmcp · other | Bridges Linear project management system with natural language interaction, enabling issue tracking, project workflows, and team management without… | 146 stars · 35 forks | No one-command install · Source | |
| 1179 | 93.4339 | clauditmcp · ai-agents | Enables searching over 20,000+ smart contract audit findings from Solodit, with filters for severity, firm, tags, and more. Designed for use with AI… | 157 stars · 29 forks | No one-command install · Source | |
| 1180 | 93.4324 | jetbrains-ide-pluginmcp · other | Integrates Large Language Models with JetBrains IDEs, enabling custom AI-powered tools for code generation, refactoring, and development tasks. | 134 stars · 42 forks | No one-command install · Source | |
| 1181 | 93.4198 | uranid-mnemmcp · ai-agents | Rust MCP server providing versioned knowledge graph memory for agents with hybrid GraphRAG retrieval. | 144 stars · 35 forks | No one-command install · Source | |
| 1182 | 93.4172 | codex-as-mcpmcp · ai-agents | Delegates work from MCP clients (like Claude Code) to the Codex CLI, allowing spawning of autonomous Codex subagents for tasks. | 173 stars · 24 forks | No one-command install · Source | |
| 1183 | 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 | |
| 1184 | 93.4102 | webreapermcp · browser | AI-native web scraper: scrape, crawl and map any site to clean markdown over stdio. MIT-licensed. | 148 stars · 33 forks | No one-command install · Source | |
| 1185 | 93.4003 | dmmulroy-overseermcp · github-vcs | Task orchestration system that creates hierarchical milestone-task-subtask structures with inherited context and learnings, automatically managing… | 247 stars · 15 forks | No one-command install · Source | |
| 1186 | 93.3942 | doggybee-ccxtmcp · back-end | High-performance CCXT MCP server for cryptocurrency exchange integration. | 145 stars · 34 forks | No one-command install · Source | |
| 1187 | 93.3941 | jackkuo666-pubmedmcp · search | Provides a bridge to PubMed for searching, filtering, retrieving, and analyzing medical research articles with tools for keyword searches, metadata… | 129 stars · 46 forks | No one-command install · Source | |
| 1188 | 93.3839 | qiankunli-github-iomcp · ai-agents | Personal blog | 94 stars · 50 forks | No one-command install · Source | |
| 1189 | 93.3796 | shaikhspeare-wanderlogmcp · other | Build and manage Wanderlog trip itineraries with 14 tools for places, hotels, notes, and expenses. | 113 stars · 47 forks | No one-command install · Source | |
| 1190 | 93.3675 | pyroprompts-llm-completions-mcpmcp · ai-agents | Connect to OpenAI-compatible chat completion APIs. | 160 stars · 27 forks | No one-command install · Source | |
| 1191 | 93.3652 | summarizermcp · search | Provides intelligent summarization capabilities for various types of content. | 166 stars · 25 forks | No one-command install · Source | |
| 1192 | 93.3528 | macos-mcpmcp · ai-agents | A lightweight MCP server that bridges AI agents and macOS, enabling automation of file navigation, application control, UI interaction, browser… | 165 stars · 25 forks | No one-command install · Source | |
| 1192 | 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 | |
| 1194 | 93.3516 | kukapay-crypto-indicatorsmcp · ai-agents | Provides AI trading agents with real-time technical analysis indicators and trading signals for cryptocurrency markets, enabling quantitative strategy… | 130 stars · 43 forks | No one-command install · Source | |
| 1195 | 93.3512 | luyike221-xiaohongshumcp · auth | Automates Xiaohongshu (Little Red Book) interactions through browser automation with persistent cookie-based authentication for social media content… | 144 stars · 33 forks | No one-command install · Source | |
| 1196 | 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 | |
| 1197 | 93.3473 | ergut-bigquerymcp · other | Securely query and analyze Google BigQuery datasets via natural language. | 147 stars · 32 forks | No one-command install · Source | |
| 1198 | 93.3283 | livehybrid-splunkmcp · search | Integrates with Splunk Enterprise/Cloud to enable natural language-driven searches, index management, user handling, and KV store operations through a… | 107 stars · 47 forks | No one-command install · Source | |
| 1199 | 93.3269 | just-every-read-website-fastmcp · browser | Extracts web content and converts it to clean Markdown format using Mozilla Readability for intelligent article detection, with disk-based caching… | 161 stars · 26 forks | No one-command install · Source | |
| 1199 | 93.3269 | kujenga-zoteromcp · search | Integrates with Zotero to enable searching libraries, retrieving metadata, and accessing full-text content for scholarly research workflows. | 161 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.