Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3001 | 86.6750 | ss-reading-nestmcp · ai-agents | An MCP server that enables a private mobile-first reading experience in ChatGPT, managing multi-book shelves, reading progress, highlights, thoughts… | 22 stars · 22 forks | No one-command install · Source | |
| 3002 | 86.6716 | paper-format-agentmcp · ai-agents | A local DOCX formatter for theses and papers that also provides an optional MCP server with tools for formatting, extracting rules, and scoring… | 79 stars · 6 forks | No one-command install · Source | |
| 3003 | 86.6672 | cyreslab-shodanmcp · search | Provides secure access to Shodan's database of internet-connected devices through host lookups, search functionality, and vulnerability information… | 49 stars · 13 forks | No one-command install · Source | |
| 3003 | 86.6672 | zenml-io-zenmlmcp · other | Integrates with ZenML to enable querying pipeline metadata, triggering new runs, and analyzing ML workflow history through Python-based tools for… | 49 stars · 13 forks | No one-command install · Source | |
| 3005 | 86.6596 | cli-anything-arcgis-promcp · ai-agents | Drive Esri's ArcGIS Pro from an AI agent — the ArcGIS Pro counterpart to QGIS MCP. A headless ArcPy CLI plus an in-process .NET 8 add-in that exposes… | 59 stars · 9 forks | No one-command install · Source | |
| 3006 | 86.6523 | samuraikun-aws-s3mcp · devops | Provides direct access to Amazon S3 storage for listing buckets, browsing objects, and retrieving file contents with automatic text extraction from… | 30 stars · 20 forks | No one-command install · Source | |
| 3007 | 86.6478 | webscraping-aimcp · auth | Integrates with Instagram through the private API to provide authentication, profile management, content discovery, and automated engagement actions… | 45 stars · 16 forks | No one-command install · Source | |
| 3007 | 86.6478 | pragmar-webcrawlmcp · search | Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers. | 45 stars · 16 forks | No one-command install · Source | |
| 3007 | 86.6478 | alleybo55-gocodemcp · ai-agents | Claude Code reimplemented in Go as a fast AI coding agent runtime with MCP server support. | 45 stars · 16 forks | No one-command install · Source | |
| 3007 | 86.6478 | nickytonline-dev-tomcp · search | Integrates with dev.to's public API to provide article retrieval, user information access, tag browsing, comment viewing, and content search… | 45 stars · 16 forks | No one-command install · Source | |
| 3007 | 86.6478 | gitlab-code-reviewmcp · github-vcs | Integrates with GitLab to enable code review of merge requests, allowing detailed analysis of diffs, commenting, and approval directly within the… | 45 stars · 16 forks | No one-command install · Source | |
| 3012 | 86.6460 | cuttermcp-plusmcp · ai-agents | Enables LLMs to automate reverse engineering tasks using Cutter, including function analysis, decompilation, disassembly, and more. | 55 stars · 10 forks | No one-command install · Source | |
| 3012 | 86.6460 | renpy-mcp-servermcp · back-end | Enables AI assistants to create complete Ren'Py visual novel games with AI-generated images, dialogue, branching stories, and web deployment. | 55 stars · 10 forks | No one-command install · Source | |
| 3012 | 86.6460 | davidshtian-aws-bedrock-integrationmcp · devops | Integrates AWS Bedrock, enabling natural language processing and task automation. | 55 stars · 10 forks | No one-command install · Source | |
| 3015 | 86.6327 | gabrielserrao-pyrestoolboxmcp · other | Provides reservoir engineering calculations through the pyResToolbox library, exposing 47 tools for oil and gas PVT properties, inflow performance… | 44 stars · 17 forks | No one-command install · Source | |
| 3015 | 86.6327 | pnizer-whatsapp-webmcp · back-end | Enables AI interaction with WhatsApp through direct client integration or API connectivity, supporting message handling, contact management, group… | 44 stars · 17 forks | No one-command install · Source | |
| 3017 | 86.6293 | console-automationmcp · other | Enables interactive console sessions across multiple shell types (cmd, PowerShell, bash, zsh) with real-time output streaming, automatic error… | 46 stars · 15 forks | No one-command install · Source | |
| 3018 | 86.6220 | handsomejustin-mijia-controlmcp · back-end | Control Xiaomi/Mijia smart home devices (lights, AC, heaters, robots, cameras) through MCP. Includes web dashboard, REST API, CLI, SocketIO, energy… | 63 stars · 8 forks | No one-command install · Source | |
| 3019 | 86.6219 | eversinc33-triage-pe-file-analysismcp · other | Integrates with multiple security tools to perform static analysis of PE files, extracting critical information like import tables, metadata, strings… | 78 stars · 6 forks | No one-command install · Source | |
| 3019 | 86.6219 | fengin-search-engines-proxymcp · back-end | Provides a unified API for accessing multiple search engines including Brave Search, Metaso, and Bocha, handling authentication, rate limiting, and… | 78 stars · 6 forks | No one-command install · Source | |
| 3021 | 86.6135 | telamcp · ai-agents | Self-hostable, markdown-native team wiki with a built-in MCP server: agents search, read, and write your wiki pages (ranked Postgres full-text +… | 69 stars · 7 forks | No one-command install · Source | |
| 3021 | 86.6135 | gh-spranab-brainstormmcp · ai-agents | Multi-model orchestration for debates and code reviews across GPT, Gemini, DeepSeek, and Claude with synthesis. | 69 stars · 7 forks | No one-command install · Source | |
| 3023 | 86.5961 | 2b3pro-markdown2pdfmcp · browser | Converts Markdown to PDF using Puppeteer, offering syntax highlighting, custom styling, and watermarking capabilities for document generation. | 37 stars · 19 forks | No one-command install · Source | |
| 3024 | 86.5937 | altium-designer-mcpmcp · front-end | An MCP server that provides file I/O and primitive placement tools, enabling AI assistants to create and manage Altium Designer component libraries. | 50 stars · 12 forks | No one-command install · Source | |
| 3024 | 86.5937 | ivanamador-vercel-ai-docs-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation. | 50 stars · 12 forks | No one-command install · Source | |
| 3026 | 86.5879 | codex-control-plane-mcpmcp · other | Reliable Codex Desktop automation for long tasks with durable async operations, Plan Mode workflows, and retry-safe task submission. | 121 stars · 4 forks | No one-command install · Source | |
| 3027 | 86.5871 | clarilayermcp · ai-agents | The individual-analyst context layer, delivered over MCP, that gives your AI coding agent durable, reconciled memory of your data context to stop… | 92 stars · 5 forks | No one-command install · Source | |
| 3028 | 86.5771 | polymarketmcp · observability | Integrates with Polymarket to provide real-time prediction market data, price tracking, and trading analytics across active betting markets with… | 48 stars · 13 forks | No one-command install · Source | |
| 3028 | 86.5771 | doriandarko-claude-searchmcp · search | Enables real-time web searches with configurable domain filtering and result limits for accessing up-to-date information beyond training data | 48 stars · 13 forks | No one-command install · Source | |
| 3030 | 86.5741 | unstructured-apimcp · back-end | Integrates with the Unstructured API to enable document processing operations including managing connectors and workflows for extracting structured… | 43 stars · 18 forks | No one-command install · Source | |
| 3030 | 86.5741 | amazon-selling-partner-api-mcp-servermcp · back-end | A Model Context Protocol server for interacting with the Amazon Selling Partner API, providing tools and resources for managing catalog, inventory… | 43 stars · 18 forks | No one-command install · Source | |
| 3032 | 86.5632 | lishengyang-yiyi-yiui-unitymcp · other | AI-driven Unity Editor automation with CLI-first workflows and compilation control. | 58 stars · 9 forks | No one-command install · Source | |
| 3033 | 86.5560 | teemuxmcp · ai-agents | Aggregates logs from multiple processes and provides an MCP server for AI agents to access, search, and manage logs in real-time. | 91 stars · 5 forks | No one-command install · Source | |
| 3034 | 86.5434 | ndthanhdev-mcp-browser-kitmcp · back-end | An MCP Server that enables AI assistants to interact with your local browsers. | 54 stars · 10 forks | No one-command install · Source | |
| 3034 | 86.5434 | vibe-with-me-tools-agent-reachoutmcp · comms | Enables Telegram notifications and mobile responses for long-running tasks by redirecting terminal prompts with conversation state management and… | 54 stars · 10 forks | No one-command install · Source | |
| 3036 | 86.5101 | viwo-clicli · ai-agents | Run Claude Code in a Docker container with git worktrees as volume mounts to enable safer usage of `--dangerously-skip-permissions` for frictionless… | 62 stars · 8 forks | No one-command install · Source | |
| 3037 | 86.5093 | pbohannon-notion-apimcp · back-end | Integrates with Notion's API to enable document management, knowledge base interactions, and project tracking tasks. | 28 stars · 20 forks | No one-command install · Source | |
| 3038 | 86.5040 | idassistmcpmcp · ai-agents | Enables LLM clients like Claude to interact with IDA Pro for binary analysis, decompilation, cross-references, patching, and more via 41 MCP tools, 8… | 51 stars · 11 forks | No one-command install · Source | |
| 3038 | 86.5040 | midi-mcp-servermcp · back-end | Enables AI-driven MIDI composition with chord name support, interactive piano-roll preview, and multiple deployment modes. | 51 stars · 11 forks | No one-command install · Source | |
| 3038 | 86.5040 | voxlink-finance-toolsmcp · search | Integrates with financial data sources like yfinance, CNN Fear & Greed Index, FRED, and ta-lib to provide real-time market data, technical indicators… | 51 stars · 11 forks | No one-command install · Source | |
| 3041 | 86.5017 | michsob-powerplatform-dataversemcp · ai-agents | Integrates with Microsoft PowerPlatform/Dataverse to enable intelligent access to entity metadata, attributes, relationships, and records with support… | 44 stars · 16 forks | No one-command install · Source | |
| 3041 | 86.5017 | aula-mcpmcp · back-endalso listed as casperjuel-aula | This server enables MCP clients (LLMs) to access data from the Danish school platform Aula, such as messages, schedules, and child profiles, by… | 44 stars · 16 forks | No one-command install · Source | |
| 3041 | 86.5017 | kong-konnectmcp · back-end | Integrates with Kong API Gateway to enable management and analysis of API configurations, traffic patterns, and control plane settings through Kong's… | 44 stars · 16 forks | No one-command install · Source | |
| 3045 | 86.4956 | firstorderai-authenticatormcp · auth | Provides secure access to two-factor authentication codes and passwords stored in the Authenticator App, enabling seamless login assistance across… | 45 stars · 15 forks | No one-command install · Source | |
| 3045 | 86.4956 | aster-mcp-servermcp · back-end | An MCP server for Aster Futures and Spot APIs, enabling AI agents to query market data, place orders, and check positions and accounts securely. | 45 stars · 15 forks | No one-command install · Source | |
| 3047 | 86.4780 | hmk-attiomcp · back-end | Integrates with Attio's API for reading and writing company records and notes, enabling CRM operations without direct interface navigation. | 16 stars · 24 forks | No one-command install · Source | |
| 3048 | 86.4577 | wattcoinmcp · ai-agents | Earn WATT tokens on Solana by completing tasks in an AI agent marketplace with skills, bounties, and AI inference. | 5 stars · 47 forks | No one-command install · Source | |
| 3049 | 86.4549 | ktol1-redteam-toolkitmcp · other | Wraps 15+ offensive security tools including gogo, fscan, httpx, nuclei, and Impacket for AI-driven penetration testing, Active Directory attacks, and… | 67 stars · 7 forks | No one-command install · Source | |
| 3050 | 86.4513 | pagespeed-insights-mcp-servermcp · back-end | 16-tool MCP server for Google PageSpeed Insights & Chrome UX Report APIs. Analyze, compare, and optimize web performance directly through Claude… | 57 stars · 9 forks | No one-command install · Source | |
| 3050 | 86.4513 | rfunix-tengumcp · ai-agents | Orchestrates 80 penetration testing tools from Nmap to Metasploit with built-in safety controls, audit logging, PTES methodology, and autonomous agent… | 57 stars · 9 forks | No one-command install · Source | |
| 3052 | 86.4508 | delineamcpmcp · back-end | MCP server for the Delinea Secret Server and Platform APIs, enabling AI agents to manage secrets, users, groups, folders, roles, and access requests… | 46 stars · 14 forks | No one-command install · Source | |
| 3052 | 86.4508 | aptro-zerodhamcp · auth | Integrates with Zerodha trading platform to enable authentication, portfolio management, order placement, market data retrieval, and SIP setup for… | 46 stars · 14 forks | No one-command install · Source | |
| 3054 | 86.4501 | senior-analystmcp · back-end | A business analysis MCP server with financial data, industry modeling, valuation models, and adversarial review for deep company and sector analysis. | 53 stars · 10 forks | No one-command install · Source | |
| 3054 | 86.4501 | waldzellai-clear-thoughtmcp · other | Provides 38 structured reasoning operations across core thinking patterns, collaborative reasoning, and advanced patterns like tree-of-thought and… | 53 stars · 10 forks | No one-command install · Source | |
| 3054 | 86.4501 | philschmid-geminimcp · back-end | Integrates with Google's Gemini API to provide intelligent web search with synthesized results and citations, plus direct access to Gemini 2.5 models… | 53 stars · 10 forks | No one-command install · Source | |
| 3057 | 86.4479 | mindwear-capitian-followupbossmcp · back-end | Integrates with Follow Up Boss CRM providing 157 tools covering all official API endpoints for contacts, deals, tasks, communication, and pipeline… | 27 stars · 20 forks | No one-command install · Source | |
| 3058 | 86.4477 | gh-sz8887031-bot-kol-clawmcp · observability | Evaluates KOL (influencer) performance metrics, generates outreach scripts, and manages campaign tracking. | 34 stars · 19 forks | No one-command install · Source | |
| 3059 | 86.4414 | mcp2serialmcp · other | Bridges with physical hardware devices (e.g. Raspberry Pi) via serial communication, enabling real-world control and interaction for IoT and robotics… | 49 stars · 12 forks | No one-command install · Source | |
| 3060 | 86.4021 | public-com-mcp-servermcp · back-end | This MCP server connects AI assistants to a Public.com brokerage account, enabling natural language trading of stocks, options, and crypto, along with… | 66 stars · 7 forks | No one-command install · Source | |
| 3061 | 86.3933 | mcp-bashmcp · other | Enables execution of bash commands via MCP, allowing clients to run shell commands and set a working directory. | 33 stars · 19 forks | No one-command install · Source | |
| 3062 | 86.3796 | chinese-sensitive-words-mcp-servermcp · back-end | Detects Chinese sensitive/forbidden words across platforms like Xiaohongshu, Douyin, Kuaishou, and Bilibili, with risk levels and replacement… | 113 stars · 4 forks | No one-command install · Source | |
| 3063 | 86.3641 | feiyun0112-spec-codingmcp · front-end | Enforces a structured five-stage software development workflow from feature definition through task execution, generating standardized requirements… | 50 stars · 11 forks | No one-command install · Source | |
| 3063 | 86.3641 | anshumax-world-bankmcp · back-end | Connects to World Bank open data API for exploring and analyzing global socioeconomic indicators and development trends. | 50 stars · 11 forks | No one-command install · Source | |
| 3063 | 86.3641 | amotivv-protonmailmcp · comms | Enables sending emails through Protonmail's SMTP service with support for multiple recipients, CC/BCC functionality, and both plain text and HTML… | 50 stars · 11 forks | No one-command install · Source | |
| 3066 | 86.3612 | vgnshiyer-apple-booksmcp · search | Provides access to Apple Books library data, enabling retrieval and search of book collections, highlights, notes, and reading activity for… | 56 stars · 9 forks | No one-command install · Source | |
| 3066 | 86.3612 | arthas-mcp-servermcp · ai-agents | Java diagnostics MCP server for LLM integration with Alibaba Arthas, enabling analysis and diagnosis of Java applications. | 56 stars · 9 forks | No one-command install · Source | |
| 3068 | 86.3596 | redhat-jiramcp · front-end | Integrates with Red Hat's Jira instance to provide comprehensive issue management, project administration, and agile workflow operations through 20… | 17 stars · 23 forks | No one-command install · Source | |
| 3069 | 86.3506 | lars-hagen-playwright-cdpmcp · browser | Integrates Playwright and Chrome DevTools Protocol to enable advanced web automation, testing, and analysis through browser control and interaction. | 52 stars · 10 forks | No one-command install · Source | |
| 3069 | 86.3506 | gotohumanmcp · comms | Enables AI agents to request human reviews through the gotoHuman platform, creating asynchronous workflows for content approval and critical action… | 52 stars · 10 forks | No one-command install · Source | |
| 3069 | 86.3506 | provimedia-chainguardmcp · search | Provides task tracking, syntax validation, and long-term memory with ChromaDB semantic search for development teams managing complex codebases. | 52 stars · 10 forks | No one-command install · Source | |
| 3072 | 86.3495 | securityronin-docx-mcpmcp · ai-agents | Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining w:ins/w:del… | 44 stars · 15 forks | No one-command install · Source | |
| 3072 | 86.3495 | briandconnelly-ip-geolocationmcp · back-end | Integrates with ipinfo.io API to provide IP geolocation services, enabling location-based insights and network analysis. | 44 stars · 15 forks | No one-command install · Source | |
| 3072 | 86.3495 | mektigboy-hyperliquidmcp · other | Integrates with the Hyperliquid SDK to provide real-time cryptocurrency market data, including mid prices, historical candlesticks, and L2 order book… | 44 stars · 15 forks | No one-command install · Source | |
| 3075 | 86.3389 | evolution-whatsapp-apimcp · back-end | Connects AI systems to WhatsApp through the Evolution API, enabling message management, media sharing, and contact operations for automated customer… | 32 stars · 19 forks | No one-command install · Source | |
| 3075 | 86.3389 | mario-andreschak-veo2mcp · ai-agents | Enables video generation from text prompts or images with configurable options like aspect ratio and duration, storing results locally for easy access… | 32 stars · 19 forks | No one-command install · Source | |
| 3077 | 86.3384 | gdb-mcp-servermcp · ai-agents | Enables AI agents to interact with GDB for debugging via the MCP protocol. Supports setting breakpoints, stepping through code, inspecting memory and… | 86 stars · 5 forks | No one-command install · Source | |
| 3078 | 86.3374 | alizdavoodi-mcpdocsearchmcp · database | Crawls websites to generate searchable Markdown documentation with vector embeddings for semantic search capabilities beyond training cutoffs | 42 stars · 17 forks | No one-command install · Source | |
| 3078 | 86.3374 | terminalman-timeservermcp · other | Provides access to current date and time information across timezones through a custom datetime:// URI scheme and local system time tool. | 42 stars · 17 forks | No one-command install · Source | |
| 3080 | 86.3245 | gramps-webmcp · back-end | Integrates with Gramps Web API to provide genealogy research and management through 24 specialized tools for family tree exploration, relationship… | 43 stars · 16 forks | No one-command install · Source | |
| 3080 | 86.3245 | m-siles-branch-thinkingmcp · other | Organizes and connects related ideas across multiple branches of reasoning to facilitate complex problem-solving and strategic analysis. | 43 stars · 16 forks | No one-command install · Source | |
| 3080 | 86.3245 | austinlparker-honeycombmcp · observability | Integrates with the Honeycomb API to enable direct querying and analysis of observability data for automated performance monitoring and… | 43 stars · 16 forks | No one-command install · Source | |
| 3083 | 86.3174 | ymadd-shadcn-uimcp · front-end | Provides a dynamic server for accessing shadcn/ui component documentation by scraping and caching information from the official documentation site and… | 60 stars · 8 forks | No one-command install · Source | |
| 3084 | 86.3172 | pdcolandrea-mobbinmcp · front-end | Search Mobbin's library of 600,000 app UI screens, user flows, and design patterns for inspiration and reference. | 45 stars · 14 forks | No one-command install · Source | |
| 3085 | 86.3160 | hieuttmmo-entraidmcp · back-end | Provides direct access to Microsoft Entra ID resources through the Graph API, enabling IT administrators to manage users, groups, applications, and… | 41 stars · 18 forks | No one-command install · Source | |
| 3086 | 86.3003 | postgres-advancedmcp · database | Provides full read-write PostgreSQL database access with transaction management, connection pooling, and safety features that require explicit commit… | 25 stars · 20 forks | No one-command install · Source | |
| 3087 | 86.2956 | django-ai-boostmcp · back-end | A Model Context Protocol (MCP) server for developing Django applications. It exposes Django project information through MCP tools, enabling AI… | 111 stars · 4 forks | No one-command install · Source | |
| 3088 | 86.2724 | reaper-mcpmcp · back-endalso listed as twelvetake-studios-reaper-mcp | A comprehensive MCP server that enables AI assistants to control REAPER DAW for mixing, mastering, MIDI composition, and full music production… | 46 stars · 13 forks | No one-command install · Source | |
| 3090 | 86.2679 | ozon-mcp-servermcp · back-end | MCP server for Ozon marketplace that enables AI assistants to search products, get detailed information, prices, and delivery info from Ozon.ru. | 55 stars · 9 forks | No one-command install · Source | |
| 3090 | 86.2679 | a2a-netmcp · ai-agents | .NET implementation of the A2A protocol to enable secure, interoperable communication | 55 stars · 9 forks | No one-command install · Source | |
| 3090 | 86.2679 | martinbowling-thoughtful-claudemcp · ai-agents | Integrates DeepSeek's R1 reasoning engine to enhance problem-solving, analysis, and decision-making capabilities. | 55 stars · 9 forks | No one-command install · Source | |
| 3093 | 86.2677 | patsnap-mcpmcp · back-end | PatSnap hosted MCP servers for patent, pharmaceutical, life sciences, scientific literature, and R&D innovation intelligence. | 110 stars · 4 forks | No one-command install · Source | |
| 3094 | 86.2629 | spathodea-network-openctimcp · other | Integrates with OpenCTI to query and manipulate threat intelligence data, enabling automated analysis and enrichment of cyber threat information. | 40 stars · 18 forks | No one-command install · Source | |
| 3094 | 86.2629 | cn-financial-mcpmcp · back-end | Provides access to Chinese mainland financial data including A-stock quotes, financial statements, industry analysis, and macroeconomics through 42… | 40 stars · 18 forks | No one-command install · Source | |
| 3096 | 86.2248 | emiryasar-sqlite-storagemcp · database | Provides a lightweight SQLite-based storage solution, supporting basic CRUD operations for small to medium-scale projects. | 39 stars · 18 forks | No one-command install · Source | |
| 3097 | 86.2231 | unofficial-anylist-mcp-servermcp · back-end | MCP server that integrates with AnyList for managing shopping lists, recipes, and meal planning via natural language. | 30 stars · 19 forks | No one-command install · Source | |
| 3098 | 86.2210 | claude-code-toolkitmcp · ai-agents | Maintenance, recovery, and observability for Claude Code. CLI + MCP server + dashboard. | 108 stars · 4 forks | No one-command install · Source | |
| 3099 | 86.2179 | stackloklabs-kubernetesmcp · observability | Integrates with Kubernetes clusters to manage resources, retrieve pod logs, execute commands in containers, and apply YAML manifests with configurable… | 59 stars · 8 forks | No one-command install · Source | |
| 3099 | 86.2179 | react-native-development-guidemcp · front-end | Provides React Native development guidance and codebase analysis tools including component analysis, performance optimization suggestions… | 59 stars · 8 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.