Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2701 | 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 | |
| 2702 | 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 | |
| 2702 | 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 | |
| 2704 | 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 | |
| 2705 | 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 | |
| 2706 | 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 | |
| 2707 | 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 | |
| 2707 | 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 | |
| 2709 | 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 | |
| 2709 | 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 | |
| 2711 | 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 | |
| 2711 | 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 | |
| 2711 | 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 | |
| 2714 | 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 | |
| 2715 | 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 | |
| 2716 | 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 | |
| 2717 | 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 | |
| 2718 | 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 | |
| 2719 | 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 | |
| 2720 | 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 | |
| 2720 | 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 | |
| 2720 | 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 | |
| 2723 | 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 | |
| 2723 | 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 | |
| 2725 | 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 | |
| 2726 | 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 | |
| 2726 | 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 | |
| 2726 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2732 | 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 | |
| 2732 | 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 | |
| 2734 | 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 | |
| 2735 | 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 | |
| 2735 | 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 | |
| 2737 | 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 | |
| 2737 | 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 | |
| 2737 | 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 | |
| 2740 | 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 | |
| 2741 | 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 | |
| 2742 | 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 | |
| 2743 | 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 | |
| 2744 | 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 | |
| 2745 | 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 | |
| 2747 | 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 | |
| 2747 | 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 | |
| 2747 | 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 | |
| 2750 | 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 | |
| 2751 | 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 | |
| 2751 | 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 | |
| 2753 | 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 | |
| 2754 | 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 | |
| 2755 | 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 | |
| 2756 | 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 | |
| 2756 | 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 | |
| 2758 | 86.2140 | delorenj-qdrant-knowledge-graphmcp · search | Integrates a knowledge graph with semantic search capabilities, enabling efficient storage, retrieval, and querying of structured information for… | 24 stars · 20 forks | No one-command install · Source | |
| 2759 | 86.2118 | datawrapper-mcpmcp · otheralso listed as palewire-datawrapper | Enables AI assistants to create, update, publish, and manage Datawrapper charts via the Model Context Protocol. | 49 stars · 11 forks | No one-command install · Source | |
| 2759 | 86.2118 | gh-rafsilva85-manus-credit-optimizermcp · ai-agents | Reduces Manus AI credit consumption through intelligent model routing, prompt decomposition, and context hygiene. | 49 stars · 11 forks | No one-command install · Source | |
| 2759 | 86.2118 | zhiweixu-excelmcp · other | Enables direct interaction with Excel files for reading sheet names, extracting data, and managing workbook caching to improve performance with large… | 49 stars · 11 forks | No one-command install · Source | |
| 2763 | 86.2064 | coinpaprika-dexpaprikamcp · back-end | Provides real-time cryptocurrency market data across multiple blockchain networks, including DEX listings, liquidity pools, token details, and price… | 42 stars · 16 forks | No one-command install · Source | |
| 2763 | 86.2064 | hyson666-pdf-ragmcp · search | Enables semantic search across PDF documents through automatic processing, chunking, and vectorization for intelligent querying and knowledge… | 42 stars · 16 forks | No one-command install · Source | |
| 2765 | 86.2045 | grey-iris-easy-notionmcp · back-end | Markdown-first Notion integration with 92% fewer tokens than the official Notion MCP server. | 51 stars · 10 forks | No one-command install · Source | |
| 2765 | 86.2045 | r33drichards-mcp-jsmcp · devops | A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for… | 51 stars · 10 forks | No one-command install · Source | |
| 2765 | 86.2045 | davinci-resolve-mcp-servermcp · back-end | Exposes 20 tools for project, media, render, and timeline control in DaVinci Resolve 18+ via stdio MCP, enabling AI agents to operate the software… | 51 stars · 10 forks | No one-command install · Source | |
| 2765 | 86.2045 | awwaiid-taskwarriormcp · other | Integrates with TaskWarrior to enable viewing, adding, and completing tasks, facilitating automated task management for productivity and project… | 51 stars · 10 forks | No one-command install · Source | |
| 2769 | 86.1896 | tree-sitter-analyzermcp · back-end | An MCP code-intelligence server for AI agents with pre-indexed AST cache, 62 MCP tools, and TOON-compressed output, enabling token-efficient code… | 47 stars · 12 forks | No one-command install · Source | |
| 2769 | 86.1896 | activedirectorymcpmcp · back-end | A comprehensive MCP server for managing Active Directory environments through LDAP, enabling user, group, computer, and OU management, as well as… | 47 stars · 12 forks | No one-command install · Source | |
| 2769 | 86.1896 | maxim-saplin-safe-local-python-executormcp · devops | Wraps LocalPythonExecutor from HuggingFace's smolagents framework. The runtime combines the ease of setup (compared to docker, VM, cloud runtimes)… | 47 stars · 12 forks | No one-command install · Source | |
| 2772 | 86.1723 | dappierai-real-time-data-searchmcp · search | Connects AI assistants to real-time, rights-cleared data from trusted sources through search and recommendation tools for retrieving web results… | 43 stars · 15 forks | No one-command install · Source | |
| 2772 | 86.1723 | doggybee-leetcodemcp · back-end | Provides structured access to LeetCode's problem database, user profiles, and contest information through GraphQL queries for exploring challenges… | 43 stars · 15 forks | No one-command install · Source | |
| 2774 | 86.1710 | sap-datasphere-mcp-servermcp · back-end | Production-ready MCP server that enables AI assistants to seamlessly interact with SAP Datasphere environments for real tenant data discovery… | 44 stars · 14 forks | No one-command install · Source | |
| 2774 | 86.1710 | wwiens-traktmcp · back-end | Bridge to the Trakt.tv API, allowing LLMs to access real-time entertainment data and personal Trakt viewing history. | 44 stars · 14 forks | No one-command install · Source | |
| 2776 | 86.1653 | kanren3-windbgmcp · back-end | Exposes WinDbg debugging sessions as an MCP server for command execution, documentation lookup, and target interruption. | 54 stars · 9 forks | No one-command install · Source | |
| 2776 | 86.1653 | mtehabsim-screenpilotmcp · other | enables AI to fully control and access GUI interactions by providing tools for mouse and keyboard, ideal for general automation, education, and… | 54 stars · 9 forks | No one-command install · Source | |
| 2778 | 86.1524 | amgadabdelhafez-dropboxmcp · other | Integrates with Dropbox to enable file management operations like listing, uploading, downloading, and sharing files for cloud storage workflows. | 29 stars · 19 forks | No one-command install · Source | |
| 2778 | 86.1524 | garoth-sendgridmcp · back-end | Integrates with SendGrid's Marketing API to enable email campaign management, contact list operations, and analytics for automated marketing… | 29 stars · 19 forks | No one-command install · Source | |
| 2780 | 86.1425 | ksroido-kagi-session-searchmcp · browser | Provides Kagi web search and content summarization using browser session tokens, with support for search operators and multi-token rotation. | 82 stars · 5 forks | No one-command install · Source | |
| 2780 | 86.1425 | yukukotani-gemini-google-searchmcp · search | Provides Google Search functionality through Gemini's native grounding capabilities, delivering search results with automatic source citations and… | 82 stars · 5 forks | No one-command install · Source | |
| 2782 | 86.1387 | lificmcp · back-end | Self-hosted issue tracker built for agent-driven development. One binary, SQLite storage, MCP-native, with a web UI, REST API, and CLI for the humans. | 45 stars · 13 forks | No one-command install · Source | |
| 2782 | 86.1387 | kablewy-salesforcemcp · back-end | Integrates with Salesforce's REST API to enable querying, metadata retrieval, and CRUD operations on Salesforce data for tasks like customer analysis… | 45 stars · 13 forks | No one-command install · Source | |
| 2784 | 86.1370 | louiewoof2026-skoolmcp · back-endalso listed as skool-mcp-server | Integrates with Skool.com community platforms for managing posts, members, courses, and notifications via reverse-engineered APIs. | 37 stars · 18 forks | No one-command install · Source | |
| 2786 | 86.1254 | ogmatrix-minecraft-moddingmcp · search | Semantic search across Fabric and NeoForge modding documentation with code examples | 63 stars · 7 forks | No one-command install · Source | |
| 2786 | 86.1254 | mycomcp · ai-agents | Filesystem-based cognitive substrate for AI agents with 18 knowledge management verbs and self-validating graphs. | 63 stars · 7 forks | No one-command install · Source | |
| 2786 | 86.1254 | health-auto-export-mcp-servermcp · ai-agents | Enables querying health data from the Health Auto Export app on iPhone/iPad via MCP, allowing LLMs like Claude to access and analyze personal health… | 63 stars · 7 forks | No one-command install · Source | |
| 2789 | 86.1245 | krusch-contextmcp · ai-agents | Gives IDE agents semantic codebase search, episodic project memory, and steering nuggets across sessions. | 71 stars · 6 forks | No one-command install · Source | |
| 2789 | 86.1245 | nutrient-dwsmcp · back-end | Integrates with Nutrient Document Web Services API to provide PDF manipulation, digital signing, and document processing capabilities across multiple… | 71 stars · 6 forks | No one-command install · Source | |
| 2791 | 86.1216 | yoelbassin-gnuradiomcp · otheralso listed as yoelbassin-gnuradiomcp | Enables direct access to GNU Radio's signal processing capabilities for creating, manipulating, and validating radio flowgraphs without leaving your… | 48 stars · 11 forks | No one-command install · Source | |
| 2791 | 86.1216 | paragon-mcp-servermcp · back-end | Enables AI agents to access prebuilt actions for 130+ SaaS integrations via Paragon's ActionKit, with automatic OAuth and API key flows. | 48 stars · 11 forks | No one-command install · Source | |
| 2791 | 86.1216 | chrome-browser-controlmcp · browser | Enables fine-grained control over Chrome browser instances through the Chrome DevTools Protocol, allowing web navigation, element interaction, text… | 48 stars · 11 forks | No one-command install · Source | |
| 2795 | 86.1215 | rolandpg-zettelforgemcp · ai-agents | Agentic memory system for cyber threat intelligence that extracts CVEs, threat actors, and IOCs from analyst notes into a structured knowledge base. | 58 stars · 8 forks | No one-command install · Source | |
| 2795 | 86.1215 | carbeneai-talonmcp · ai-agents | Connects Claude Code to a Kali Linux VM via SSH for AI-assisted penetration testing with automated recon and OSCP-style reporting. | 58 stars · 8 forks | No one-command install · Source | |
| 2795 | 86.1215 | tullymonster-exa-poolmcp · search | Wraps the Exa Pool API for semantic web search through AI assistants | 58 stars · 8 forks | No one-command install · Source | |
| 2798 | 86.0801 | the-agent-timesmcp · ai-agents | AI agent economy news MCP providing real-time sourced articles with citations and Ethics Engine ratings. | 28 stars · 19 forks | No one-command install · Source | |
| 2799 | 86.0720 | open-agreements-open-agreementsmcp · other | Fill standard legal agreement templates (NDAs, SAFEs, NVCA docs, employment, cloud terms) and produce signable DOCX files. | 53 stars · 9 forks | No one-command install · Source | |
| 2799 | 86.0720 | girste-mcp-cybersec-watchdogmcp · back-end | Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST 800-53, and PCI-DSS compliance checks. Real-time monitoring with… | 53 stars · 9 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.