Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1701 | 90.8430 | qpd-v-deepwebresearchmcp · browser | Enables deep web searches and content extraction through automated Google searches, webpage visits, and screenshot capture for comprehensive online… | 86 stars · 21 forks | No one-command install · Source | |
| 1702 | 90.8301 | databricksmcp · back-end | Integrates with Databricks services to enable interaction with clusters, jobs, notebooks, DBFS, and SQL workspaces via tools that wrap the Databricks… | 48 stars · 34 forks | No one-command install · Source | |
| 1703 | 90.8297 | chatmol-molecule-visualizationmcp · comms | Connects AI systems to molecular visualization software like PyMol and ChimeraX, enabling direct command execution and image capture of molecular… | 96 stars · 17 forks | No one-command install · Source | |
| 1704 | 90.8295 | ckanthony-ginmcp · back-end | Automatically exposes existing Gin API endpoints as tools with zero configuration, requiring just a single line of code to bridge your Go application… | 84 stars · 22 forks | No one-command install · Source | |
| 1705 | 90.8293 | nikolai-vysotskyi-tracemcp · back-end | Framework-aware code intelligence MCP server with 44+ tools for code tracing, analysis, and debugging. | 102 stars · 15 forks | No one-command install · Source | |
| 1706 | 90.8267 | electron-debug-mcp-servermcp · back-end | Enables debugging of Electron applications through the Model Context Protocol, with deep integration of Chrome DevTools Protocol for process… | 83 stars · 23 forks | No one-command install · Source | |
| 1707 | 90.8208 | indesign-uxp-mcp-servermcp · front-end | A Model Context Protocol (MCP) server that gives AI assistants direct, native control over Adobe InDesign via a UXP plugin bridge, with ~130 tools… | 93 stars · 18 forks | No one-command install · Source | |
| 1708 | 90.8128 | rishijatia-fantasy-premier-leaguemcp · other | Integrates with Fantasy Premier League data to provide player statistics, team information, and analytical tools for making informed fantasy football… | 80 stars · 25 forks | No one-command install · Source | |
| 1708 | 90.8128 | futu-stock-mcp-servermcp · back-end | A Model Context Protocol server that integrates Futu OpenAPI, enabling AI models to query real-time market data and execute trades across Hong Kong… | 80 stars · 25 forks | No one-command install · Source | |
| 1710 | 90.8109 | jztan-redminemcp · other | Integrates with Redmine project management systems for issue tracking, project coordination, and file management | 75 stars · 30 forks | No one-command install · Source | |
| 1711 | 90.8045 | akutishevsky-lunch-moneymcp · back-end | Integrates with Lunch Money personal finance API to retrieve account balances, transaction history, budget information, and spending categories for… | 101 stars · 15 forks | No one-command install · Source | |
| 1712 | 90.8017 | deepfates-replicatemcp · other | Bridges Replicate's AI model hosting platform, enabling seamless interaction with diverse machine learning models for tasks like image generation and… | 95 stars · 17 forks | No one-command install · Source | |
| 1713 | 90.7995 | easecloudio-metabasemcp · database | Integrates with Metabase business intelligence platform to provide dashboard management, query execution, database connectivity with SQL capabilities… | 81 stars · 24 forks | No one-command install · Source | |
| 1714 | 90.7973 | pab1it0-chess-commcp · back-end | Integrates with Chess.com Published Data API to access player profiles, statistics, game data, and club information in both JSON and PGN formats for… | 87 stars · 20 forks | No one-command install · Source | |
| 1714 | 90.7973 | wiseman-osmmcp · database | Provides direct access to OpenStreetMap geospatial data through SQL queries, enabling location-based analysis and extraction of structured information… | 87 stars · 20 forks | No one-command install · Source | |
| 1716 | 90.7863 | xzq-xu-jvm-arthasmcp · observability | Enables direct interaction with running Java applications through Arthas diagnostic tools via SSH connections, allowing for remote command execution… | 89 stars · 19 forks | No one-command install · Source | |
| 1717 | 90.7844 | tiger-cli-mcp-servermcp · database | Enables AI assistants to manage and query Tiger Cloud database services, including service lifecycle operations, database connections, and SQL… | 119 stars · 12 forks | No one-command install · Source | |
| 1717 | 90.7844 | st3v3nmw-sourcerermcp · search | Indexes codebases using Tree-sitter parsing and vector embeddings to enable semantic code search through natural language queries and source code… | 119 stars · 12 forks | No one-command install · Source | |
| 1719 | 90.7764 | tesla0225-createmcp · back-end | Creates and manages dynamic MCP servers on-demand, enabling flexible tool execution and server lifecycle control through a TypeScript-based controller… | 98 stars · 16 forks | No one-command install · Source | |
| 1720 | 90.7559 | pierrebrunelle-openai-mcp-servermcp · back-end | Leverage OpenAI's language models through a standardized interface. | 84 stars · 21 forks | No one-command install · Source | |
| 1721 | 90.7506 | multi-model-advisormcp · observability | Queries multiple Ollama models in parallel with distinct system prompts focused on empathy, logic, and creativity to provide diverse perspectives on… | 86 stars · 20 forks | No one-command install · Source | |
| 1722 | 90.7476 | lexmcp · search | Provides programmatic access to UK legal documents with hybrid semantic search and Model Context Protocol integration for AI assistants. | 65 stars · 31 forks | No one-command install · Source | |
| 1723 | 90.7461 | ronantakizawa-a11ymcpmcp · back-end | Web accessibility testing MCP server that analyzes URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core. Tools for color contrast, ARIA… | 91 stars · 18 forks | No one-command install · Source | |
| 1724 | 90.7391 | alfredatnycu-grasshopper-parametric-designmcp · front-end | Connects Grasshopper parametric design software with Claude through a bidirectional TCP server and Python bridge, enabling natural language control of… | 97 stars · 16 forks | No one-command install · Source | |
| 1725 | 90.7379 | ccq1-kali-security-toolsmcp · devops | Provides a secure, sandboxed environment for executing Kali Linux security tools including nmap, objdump, and wireshark for vulnerability scanning… | 105 stars · 14 forks | No one-command install · Source | |
| 1726 | 90.7378 | griches-apple-appsmcp · other | Integrates with macOS native Apple applications including Notes, Messages, Contacts, Mail, Reminders, Calendar, and Maps through AppleScript… | 118 stars · 12 forks | No one-command install · Source | |
| 1727 | 90.7366 | mcp-nextjsmcp · front-end | Next.js-based MCP server with OAuth 2.1 authentication, deployable on Vercel, supporting SSE and Streamable HTTP transports for various clients. | 88 stars · 19 forks | No one-command install · Source | |
| 1728 | 90.7320 | uisightmcp · ai-agents | MCP server that provides AI coding agents with real-time visual access to web apps, enabling them to see screens, run accessibility and layout… | 127 stars · 11 forks | No one-command install · Source | |
| 1729 | 90.7258 | tocharianou-kibanamcp · back-end | Provides direct access to Kibana's API endpoints for querying server status, executing custom requests, and exploring available endpoints through a… | 79 stars · 25 forks | No one-command install · Source | |
| 1730 | 90.7022 | conechoai-openai-websearchmcp · search | Enables AI assistants to search the web in real-time through OpenAI's websearch functionality, retrieving up-to-date information beyond training data… | 93 stars · 17 forks | No one-command install · Source | |
| 1731 | 90.7006 | textwebmcp · browser | Renders web pages as structured text grids for AI agents to browse and interact with, preserving spatial layout without screenshots. | 104 stars · 14 forks | No one-command install · Source | |
| 1732 | 90.6987 | shinpr-sub-agentsmcp · ai-agents | Delegates tasks to specialized AI assistants in Cursor and Claude Code CLI tools by automatically discovering agent definition files and providing… | 96 stars · 16 forks | No one-command install · Source | |
| 1733 | 90.6892 | laksh-star-tmdb-movie-datamcp · search | Integrate TMDB movie data for search, trending, and recommendation capabilities for films. | 75 stars · 28 forks | No one-command install · Source | |
| 1734 | 90.6870 | deep-research-mcpmcp · ai-agents | A Python-based agent that integrates research providers (OpenAI, Gemini, DR-Tulu, Open Deep Research) with Claude Code via the Model Context Protocol… | 108 stars · 13 forks | No one-command install · Source | |
| 1735 | 90.6832 | sapientpants-sonarqubemcp · observability | Integrates with SonarQube to provide code quality metrics, issue tracking, and quality gate status information for software development projects | 99 stars · 15 forks | No one-command install · Source | |
| 1736 | 90.6761 | predictive-maintenance-mcp-servermcp · back-end | Enables AI assistants to analyze vibration data, detect machinery faults, and generate professional diagnostic reports through natural conversation. | 78 stars · 25 forks | No one-command install · Source | |
| 1737 | 90.6707 | capcutapi-complete-mcp-servermcp · back-end | Enables video editing operations such as trimming, merging, adding audio/text/effects, and exporting via MCP protocol, leveraging CapCut core… | 95 stars · 16 forks | No one-command install · Source | |
| 1737 | 90.6707 | dmcxblue-claude-c2mcp · database | Command and control framework that enables secure remote system administration through a Python server and PowerShell client, maintaining task… | 95 stars · 16 forks | No one-command install · Source | |
| 1739 | 90.6636 | catia-v5-mcp-servermcp · back-end | Connect Claude AI to Dassault Systemes CATIA V5 via the Model Context Protocol (MCP). Drive CATIA V5 CAD modeling from Claude Desktop or Claude Code… | 84 stars · 20 forks | No one-command install · Source | |
| 1740 | 90.6615 | nahmanmate-postgresql-database-managermcp · database | Integrates with PostgreSQL to provide database analysis, optimization, and troubleshooting tools for streamlined management and performance tuning. | 23 stars · 44 forks | No one-command install · Source | |
| 1741 | 90.6587 | nasa-apismcp · back-end | Integrates with NASA and JPL APIs to provide access to astronomy images, satellite data, space weather information, Mars rover photos, and more… | 92 stars · 17 forks | No one-command install · Source | |
| 1742 | 90.6576 | dnotitia-akbmcp · ai-agents | Organizational knowledge base for AI agents. Vault-scoped Markdown docs, structured PostgreSQL tables, and files unified by a URI graph. Hybrid… | 156 stars · 9 forks | armory install dnotitia-akb --cli claude | |
| 1743 | 90.6481 | jx-codes-codemodemcp · back-end | Replaces traditional tool calling with a code execution approach where assistants write TypeScript/JavaScript that makes HTTP requests to MCP servers… | 123 stars · 11 forks | No one-command install · Source | |
| 1744 | 90.6433 | rollinggo-hotel-mcp-2mcp · back-end | MCP server for searching, comparing, and booking hotels globally, with live rates and over 2 million properties, powered by DIDA. | 86 stars · 19 forks | No one-command install · Source | |
| 1744 | 90.6433 | visio-mcp-servermcp · back-end | Enables to create and edit Microsoft Visio diagrams programmatically via a standardized API. | 86 stars · 19 forks | No one-command install · Source | |
| 1746 | 90.6403 | haasonsaas-deep-code-reasoningmcp · ai-agents | Enables intelligent routing between Claude and Google's Gemini AI for complementary code analysis, leveraging Gemini's 1M token context window for… | 107 stars · 13 forks | No one-command install · Source | |
| 1747 | 90.6334 | davehenke-rekordboxmcp · database | Integrates with rekordbox DJ software databases through real-time SQLite connections, enabling track searching with BPM/key/genre filters, playlist… | 94 stars · 16 forks | No one-command install · Source | |
| 1747 | 90.6334 | octagonai-deep-researchmcp · back-end | Integrates with Octagon API to provide multi-source data aggregation, web scraping, academic research synthesis, competitive analysis, market… | 94 stars · 16 forks | No one-command install · Source | |
| 1749 | 90.6315 | uspto-patent-mcp-servermcp · back-end | Provides access to USPTO patent and patent application data through multiple APIs, enabling search, retrieval, and analysis of patents, PTAB… | 76 stars · 26 forks | No one-command install · Source | |
| 1750 | 90.6232 | icloudza-algokillermcp · observability | ARM64 binary trace analysis plugin with 25 tools for cryptographic algorithm detection and execution pattern recovery in mobile security research. | 77 stars · 25 forks | No one-command install · Source | |
| 1751 | 90.6218 | spences10-libsql-memorymcp · database | Provides a LibSQL-based persistent memory database for storing and retrieving knowledge graph entities and relations across conversations. | 88 stars · 18 forks | No one-command install · Source | |
| 1752 | 90.6115 | stackone-connectorsmcp · github-vcs | Monorepo containing MCP connectors for various third-party services like GitHub, Slack, Linear, Notion, and AWS with an automated testing framework… | 74 stars · 28 forks | No one-command install · Source | |
| 1753 | 90.6057 | official-solana-mcp-servermcp · back-end | Enables AI agents to access and search up-to-date Solana documentation, get canonical spec references, and fix Anchor/Pinocchio Solana programs via… | 80 stars · 22 forks | No one-command install · Source | |
| 1754 | 90.5984 | agent-security-scanner-mcpmcp · ai-agents | A security scanner for AI coding agents and autonomous assistants that scans code for vulnerabilities, detects hallucinated packages, blocks prompt… | 121 stars · 11 forks | No one-command install · Source | |
| 1755 | 90.5937 | regsorm-code-indexmcp · search | Fast code search for AI models: indexes 62K files in 43 seconds with sub-millisecond symbol lookup using Rust and tree-sitter. | 106 stars · 13 forks | No one-command install · Source | |
| 1756 | 90.5892 | redleaves-context-keepermcp · search | LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-dimensional retrieval… | 153 stars · 9 forks | No one-command install · Source | |
| 1757 | 90.5792 | ajitpratap0-gosqlxmcp · back-end | 7 SQL tools (validate, format, parse, lint, security scan, metadata extraction, full analysis) over Streamable HTTP. Public remote server at… | 112 stars · 12 forks | No one-command install · Source | |
| 1758 | 90.5758 | openmessagemcp · back-end | MCP server for a local-first messaging workspace that integrates Google Messages, WhatsApp, and Signal. It enables reading, sending, searching… | 58 stars · 31 forks | No one-command install · Source | |
| 1759 | 90.5641 | mzxrai-mcp-openaimcp · ai-agents | Generate text using OpenAI's language models. | 76 stars · 25 forks | No one-command install · Source | |
| 1760 | 90.5569 | fitter-mcpmcp · back-end | MCP server for scraping with declarative configs | 132 stars · 10 forks | No one-command install · Source | |
| 1760 | 90.5569 | facebook-mcp-servermcp · back-end | A Model Context Protocol (MCP) server implementation that provides Facebook Page interaction and management capabilities. This server enables… | 75 stars · 26 forks | No one-command install · Source | |
| 1762 | 90.5563 | shannonlal-postman-collection-runnermcp · back-end | Executes Postman collections to run API tests, validate responses, and generate reports for automated testing and documentation workflows. | 84 stars · 19 forks | No one-command install · Source | |
| 1763 | 90.5548 | krzko-google-cloudmcp · observability | Integrates with Google Cloud services to provide direct access to Logging, Spanner, and Monitoring resources within conversations through… | 82 stars · 20 forks | No one-command install · Source | |
| 1764 | 90.5530 | dweigend-joplinmcp · search | Provides a bridge to Joplin note-taking application for searching, retrieving, creating, updating, and deleting notes directly within conversations. | 89 stars · 17 forks | No one-command install · Source | |
| 1765 | 90.5519 | postrv-forgemaxmcp · back-end | Code Mode MCP Gateway that collapses N servers x M tools into 2 tools through sandboxed V8 JavaScript execution for cross-server orchestration. | 151 stars · 9 forks | No one-command install · Source | |
| 1766 | 90.5464 | chrisryugj-korean-dartmcp · back-end | Compresses 83 OpenDART financial disclosure APIs into 15 tools for Korean stock analysis with insider trading signals and accounting risk scoring. | 96 stars · 15 forks | No one-command install · Source | |
| 1767 | 90.5435 | dragon1086-kospi-kosdaq-stockmcp · observability | Integrates with pykrx to provide real-time access to KOSPI and KOSDAQ stock market data, offering tools for retrieving ticker symbols, OHLCV data… | 71 stars · 29 forks | No one-command install · Source | |
| 1768 | 90.5357 | eda-toolsmcp · front-end | Integrates with Electronic Design Automation tools to enable hardware design workflows including RTL synthesis, simulation, timing analysis, and… | 111 stars · 12 forks | No one-command install · Source | |
| 1769 | 90.5321 | stefans71-wordpressmcp · other | Integrates WordPress with AI systems to enable automated content creation, site management, and data analysis for WordPress-based websites. | 80 stars · 21 forks | No one-command install · Source | |
| 1770 | 90.5209 | cupofowls-krogermcp · auth | Integrates with Kroger's grocery shopping API to enable store location management, product search with pricing and aisle information, cart operations… | 70 stars · 29 forks | No one-command install · Source | |
| 1771 | 90.5143 | zig-docs-mcpmcp · other | Provides up-to-date Zig standard library and builtin function documentation via MCP tools, using local Zig installation or remote ziglang.org sources. | 170 stars · 8 forks | No one-command install · Source | |
| 1772 | 90.5082 | afrise-academic-searchmcp · back-end | Integrates with academic APIs to enable searching, retrieving, and filtering scholarly papers across multiple sources for research and analysis tasks. | 118 stars · 11 forks | No one-command install · Source | |
| 1773 | 90.5000 | contentfulmcp · back-end | Official Contentful integration that enables full content lifecycle management including entries, content types, assets, environments, locales, tags… | 60 stars · 30 forks | No one-command install · Source | |
| 1774 | 90.4988 | jdatamunch-mcpmcp · search | MCP server for tabular data retrieval that indexes local CSV, Excel, Parquet, and JSONL files once and answers questions via column profiles, filtered… | 81 stars · 20 forks | No one-command install · Source | |
| 1775 | 90.4966 | seekrays-system-monitormcp · observability | Provides real-time system metrics for CPU, memory, disk, network, host, and process statistics using Go and gopsutil, enabling detailed performance… | 91 stars · 16 forks | No one-command install · Source | |
| 1776 | 90.4895 | hainrixz-auto-crmmcp · database | Self-customizing open-source CRM with AI-powered pipeline analysis running on local SQLite. | 75 stars · 25 forks | No one-command install · Source | |
| 1777 | 90.4848 | directus-content-mcp-servermcp · back-end | Enables Directus users to interact with their data in LLMs, allowing content editors and data analysts to manage content, query collections, and… | 83 stars · 19 forks | No one-command install · Source | |
| 1778 | 90.4794 | aashari-mcp-server-atlassian-jiramcp · back-end | Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real… | 73 stars · 27 forks | No one-command install · Source | |
| 1779 | 90.4751 | wallisking1991-outlook-emailmcp · comms | Enables direct access to Microsoft Outlook email functionality for reading, searching, composing, and managing emails without leaving the conversation… | 59 stars · 30 forks | No one-command install · Source | |
| 1780 | 90.4566 | run-llama-mcp-server-llamacloudmcp · search | Query managed vector indexes for knowledge retrieval. | 87 stars · 17 forks | No one-command install · Source | |
| 1781 | 90.4499 | reapi-com-mcp-openapimcp · back-end | MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data | 90 stars · 16 forks | No one-command install · Source | |
| 1782 | 90.4415 | cxxxr-common-lisp-replmcp · back-end | Provides a REPL evaluation tool that executes Common Lisp code safely with read-time evaluation disabled, enabling mathematical calculations, data… | 84 stars · 18 forks | No one-command install · Source | |
| 1783 | 90.4398 | jlsookiki-secondhand-marketplace-searchmcp · search | Searches multiple secondhand marketplaces including Facebook Marketplace, eBay, and Depop through a unified interface for price comparison and deal… | 80 stars · 20 forks | No one-command install · Source | |
| 1784 | 90.4256 | ricky-hacker-newsmcp · other | Integrates with Hacker News to fetch stories, comments, and user data, enabling tech news aggregation, trend analysis, and community engagement… | 76 stars · 23 forks | No one-command install · Source | |
| 1785 | 90.4220 | trackline-remnawavemcp · observability | Integrates with Remnawave VPN proxy management panel for user accounts, node configuration, traffic analytics, and subscription handling. | 89 stars · 16 forks | No one-command install · Source | |
| 1785 | 90.4220 | niklauslee-frame0-diagrammingmcp · other | Provides a bridge to the Frame0 diagramming application for creating and manipulating visual elements like shapes, text, and connectors with… | 89 stars · 16 forks | No one-command install · Source | |
| 1787 | 90.4190 | bc-code-intelligence-mcpmcp · ai-agents | Provides AI-powered assistance for Microsoft Business Central (BC) development, enabling users to get expert help with debugging, coding, upgrades… | 93 stars · 15 forks | No one-command install · Source | |
| 1788 | 90.4172 | edwinbernadus-nocodb-mcp-servermcp · back-end | Nocodb database integration, read and write capabilities | 75 stars · 24 forks | No one-command install · Source | |
| 1789 | 90.4170 | transloaditmcp · other | Cloud media processing with 86+ robots for video, audio, images, and documents. | 73 stars · 26 forks | No one-command install · Source | |
| 1790 | 90.4145 | nguyenvanduocit-all-in-one-devtoolsmcp · github-vcs | Juggles development tool integrations like Confluence, GitLab, Jira, and CLI scripts. | 107 stars · 12 forks | No one-command install · Source | |
| 1791 | 90.4084 | skanga-database-querymcp · database | Provides direct database access and querying capabilities across H2, PostgreSQL, MySQL, Oracle, SQL Server, Snowflake, and BigQuery with connection… | 97 stars · 14 forks | No one-command install · Source | |
| 1792 | 90.3915 | cove-sensory-mcpmcp · ai-agents | A local stdio MCP server that lets an Agent use configured multimodal providers to inspect images, video, audio, and music files, acting as a sensory… | 81 stars · 19 forks | No one-command install · Source | |
| 1792 | 90.3915 | pantheon-security-notebooklm-securemcp · other | Security-hardened fork with post-quantum encryption, secrets scanning, and enterprise-grade protections | 81 stars · 19 forks | No one-command install · Source | |
| 1794 | 90.3901 | luma-mcpmcp · back-end | Multi-model vision understanding MCP server that provides unified image analysis for AI assistants without native vision, supporting models like… | 113 stars · 11 forks | No one-command install · Source | |
| 1795 | 90.3727 | julia-mcpmcp · other | Enables AI assistants to execute Julia code efficiently with persistent sessions, avoiding startup costs and maintaining state across calls. | 85 stars · 17 forks | No one-command install · Source | |
| 1795 | 90.3727 | khengyun-notebooklmmcp · auth | Automates Google NotebookLM interactions through browser automation using Selenium, enabling chat message sending, AI response retrieval, notebook… | 85 stars · 17 forks | No one-command install · Source | |
| 1795 | 90.3727 | sengbin-jlcedamcp · front-end | Provides MCP integration for JLCEDA (EasyEDA) electronic design automation with bridged connector architecture. | 85 stars · 17 forks | No one-command install · Source | |
| 1798 | 90.3722 | kicad-mcp-servermcp · front-end | An MCP server that enables AI assistants to analyze schematics, inspect PCBs, trace connections, validate designs, and generate embedded code for… | 88 stars · 16 forks | No one-command install · Source | |
| 1799 | 90.3570 | twelve-datamcp · back-end | Integrates with Twelve Data API to provide real-time quotes, historical OHLCV price data, and instrument metadata for stocks, forex pairs, and… | 76 stars · 22 forks | No one-command install · Source | |
| 1800 | 90.3550 | zendesk-api-mcp-servermcp · back-end | A comprehensive MCP server for managing Zendesk Support, Talk, Chat, and Guide products, providing tools for tickets, users, organizations, search… | 29 stars · 37 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.