Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1501 | 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 | |
| 1502 | 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 | |
| 1503 | 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 | |
| 1504 | 93.3473 | ergut-bigquerymcp · other | Securely query and analyze Google BigQuery datasets via natural language. | 147 stars · 32 forks | No one-command install · Source | |
| 1505 | 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 | |
| 1506 | 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 | |
| 1506 | 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 | |
| 1508 | 93.3209 | signal-slot-gdbmcp · ai-agents | Integrates with GDB to provide debugging capabilities for C/C++ programs, enabling breakpoint setting, code stepping, memory examination, and call… | 158 stars · 27 forks | No one-command install · Source | |
| 1509 | 93.3104 | claude-toolboxcli · ai-agents | This is a starter template repository designed to provide a complete development environment for Claude-Code with pre-configured MCP servers and tools… | 148 stars · 31 forks | No one-command install · Source | |
| 1510 | 93.3081 | einverne-github-iomcp · ai-agents | Personal blog using jekyll-bootstrap | 105 stars · 47 forks | No one-command install · Source | |
| 1511 | 93.3071 | vexormcp · search | A semantic search engine for files and code. | 239 stars · 15 forks | No one-command install · Source | |
| 1512 | 93.3053 | hejie-calculatormcp · back-end | Provides a secure mathematical expression evaluation service using Python's AST module for basic operations without relying on eval(), enabling quick… | 157 stars · 27 forks | No one-command install · Source | |
| 1513 | 93.2980 | okta-okta-mcp-servermcp · back-end | Identity and access management automation for Okta systems | 57 stars · 59 forks | No one-command install · Source | |
| 1514 | 93.2968 | football-docsmcp · search | Searchable football data provider documentation for AI coding agents. Enables agents to look up verified docs on event types, qualifier IDs… | 185 stars · 20 forks | No one-command install · Source | |
| 1514 | 93.2968 | readingdancer-swaggermcp · back-end | Integrates with Swagger API specifications to download, cache, and extract endpoints, HTTP methods, models, and service connections for generating API… | 163 stars · 25 forks | No one-command install · Source | |
| 1516 | 93.2824 | scopecraft-commandmcp · back-end | MCP server for managing Markdown-Driven Task Management (MDTM) files with task, parent task, environment, and workflow management, enabling structured… | 173 stars · 22 forks | No one-command install · Source | |
| 1517 | 93.2804 | crawlberg-mcp-servermcp · browser | Enables AI agents to crawl and scrape websites, converting HTML to clean Markdown and structured metadata with support for JavaScript rendering, bot… | 165 stars · 24 forks | No one-command install · Source | |
| 1517 | 93.2804 | marcopesani-serper-search-scrapemcp · back-end | Integrates with the Serper API to enable web searches and webpage content extraction, supporting research, content aggregation, and data mining tasks. | 165 stars · 24 forks | No one-command install · Source | |
| 1519 | 93.2801 | box-community-boxmcp · search | Integrates with Box API to enable document search, text extraction, content analysis, and structured data retrieval from files and folders within Box… | 101 stars · 47 forks | No one-command install · Source | |
| 1520 | 93.2764 | janreges-ai-distiller-mcpmcp · back-end | Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that correctly uses existing APIs on… | 168 stars · 23 forks | No one-command install · Source | |
| 1521 | 93.2757 | auth0mcp · ai-agents | Integrates with LLMs and AI agents, allowing you to perform various Auth0 management operations using natural language. For instance, you could simply… | 115 stars · 46 forks | No one-command install · Source | |
| 1522 | 93.2694 | minimax-multimodalmcp · other | Official JavaScript implementation that integrates with MiniMax's multimodal capabilities for image generation, video creation, text-to-speech, and… | 128 stars · 41 forks | No one-command install · Source | |
| 1523 | 93.2605 | webflowmcp · front-end | AI-powered design and management for Webflow sites via the Data API and Designer API. | 138 stars · 34 forks | No one-command install · Source | |
| 1524 | 93.2595 | call518-postgresql-opsmcp · database | Provides direct PostgreSQL database access with query execution, schema introspection, and performance monitoring through specialized extensions like… | 161 stars · 25 forks | No one-command install · Source | |
| 1524 | 93.2595 | burtthecoder-shodanmcp · back-end | Access Shodan API and CVEDB to query IoT device data and vulnerability information. | 161 stars · 25 forks | No one-command install · Source | |
| 1526 | 93.2517 | baruchiro-paperless-ngxmcp · search | Enables AI to interact with Paperless-NGX document management systems for organizing, searching, and managing document collections through natural… | 139 stars · 33 forks | No one-command install · Source | |
| 1527 | 93.2479 | langsmithmcp · observability | Access LangSmith observability data including traces, prompts, datasets, experiments, and billing usage. | 131 stars · 38 forks | No one-command install · Source | |
| 1528 | 93.2430 | lucashild-bigquerymcp · database | Inspect schemas and execute SQL queries on Google BigQuery. | 130 stars · 39 forks | No one-command install · Source | |
| 1529 | 93.2427 | interviewready-mcp-servermcp · back-end | Enables fetching content from InterviewReady (blogs, resources, course materials) and managing notes and Google reminders for classes. | 126 stars · 42 forks | No one-command install · Source | |
| 1530 | 93.2389 | mshojaei77-exa-web-searchmcp · search | Integrates with Exa API to enable web search capabilities with filtering options for domains, text requirements, and date ranges, returning… | 143 stars · 31 forks | No one-command install · Source | |
| 1531 | 93.2318 | pathintegral-institute-sciencemcp · back-end | Unified command-line launcher for discovering and running scientific research MCP servers from the Path Integral Institute's collection, using uvx to… | 148 stars · 29 forks | No one-command install · Source | |
| 1532 | 93.2267 | axon-mcp-servermcp · back-end | An MCP server that transforms codebases into intelligent, queryable knowledge bases, enabling AI assistants to perform semantic search, explore… | 166 stars · 23 forks | No one-command install · Source | |
| 1533 | 93.2265 | teradata-databasemcp · database | Provides direct access to Teradata database systems with specialized tools for executing queries, exploring database structures, monitoring… | 54 stars · 59 forks | No one-command install · Source | |
| 1534 | 93.2244 | taiwan-health-mcp-servermcp · back-end | Integrates Taiwan health data and international medical standards, providing 28 MCP tools for diagnostics, drugs, lab tests, and clinical guidelines… | 163 stars · 24 forks | No one-command install · Source | |
| 1535 | 93.2135 | elvismdev-mem0-mcp-selfhostedmcp · ai-agents | Self-hosted mem0 MCP server for Claude Code with Qdrant vector search, Neo4j knowledge graph, and Ollama embeddings. Zero-config OAT auth, split-model… | 107 stars · 46 forks | No one-command install · Source | |
| 1536 | 93.2035 | ktanaka101-duckdbmcp · database | Execute SQL queries and analyze data in DuckDB databases. | 178 stars · 20 forks | No one-command install · Source | |
| 1537 | 93.1933 | sshtunnelvision-fal-ai-image-generationmcp · front-end | Integrates with FAL AI to generate images from text prompts using models like 'fal-ai/recraft-v3', enabling real-time visual content creation for… | 172 stars · 21 forks | No one-command install · Source | |
| 1538 | 93.1911 | dicklesworthstone-llm-gatewaymcp · devops | Unified gateway for managing multiple LLM providers with automatic model selection, semantic caching, and cost optimization features for reliable… | 158 stars · 25 forks | No one-command install · Source | |
| 1539 | 93.1795 | alibabacloud-coremcp · observability | Provides a bridge to Alibaba Cloud services for managing ECS instances, viewing resources, monitoring metrics, and configuring VPC networks through… | 128 stars · 38 forks | No one-command install · Source | |
| 1540 | 93.1770 | homeclawmcp · other | Enables AI assistants to control Apple HomeKit smart home accessories, scenes, and automations via MCP tools. | 164 stars · 23 forks | No one-command install · Source | |
| 1541 | 93.1742 | dvcrn-siri-shortcutsmcp · other | Integrates with macOS Shortcuts to dynamically expose and execute user-defined automation workflows through generated tools. | 192 stars · 18 forks | No one-command install · Source | |
| 1541 | 93.1742 | xquikmcp · observability | Provides real-time X (Twitter) data including tweet search, user lookup, media extraction, and monitoring capabilities. | 192 stars · 18 forks | No one-command install · Source | |
| 1543 | 93.1740 | squirrelscanmcp · ai-agents | MCP server for website QA auditing, covering SEO, performance, security, accessibility, and agent experience with 260+ rules and AI-optimized output… | 265 stars · 13 forks | No one-command install · Source | |
| 1544 | 93.1686 | gh-dmontgomery40-bambu-printermcp · other | Control Bambu Lab 3D printers with STL manipulation, BambuStudio slicing, and direct printer control via MQTT and FTPS. | 151 stars · 27 forks | No one-command install · Source | |
| 1545 | 93.1654 | codex-subagents-mcpmcp · ai-agents | Enables Codex CLI to delegate tasks to file-based specialized agents with isolated execution, auditability, and CI-friendly validation. | 160 stars · 24 forks | No one-command install · Source | |
| 1546 | 93.1582 | minerumcp · back-end | Parse PDFs, images, Office documents, and HTML into Markdown using MinerU's document intelligence API. | 201 stars · 17 forks | No one-command install · Source | |
| 1547 | 93.1530 | silenceper-k8smcp · devops | Enables natural language interaction with Kubernetes clusters for resource querying and CRUD operations with configurable write permissions. | 150 stars · 27 forks | No one-command install · Source | |
| 1548 | 93.1493 | intina47-context-syncmcp · ai-agents | Persistent knowledge layer syncing context across Claude, Cursor, VS Code, and other development tools | 191 stars · 18 forks | No one-command install · Source | |
| 1549 | 93.1456 | data-verify-mcp-servermcp · back-end | An MCP server that provides comprehensive data verification in China, including identity, business, vehicle, OCR, and risk assessment services. | 165 stars · 22 forks | No one-command install · Source | |
| 1550 | 93.1453 | scottcjn-rustchain-bottubemcp · ai-agents | Interacts with RustChain's Proof-of-Antiquity blockchain and BoTTube video platform for mining, video content, and agent-to-agent communication. | 108 stars · 45 forks | No one-command install · Source | |
| 1551 | 93.1374 | skernelx-mysearch-proxymcp · search | Unified search proxy aggregating Tavily, Firecrawl, and Exa with team-shared backend and token management. | 159 stars · 24 forks | No one-command install · Source | |
| 1552 | 93.1360 | phosphenemcp · back-end | An MCP server for intimate human-AI relationships that enables AI to create and manage daily tasks, challenges, and surprise tasks, with user… | 79 stars · 49 forks | No one-command install · Source | |
| 1553 | 93.1141 | vladimir-tutin-plexmcp · back-end | Integrates with Plex media servers to enable browsing, searching, and managing media libraries, including content querying, metadata editing, poster… | 144 stars · 28 forks | No one-command install · Source | |
| 1554 | 93.1033 | cyanheads-mcp-ts-coremcp · back-end | A TypeScript framework for building MCP servers with declarative tool, resource, and prompt definitions, built-in auth, multi-backend storage, and… | 148 stars · 27 forks | No one-command install · Source | |
| 1555 | 93.0917 | mrgoonie-vnstockmcp · other | Vietnamese stock market data with 21 tools via the vnstock library. | 102 stars · 45 forks | No one-command install · Source | |
| 1556 | 93.0867 | mcp-localmcp · ai-agents | Runs local MCP servers (filesystem, search, read-only shell) exposed via Tailscale Funnel with OAuth, enabling claude.ai to securely access local… | 126 stars · 37 forks | No one-command install · Source | |
| 1557 | 93.0828 | matmax-payloadcmsmcp · database | Provides validation, query, and code generation services for Payload CMS 3.0 development, enabling developers to validate collections, execute… | 120 stars · 41 forks | No one-command install · Source | |
| 1558 | 93.0754 | cicatriiz-healthcare-data-hubmcp · search | Provides healthcare professionals and researchers with access to medical information through specialized tools for FDA drug lookups, PubMed searches… | 127 stars · 36 forks | No one-command install · Source | |
| 1559 | 93.0747 | noapi-google-search-mcpmcp · back-end | An MCP server that gives local LLMs access to Google search, live feeds, YouTube transcriptions, OCR, and more — all without API keys, using headless… | 128 stars · 35 forks | No one-command install · Source | |
| 1560 | 93.0721 | vnshmcp · other | Ephemeral encrypted file sharing for AI with AES-256 encryption and 24-hour auto-deletion. | 156 stars · 24 forks | No one-command install · Source | |
| 1560 | 93.0721 | posthog-mcpmcp · observability | Enables interaction with PostHog analytics platform, allowing users to list projects, create annotations, and search insights through natural language… | 5 forks · passed install test | No one-command install · Source | |
| 1562 | 93.0689 | epistates-turbovaultmcp · search | Transforms Obsidian vaults into intelligent knowledge systems with advanced editing capabilities, full-text search, link graph analysis, and atomic… | 149 stars · 26 forks | No one-command install · Source | |
| 1563 | 93.0683 | suthio-redashmcp · other | Integrates with Redash data visualization platform to enable natural language querying, dashboard creation, and data source management for analyzing… | 100 stars · 45 forks | No one-command install · Source | |
| 1564 | 93.0614 | xvhuan-xiaoimcp · comms | Voice notifications and device control for Xiaomi AI speakers via webhook and MCP interfaces. | 203 stars · 16 forks | No one-command install · Source | |
| 1565 | 93.0613 | kyanitelabs-videomcp · ai-agents | Video editing MCP server with FFmpeg, planning, and Hyperframes tools for AI agents. | 132 stars · 32 forks | No one-command install · Source | |
| 1566 | 93.0524 | agiflow-scaffold-generatormcp · other | Generates code scaffolding for modern web applications using template-based boilerplate creation and feature addition with variable substitution… | 161 stars · 22 forks | No one-command install · Source | |
| 1567 | 93.0496 | charlottemcp · ai-agents | A token-efficient MCP server that gives AI agents structured access to the web, returning compact page summaries and targeted queries instead of full… | 176 stars · 19 forks | No one-command install · Source | |
| 1568 | 93.0438 | rakeshgangwar-erpnextmcp · back-end | Integrates with ERPNext/Frappe API to enable document operations, report generation, and metadata discovery for enterprise resource planning data… | 118 stars · 42 forks | No one-command install · Source | |
| 1569 | 93.0428 | gojiplus-r-econometricsmcp · other | Enables advanced econometric analysis by providing R-based statistical modeling capabilities for researchers and data scientists, supporting complex… | 213 stars · 15 forks | No one-command install · Source | |
| 1570 | 93.0371 | gh-dcostenco-prismmcp · ai-agents | AI agent persistent memory system with local-first storage, time travel, and multi-agent sync. | 157 stars · 23 forks | No one-command install · Source | |
| 1571 | 93.0364 | systemprompt-code-orchestratormcp · ai-agents | Orchestrates Claude Code CLI and Gemini CLI sessions to perform complex coding tasks through unified task management, agent coordination, and progress… | 140 stars · 28 forks | No one-command install · Source | |
| 1572 | 93.0318 | fancyboi999-xianyumcp · other | Automate Xianyu secondhand marketplace workflows including listing items, messaging, and order management. | 143 stars · 27 forks | No one-command install · Source | |
| 1573 | 93.0314 | signoz-mcp-servermcp · observability | Enables AI assistants and LLMs to query SigNoz observability data (metrics, traces, logs, alerts, dashboards) using natural language. | 117 stars · 43 forks | No one-command install · Source | |
| 1574 | 93.0188 | jobspy-mcp-servermcp · back-end | Enables AI assistants to search for jobs across multiple platforms (Indeed, LinkedIn, Glassdoor, etc.) using the JobSpy tool, with filtering and… | 107 stars · 44 forks | No one-command install · Source | |
| 1575 | 93.0139 | youtrack-mcpmcp · back-end | MCP server for interacting with YouTrack, enabling issue management, project operations, and search via natural language. | 95 stars · 45 forks | No one-command install · Source | |
| 1576 | 93.0060 | glancemcp · browser | An MCP server that gives Claude Code real browser control for web automation, testing, and screenshots. | 156 stars · 23 forks | No one-command install · Source | |
| 1577 | 93.0015 | pubmed-searchermcp · search | Search, retrieve, and analyze scientific literature from PubMed with capabilities for identifying research trends and generating statistical reports. | 149 stars · 25 forks | No one-command install · Source | |
| 1578 | 92.9955 | veriteknik-pluggedin-mcp-proxymcp · ai-agents | A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and… | 135 stars · 29 forks | No one-command install · Source | |
| 1579 | 92.9953 | bench-studio-publicmcp · ai-agents | MCP server that lets AI agents generate images and videos, build websites, and produce designed PDFs with transparent model routing, cost tracking… | 113 stars · 43 forks | No one-command install · Source | |
| 1580 | 92.9897 | dynatrace-oss-dynatracemcp · observability | Integrates with Dynatrace to provide real-time observability data, enabling developers to monitor problems, security vulnerabilities, logs, and… | 138 stars · 28 forks | No one-command install · Source | |
| 1581 | 92.9814 | claude-historianmcp · observability | Provides intelligent search capabilities across Claude Code conversation history with specialized tools for conversation search, file context… | 178 stars · 18 forks | No one-command install · Source | |
| 1582 | 92.9711 | mospi-mcp-server-2mcp · back-end | Provides AI-ready access to Indian government statistics through MCP, enabling natural language queries for economic, demographic, and social… | 137 stars · 28 forks | No one-command install · Source | |
| 1583 | 92.9621 | professional-wiki-mediawikimcp · back-end | Integrates with MediaWiki instances through REST API to enable searching pages, retrieving content in multiple formats, accessing file information… | 125 stars · 34 forks | No one-command install · Source | |
| 1584 | 92.9570 | kryptobaseddev-cleomcp · ai-agents | Task management protocol for solo developers and AI coding agents with CQRS pattern. | 160 stars · 21 forks | No one-command install · Source | |
| 1585 | 92.9432 | mcp-proxy-servermcp · back-end | Aggregates multiple backend MCP servers into a single unified interface with optional web management UI for tool control and configuration. | 193 stars · 16 forks | No one-command install · Source | |
| 1586 | 92.9417 | effytech-freshdeskmcp · back-end | Integrate AI models with Freshdesk to automate support operations. Create, update, and manage support tickets seamlessly through the Freshdesk API… | 68 stars · 49 forks | No one-command install · Source | |
| 1587 | 92.9373 | anandb71-arbormcp · other | Graph-native code intelligence that builds complete dependency graphs for impact analysis and code understanding. | 156 stars · 22 forks | No one-command install · Source | |
| 1587 | 92.9373 | aaronontheweb-mssqlmcp · database | Provides robust SQL Server database access with T-SQL validation, connection management, and cross-platform Docker support for executing queries… | 156 stars · 22 forks | No one-command install · Source | |
| 1589 | 92.9344 | nirholas-pump-fun-sdkmcp · other | Solana token operations on Pump.fun including creation, buying, selling, and migration. | 119 stars · 37 forks | No one-command install · Source | |
| 1590 | 92.9223 | johannesbrandenburger-typst-mcpmcp · back-end | MCP server for Typst, a markup-based typesetting system. It provides tools for converting between LaTeX and Typst, validating Typst syntax, and… | 175 stars · 18 forks | No one-command install · Source | |
| 1591 | 92.9144 | supercurses-powerpointmcp · other | Create PowerPoint presentations leveraging TogetherAI image generation | 144 stars · 25 forks | No one-command install · Source | |
| 1592 | 92.9020 | sitbon-maggmcp · back-end | Meta-MCP server that aggregates and manages multiple MCP servers through intelligent discovery from sources like Glama.ai and GitHub, enabling dynamic… | 143 stars · 25 forks | No one-command install · Source | |
| 1592 | 92.9020 | mrphrazer-ghidra-headlessmcp · back-end | Headless Ghidra reverse engineering server with full MCP access to disassembly, decompilation, patching, types, scripting, and transaction-safe… | 162 stars · 20 forks | No one-command install · Source | |
| 1594 | 92.8848 | contextkitcli · ai-agents | A systematic development framework that transforms Claude Code into a proactive development partner. Features 4-phase planning methodology… | 166 stars · 19 forks | No one-command install · Source | |
| 1595 | 92.8781 | johannespettersson80-codesysmcp · other | Integrates with CODESYS V3 automation programming environments through Python scripting to enable project management, POU creation and editing, code… | 121 stars · 34 forks | No one-command install · Source | |
| 1596 | 92.8765 | claude-mcpworkflow · ai-agents | Claude Unified Model Context Interaction Protocol | 48 stars · 56 forks | No one-command install · Source | |
| 1597 | 92.8690 | pdf-toolsmcp · ai-agents | The local PDF workflow for Claude Desktop and MCP hosts: fill, sign, merge, split, extract, and analyze PDFs without sending files to a web app. | 153 stars · 22 forks | No one-command install · Source | |
| 1598 | 92.8567 | stefanoamorelli-fredmcp · back-end | Provides a bridge to the Federal Reserve Economic Data API for retrieving economic time series data like Overnight Reverse Repurchase Agreements and… | 117 stars · 37 forks | No one-command install · Source | |
| 1599 | 92.8477 | mlit-data-platform-mcp-servermcp · search | MCP server for the MLIT Data Platform that enables natural language search and retrieval of Japanese government infrastructure and transport data. | 170 stars · 18 forks | No one-command install · Source | |
| 1599 | 92.8477 | tsk-ai-agent-task-manager-and-sandboxcli · devops | A Rust CLI tool that lets you delegate development tasks to AI agents running in sandboxed Docker environments. Multiple agents work in parallel… | 170 stars · 18 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.