Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1601 | 91.2947 | gongrzhe-jsonmcp · other | Provides a JSON manipulation interface using JSONPath syntax for querying, transforming, and analyzing structured data across diverse datasets. | 90 stars · 25 forks | No one-command install · Source | |
| 1602 | 91.2944 | hive-academy-anubismcp · ai-agents | Orchestrates AI coding workflows through role-based agents that transition between specialized responsibilities (orchestrator, architect, developer… | 124 stars · 14 forks | No one-command install · Source | |
| 1603 | 91.2906 | xiaozhi-music-mcpmcp · search | Provides music search, playback control, volume adjustment, and playlist management for Xiaozhi AI speakers via MCP. | 55 stars · 36 forks | No one-command install · Source | |
| 1604 | 91.2844 | mahdin75-geoservermcp · back-end | Provides a bridge to GeoServer's REST API for managing geospatial data, enabling workspace management, layer operations, feature querying, and map… | 88 stars · 26 forks | No one-command install · Source | |
| 1605 | 91.2820 | deusxmachina-dev-memorylanemcp · database | Desktop app that captures screen activity via event-driven screenshots, stores AI-generated summaries and OCR text locally in SQLite, and exposes your… | 123 stars · 14 forks | No one-command install · Source | |
| 1605 | 91.2820 | helixml-koditmcp · search | Indexes local codebases and Git repositories using tree-sitter parsing and semantic embeddings to enable hybrid search combining vector similarity… | 123 stars · 14 forks | No one-command install · Source | |
| 1605 | 91.2820 | mikeyny-image-generation-replicate-flux-schnellmcp · other | Enables text-to-image generation using Replicate's flux-schnell model, offering configurable parameters for on-demand image creation in various… | 123 stars · 14 forks | No one-command install · Source | |
| 1608 | 91.2805 | awkoy-replicate-fluxmcp · back-end | Integrates with Replicate's Flux image generation model, enabling image creation capabilities within conversation interfaces through a simple API… | 107 stars · 17 forks | No one-command install · Source | |
| 1609 | 91.2737 | danielshih-weathermcp · back-end | Provides real-time weather information for any city through the Open-Meteo API without requiring API keys or complex setup. | 59 stars · 35 forks | No one-command install · Source | |
| 1610 | 91.2710 | velociraptor-mcpmcp · back-end | A proof-of-concept MCP bridge that exposes Velociraptor's forensic triage tools to LLMs, enabling natural language querying of Windows endpoints for… | 94 stars · 22 forks | No one-command install · Source | |
| 1611 | 91.2690 | clinicaltrialsgov-mcp-servermcp · back-end | MCP server for the ClinicalTrials.gov v2 API. Search trials, retrieve study details and results, and match patients to eligible trials. | 91 stars · 24 forks | No one-command install · Source | |
| 1611 | 91.2690 | aivectormemorymcp · database | MCP server that provides cross-session persistent memory for AI coding assistants using local vector database and semantic search, enabling automatic… | 91 stars · 24 forks | No one-command install · Source | |
| 1613 | 91.2648 | skobyn-dataforseo-seomcp · search | Bridges DataForSEO's SEO APIs with natural language interactions, enabling comprehensive search engine data retrieval and business intelligence… | 82 stars · 31 forks | No one-command install · Source | |
| 1613 | 91.2648 | sammcp · ai-agents | Intelligent AI memory management system with ML auto-triggers that automatically saves and retrieves information across AI platforms without manual… | 82 stars · 31 forks | No one-command install · Source | |
| 1615 | 91.2646 | ack-mcp-servermcp · back-end | 阿里云容器服务MCP Server，将ACK集群管理、Kubernetes原生操作和容器可观测性能力统一为AI原生的标准化工具集，支持通过自然语言与AI助手交互完成复杂的容器运维任务。 | 116 stars · 15 forks | No one-command install · Source | |
| 1616 | 91.2627 | epistates-turbomcpmcp · other | TurboMCP SDK: Enterprise MCP SDK in Rust | 96 stars · 21 forks | No one-command install · Source | |
| 1616 | 91.2627 | aiondadotcom-sshmcp · back-end | Provides secure remote server management capabilities through SSH connections, automatically discovering hosts from SSH configuration files and… | 96 stars · 21 forks | No one-command install · Source | |
| 1618 | 91.2591 | orellazri-codamcp · other | Provides a bridge between AI and Coda documents, enabling listing, creating, reading, updating, and duplicating pages for collaborative document… | 64 stars · 34 forks | No one-command install · Source | |
| 1619 | 91.2560 | hal-wecom-botmcp · comms | Integrates WeCom (WeChat Work) bot functionality for enterprise messaging, notifications, and interactive chatbots. | 103 stars · 18 forks | No one-command install · Source | |
| 1620 | 91.2535 | metagraphedmcp · back-end | MCP server that enables AI agents to explore Bittensor subnets, check their health and economics, and discover their public APIs and schemas. | 12 stars · 93 forks | No one-command install · Source | |
| 1621 | 91.2528 | benzsevern-goldenmatchmcp · other | Entity resolution toolkit for deduplication, record matching, golden records, and PPRL. | 130 stars · 13 forks | No one-command install · Source | |
| 1622 | 91.2527 | 1c-buddymcp · back-end | MCP server providing tools for interacting with 1С:Напарник AI, including asking questions, syntax explanation, code review, and documentation search… | 100 stars · 19 forks | No one-command install · Source | |
| 1622 | 91.2527 | stock-sdk-mcp-servermcp · back-end | Provides comprehensive stock market data (A-shares, Hong Kong, US) including real-time quotes, K-lines, technical indicators, sectors, futures, and… | 100 stars · 19 forks | No one-command install · Source | |
| 1624 | 91.2519 | mcp-container-tsmcp · back-end | A remote MCP server (Node.js/TypeScript) deployed on Azure Container Apps that provides todo list management tools with JWT authentication and… | 49 stars · 37 forks | No one-command install · Source | |
| 1625 | 91.2481 | ask-humanmcp · back-end | Enables escalation of questions to humans through a markdown file-based workflow that prevents hallucinations by providing direct human-in-the-loop… | 152 stars · 11 forks | No one-command install · Source | |
| 1626 | 91.2311 | ying-dao-rpamcp · other | Bridges AI with Yingdao RPA platform to automate business processes through local and cloud-based robotic process automation applications. | 102 stars · 18 forks | No one-command install · Source | |
| 1627 | 91.2169 | yonaka15-redminemcp · observability | Integrates with Redmine to enable natural language queries and updates for issue tracking, time logging, and project planning. | 78 stars · 32 forks | No one-command install · Source | |
| 1628 | 91.2162 | stabgan-openrouter-multimodalmcp · other | Provides seamless access to OpenRouter's diverse AI models, enabling multimodal interactions across vision and language models with intelligent model… | 85 stars · 27 forks | No one-command install · Source | |
| 1629 | 91.2107 | rust-codermcp · ai-agents | Enables AI agents to generate, compile, and fix Rust projects from natural language descriptions using LLMs and the Rust compiler. | 97 stars · 20 forks | No one-command install · Source | |
| 1630 | 91.2103 | paremcp · ai-agents | Provides MCP servers that wrap common developer tools (git, npm, docker, etc.) returning structured JSON output, enabling AI agents to reliably… | 138 stars · 12 forks | No one-command install · Source | |
| 1631 | 91.2063 | sonirico-shellmcp · other | Provides a secure interface for executing controlled shell commands with comprehensive security features including allowlists, pattern-based blocking… | 101 stars · 18 forks | No one-command install · Source | |
| 1631 | 91.2063 | roam-researchmcp · search | Integrates with Roam Research to enable searching, creating, and manipulating graph content for automated note-taking and intelligent information… | 101 stars · 18 forks | No one-command install · Source | |
| 1633 | 91.1996 | mcp-gemini-assistantmcp · ai-agents | Enables Claude Code to consult Gemini for complex coding problems with session management, file attachments, and conversation persistence. | 105 stars · 17 forks | No one-command install · Source | |
| 1634 | 91.1944 | adancurusul-serial-portmcp · other | Enables serial port communication with embedded devices and hardware through configurable connection parameters, multiple data encodings, and session… | 89 stars · 24 forks | No one-command install · Source | |
| 1635 | 91.1665 | isnow890-naver-search-mcpmcp · back-end | MCP server for Naver Search API integration, supporting blog, news, shopping search and DataLab analytics features. | 84 stars · 27 forks | No one-command install · Source | |
| 1636 | 91.1653 | rgarcia-ynabmcp · other | Read-only access to YNAB budgets, accounts, categories, payees, and transactions. | 92 stars · 22 forks | No one-command install · Source | |
| 1637 | 91.1620 | stass-lldbmcp · other | Enable disassembly, debugging and analysis of native apps via LLDB on macOS and Linux. | 112 stars · 15 forks | No one-command install · Source | |
| 1638 | 91.1562 | hyperb1iss-lucidity-mcpmcp · observability | Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities | 90 stars · 23 forks | No one-command install · Source | |
| 1639 | 91.1421 | dschuler36-reaper-project-analyzermcp · other | Integrates with Reaper digital audio workstation to extract structured data from project files, enabling analysis and interaction with audio… | 118 stars · 14 forks | No one-command install · Source | |
| 1640 | 91.1377 | cameronrye-openzimmcp · search | Provides offline access to ZIM format knowledge bases with search capabilities, content retrieval, and smart fallback mechanisms for accessing… | 125 stars · 13 forks | No one-command install · Source | |
| 1641 | 91.1353 | kingdee-mcp-servermcp · back-end | Enables AI assistants to operate Kingdee Cloud Star ERP via natural language, including querying, creating, submitting, auditing, and deleting… | 73 stars · 32 forks | No one-command install · Source | |
| 1641 | 91.1353 | metabase-mcpmcp · database | Enables AI assistants to interact with Metabase for querying databases, executing SQL, managing dashboards, and automating analytics workflows. | 73 stars · 32 forks | No one-command install · Source | |
| 1643 | 91.1340 | metabase-mcp-servermcp · back-end | Enables AI assistants to interact with Metabase's analytics platform, managing dashboards, cards, databases, and tables via the Model Context… | 59 stars · 34 forks | No one-command install · Source | |
| 1644 | 91.1302 | herokumcp · ai-agents | Facilitate seamless interaction between LLMs and the Heroku Platform. | 81 stars · 29 forks | No one-command install · Source | |
| 1645 | 91.1185 | crawlie-mcpmcp · ai-agents | Enables LLM agents to crawl and audit websites for technical SEO and GEO issues, providing actionable fixes via tools like crawl_site and… | 111 stars · 15 forks | No one-command install · Source | |
| 1646 | 91.1050 | gensecai-pfsensemcp · back-end | Integrates with pfSense firewall systems through REST API, XML-RPC, and SSH to enable natural language control of security operations, IP blocking… | 94 stars · 20 forks | No one-command install · Source | |
| 1646 | 91.1050 | excel-data-managermcp · other | Enables Excel file operations and data analysis with tools for statistical analysis, data filtering, pivot table creation, and visualization through… | 94 stars · 20 forks | No one-command install · Source | |
| 1648 | 91.1041 | ferdousbhai-tasty-agentmcp · back-end | Tastyworks API integration to handle trading activities on Tastytrade | 84 stars · 26 forks | No one-command install · Source | |
| 1649 | 91.1019 | happy-mcp-servermcp · back-end | A metadata-driven MCP server that auto-generates 480+ tools across 160+ ServiceNow tables, with multi-instance support, natural language search, and… | 52 stars · 35 forks | No one-command install · Source | |
| 1650 | 91.0877 | obsidian-hybrid-searchmcp · search | MCP server that indexes Obsidian notes and enables hybrid search (full-text, fuzzy, semantic) for AI assistants to find and read notes. | 101 stars · 17 forks | No one-command install · Source | |
| 1650 | 91.0877 | philschmid-gemini-api-docsmcp · database | Automatically scrapes and indexes Google Gemini API documentation from ai.google.dev into a local SQLite database with FTS5 search capabilities… | 101 stars · 17 forks | No one-command install · Source | |
| 1650 | 91.0877 | mcp-gemini-climcp · comms | Wraps Google's Gemini CLI to expose search, chat, and file analysis tools via the Model Context Protocol for AI assistants. | 101 stars · 17 forks | No one-command install · Source | |
| 1653 | 91.0864 | optunamcp · other | Provides automated hyperparameter optimization and analysis using Optuna framework with support for multiple samplers, multi-objective optimization… | 85 stars · 25 forks | No one-command install · Source | |
| 1654 | 91.0668 | patdolitse-engrammcp · auth | Provides a persistent identity layer for AI tools with tools for user profiles, lessons, and decisions. | 157 stars · 10 forks | No one-command install · Source | |
| 1655 | 91.0606 | 8ensmith-open-librarymcp · search | Search and retrieve book and author information from the Internet Archive's Open Library | 91 stars · 21 forks | No one-command install · Source | |
| 1656 | 91.0596 | mcp-juridico-brasilmcp · observability | Connects AI assistants to Brazilian judicial data from DataJud CNJ and 91 courts, enabling process consultation, monitoring, and deadline calculation… | 89 stars · 22 forks | No one-command install · Source | |
| 1657 | 91.0514 | keboolamcp · database | An open-source bridge between your Keboola project and modern AI tools. It turns Keboola features - like storage access, SQL transformations, and job… | 86 stars · 24 forks | No one-command install · Source | |
| 1658 | 91.0447 | garan0613-minimax-voicemcp · back-end | Voice synthesis MCP server using MiniMax TTS API with Cloudflare Workers deployment and SSE transport. | 34 stars · 40 forks | No one-command install · Source | |
| 1659 | 91.0429 | armmcp · other | Code migration, optimization, and architecture guidance for Arm development | 93 stars · 20 forks | No one-command install · Source | |
| 1660 | 91.0390 | cloudflare-searchmcp · back-end | Aggregated search API service that provides real-time web search capabilities for AI assistants via MCP. | 43 stars · 37 forks | No one-command install · Source | |
| 1661 | 91.0360 | mastercard-developers-toolkitmcp · back-end | Service discovery and integration guides for the Mastercard Developers platform with API documentation access. | 55 stars · 34 forks | No one-command install · Source | |
| 1662 | 91.0350 | dreamending-siemens-nxmcp · other | Controls Siemens NX CAD software through 47 tools covering 3D modeling, sketching, assembly, drawing creation, and measurement operations. | 95 stars · 19 forks | No one-command install · Source | |
| 1662 | 91.0350 | daredev256-fcpxml-mcp-servermcp · back-end | The first MCP server for Final Cut Pro. 53 tools that parse, edit, and generate FCPXML timelines — health checks, flash frame detection, chapter… | 95 stars · 19 forks | No one-command install · Source | |
| 1664 | 91.0326 | allaboutai-yt-gpt5mcp · ai-agents | Provides direct integration with OpenAI's GPT-5 API through simple prompt-based and structured conversation tools for text generation without building… | 83 stars · 26 forks | No one-command install · Source | |
| 1665 | 91.0313 | heimdall-mcp-servermcp · back-end | Provides AI coding assistants with persistent, context-rich memory of a codebase, including documentation and git history, enabling recall across… | 104 stars · 16 forks | No one-command install · Source | |
| 1666 | 91.0289 | evalstate-webcam-capturemcp · browser | Enables capturing and analyzing live webcam images and screenshots for real-time visual context in AI applications. | 120 stars · 13 forks | No one-command install · Source | |
| 1667 | 91.0193 | dap-debuggermcp · back-end | Integrates with DAP-compatible debuggers like Delve to provide comprehensive debugging session management including breakpoints, execution control… | 100 stars · 17 forks | No one-command install · Source | |
| 1668 | 91.0064 | adoslabsproject-gif-nothumanallowedmcp · ai-agents | Multi-agent orchestration platform with tools for posts, knowledge grounding, consensus operations, messaging, and browser automation. | 103 stars · 16 forks | No one-command install · Source | |
| 1669 | 90.9977 | multicad-mcpmcp · other | Controls CAD applications (AutoCAD, ZWCAD, etc.) via AI assistants through the Model Context Protocol, enabling drawing, layer management, and… | 94 stars · 19 forks | No one-command install · Source | |
| 1670 | 90.9972 | roadwy-cve-searchmcp · back-end | Integrates with the CVE-CIRCL API to enable searching and retrieving vulnerability information from the Common Vulnerabilities and Exposures database… | 107 stars · 15 forks | No one-command install · Source | |
| 1671 | 90.9860 | probelabs-docs-searchmcp · github-vcs | Makes any codebase or documentation searchable through the Probe search engine with support for both local directories and Git repositories, featuring… | 89 stars · 21 forks | No one-command install · Source | |
| 1672 | 90.9683 | henryhawke-titan-memorymcp · ai-agents | Integrates neural network-based memory encoding for enhanced long-term information storage and contextually-aware interactions across multiple… | 91 stars · 20 forks | No one-command install · Source | |
| 1672 | 90.9683 | ragieai-ragiemcp · search | Integrates with Ragie's knowledge base retrieval system to enable efficient querying and information extraction from large-scale datasets. | 91 stars · 20 forks | No one-command install · Source | |
| 1674 | 90.9665 | engineering-bridgemcp · back-end | A local STDIO MCP server that bridges MCP clients to the Codex CLI by sending instructions to a configured workspace, exposing task run, status, and… | 99 stars · 17 forks | No one-command install · Source | |
| 1675 | 90.9643 | nav2-mcp-servermcp · back-end | Enables control and monitoring of Nav2 navigation operations, including navigation, waypoints, costmap management, and lifecycle control, through the… | 84 stars · 24 forks | No one-command install · Source | |
| 1676 | 90.9637 | tandem-docsmcp · ai-agents | Documentation and setup guides for Tandem's AI agent platform, SDKs, and workflows. | 118 stars · 13 forks | No one-command install · Source | |
| 1677 | 90.9567 | octopus-deploymcp · devops | Official Octopus Deploy integration providing 35+ tools for deployment management, infrastructure monitoring, release tracking, and tenant… | 101 stars · 16 forks | No one-command install · Source | |
| 1678 | 90.9506 | thinkmcp · observability | Provides a lightweight 'think' tool for structured reasoning, enabling LLMs to pause, log thoughts, and improve multi-step problem solving without… | 106 stars · 15 forks | No one-command install · Source | |
| 1679 | 90.9486 | readwisemcp · search | Integrates with Readwise to search and retrieve highlights from a user's library, enabling researchers and knowledge workers to reference saved notes… | 152 stars · 10 forks | No one-command install · Source | |
| 1680 | 90.9479 | socialclawmcp · comms | Social media scheduling and publishing for AI agents. 17 validation-first tools to post to X, LinkedIn, Instagram, TikTok, YouTube, Reddit, Discord… | 85 stars · 23 forks | No one-command install · Source | |
| 1680 | 90.9479 | firefly-iii-mcp-servermcp · back-end | Enables AI assistants to manage Firefly III personal finance accounts and transactions through the Model Context Protocol. | 85 stars · 23 forks | No one-command install · Source | |
| 1682 | 90.9426 | bankless-onchainmcp · observability | Integrates with blockchain networks to enable smart contract interaction, transaction history access, and on-chain data exploration through… | 80 stars · 27 forks | No one-command install · Source | |
| 1683 | 90.9368 | docmancermcp · ai-agents | Local-first memory for coding agents. Discovers the memory, instructions, and rules Claude Code, Codex, and Cursor already wrote on your machine… | 126 stars · 12 forks | No one-command install · Source | |
| 1684 | 90.9326 | zacarx-java-sink-tracermcp · database | Analyzes Java applications for security vulnerabilities by tracing data flow through parsed code to identify potential SQL injection, XSS, and other… | 117 stars · 13 forks | No one-command install · Source | |
| 1685 | 90.9289 | ignacioh-copilot-moneymcp · other | Query and manage Copilot Money personal finance data including accounts, transactions, and budgets. | 77 stars · 30 forks | No one-command install · Source | |
| 1686 | 90.9279 | ghchen99-musescoremcp · other | Provides control of MuseScore music notation software through WebSocket communication, enabling composition, editing, and analysis of musical scores… | 82 stars · 25 forks | No one-command install · Source | |
| 1687 | 90.9164 | jianzhichun-abaqusmcp · observability | Enables AI to control Abaqus/CAE finite element analysis software through GUI automation, executing Python scripts and retrieving message logs without… | 105 stars · 15 forks | No one-command install · Source | |
| 1688 | 90.9074 | the-momentum-fhir-healthcaremcp · auth | Integrates with FHIR healthcare systems and medical document repositories to provide natural language access to electronic health records, clinical… | 98 stars · 17 forks | No one-command install · Source | |
| 1689 | 90.8937 | adkit-mcp-servermcp · ai-agents | A lightweight semantic ad-matching engine for LLMs that serves relevant advertisements via MCP, allowing agents to request ads using natural-language… | 46 stars · 35 forks | No one-command install · Source | |
| 1690 | 90.8936 | areweai-tsgram-mcpmcp · comms | TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the go! | 89 stars · 20 forks | No one-command install · Source | |
| 1691 | 90.8920 | applemusic-mcpmcp · back-end | MCP server for Apple Music that lets AI assistants manage playlists, control playback, and browse the music library. | 92 stars · 19 forks | No one-command install · Source | |
| 1691 | 90.8920 | office-editor-mcpmcp · back-end | An MCP server for creating and editing Word, Excel, and PowerPoint documents through AI assistants. | 92 stars · 19 forks | No one-command install · Source | |
| 1693 | 90.8906 | lakr233-iphone-automationmcp · front-end | Provides iPhone automation capabilities through Appium and XCUITest, enabling device control, app launching, UI interaction, and screenshot capture… | 133 stars · 11 forks | No one-command install · Source | |
| 1694 | 90.8829 | granolaai-mcp-servermcp · back-end | Bridges Granola.ai meeting intelligence with Claude Desktop, enabling natural language access to meeting transcripts, notes, and insights. | 94 stars · 18 forks | No one-command install · Source | |
| 1695 | 90.8804 | sv-number-mcp-servermcp · ai-agents | MCP server that lets agents order temporary phone numbers, receive SMS verification codes, and manage activations via nine simple tools. | 561 stars · 5 forks | No one-command install · Source | |
| 1696 | 90.8791 | mobilehackinglab-jadx-android-decompilermcp · back-end | A plugin for Jadx that exposes the MCP API, enabling intelligent navigation and automation of reverse engineering workflows — ideal for AI-assisted… | 104 stars · 15 forks | No one-command install · Source | |
| 1697 | 90.8719 | danishjsheikh-swaggermcp · back-end | Transforms Swagger/OpenAPI specifications into dynamic tools, enabling interaction with any REST API through automatic endpoint discovery, parameter… | 81 stars · 25 forks | No one-command install · Source | |
| 1698 | 90.8701 | gongrzhe-terminal-controllermcp · other | Enables secure terminal command execution, directory navigation, and file system operations across Windows and UNIX-based systems, with built-in… | 97 stars · 17 forks | No one-command install · Source | |
| 1699 | 90.8609 | xiaolaa2-ableton-copilotmcp · other | AI assistant for Ableton Live music production. | 91 stars · 19 forks | No one-command install · Source | |
| 1700 | 90.8594 | jqlts1-omnifocus-enhancedmcp · other | Integrates with OmniFocus on macOS using AppleScript to provide complete task and project management capabilities including CRUD operations… | 60 stars · 32 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.