Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1901 | 91.4158 | tally-prime-mcp-servermcp · back-end | Enables Large Language Models to access and query Tally Prime ERP data, including financial reports, masters, and inventory summaries, via the Model… | 80 stars · 33 forks | No one-command install · Source | |
| 1902 | 91.3995 | flux-mcp-servermcp · back-end | Enables AI agents to create, update, list, and delete tasks on a Kanban board via the Model Context Protocol, supporting multi-project management and… | 99 stars · 21 forks | No one-command install · Source | |
| 1902 | 91.3995 | pywss-mcp-servermcp · back-end | A lightweight Python web framework that enables building MCP servers with SSE, StreamHTTP, and MCPO protocols for tool integration. | 99 stars · 21 forks | No one-command install · Source | |
| 1904 | 91.3990 | naptha-http-oauth-auth0mcp · auth | Provides secure OAuth 2.0 authentication for MCP implementations with flexible token storage and horizontal scalability through Auth0 integration. | 107 stars · 18 forks | No one-command install · Source | |
| 1905 | 91.3767 | tapir-archicad-mcpmcp · back-end | A bridge allowing AI agents to control Archicad projects via dynamically generated tools from the Tapir and official Archicad JSON APIs. | 97 stars · 22 forks | No one-command install · Source | |
| 1905 | 91.3767 | freema-google-sheetsmcp · back-end | Reads and writes Google Sheets data via the Google Sheets API. | 97 stars · 22 forks | No one-command install · Source | |
| 1907 | 91.3737 | continuum-mcp-servermcp · ai-agents | Shared memory and orchestration for coding agents, enabling persistent knowledge, multi-agent coordination, and a canonical workflow across… | 110 stars · 17 forks | No one-command install · Source | |
| 1908 | 91.3708 | siyuan-sisyphus-mcpmcp · search | Enables AI agents to safely read, search, edit, and organize SiYuan notes, with git-like document timeline and notebook-level permissions. | 103 stars · 19 forks | No one-command install · Source | |
| 1909 | 91.3684 | quantconnectmcp · devops | Integrates with QuantConnect's algorithmic trading platform to enable complete trading algorithm development lifecycle including project management… | 77 stars · 33 forks | No one-command install · Source | |
| 1910 | 91.3659 | wechat-devtools-mcpmcp · comms | Wraps the WeChat DevTools CLI as an MCP service, enabling AI in editors to call WeChat CLI commands for mini-program development, testing, debugging… | 127 stars · 14 forks | No one-command install · Source | |
| 1911 | 91.3414 | kennethreitz-applemusicmcp · search | Integrates with Apple Music on macOS using Python and AppleScript to enable music playback control, library searching, playlist creation, and metadata… | 91 stars · 25 forks | No one-command install · Source | |
| 1912 | 91.3411 | philliprt-thinkmcp · ai-agents | Implements Anthropic's 'think' tool as a dedicated space for Claude to perform structured reasoning during complex problem-solving tasks, improving… | 126 stars · 14 forks | No one-command install · Source | |
| 1913 | 91.3396 | kentaroajisaka-japanese-tax-lawmcp · other | Retrieves Japanese tax laws, administrative circulars, and tribunal rulings from e-Gov and National Tax Agency sources to prevent hallucination. | 94 stars · 23 forks | No one-command install · Source | |
| 1914 | 91.3363 | neo4j-gdsmcp · database | Enables LLMs to run complex graph algorithms on Neo4j databases, answering graph-related questions by selecting and executing appropriate… | 96 stars · 22 forks | No one-command install · Source | |
| 1915 | 91.3211 | chinawsb-delphi-compilermcp · other | Compiles Delphi projects and Pascal files using locally installed compilers with multi-version support and build history tracking. | 101 stars · 19 forks | No one-command install · Source | |
| 1915 | 91.3211 | zenturacp-rest-api-testermcp · back-end | Integrates with REST API's via Axios to provide a command-line tool for testing and debugging REST APIs with customizable requests and response… | 101 stars · 19 forks | No one-command install · Source | |
| 1917 | 91.3155 | odoo-mcp-promcp · search | AI connector for Odoo ERP enabling natural language interaction to search, create, update, and manage business records. | 74 stars · 33 forks | No one-command install · Source | |
| 1917 | 91.3155 | incomestreamsurfer-paperclip-surfersmcp · ai-agents | AI agent orchestration control plane with persistent memory, skills management, and per-agent assignment of tools and configurations. | 74 stars · 33 forks | No one-command install · Source | |
| 1919 | 91.3071 | ui5-mcp-servermcp · back-end | Enables AI agents to assist with UI5 application development by providing tools for project scaffolding, API reference lookup, code analysis, and… | 99 stars · 20 forks | No one-command install · Source | |
| 1920 | 91.3031 | translated-lara-translatemcp · back-end | Bridges to the Lara Translation API for accurate, context-aware text translations between languages with automatic language detection capabilities. | 97 stars · 21 forks | No one-command install · Source | |
| 1921 | 91.3000 | sonatypemcp · front-end | Component intelligence with versions, security analysis, and Trust Score recommendations | 73 stars · 33 forks | No one-command install · Source | |
| 1922 | 91.2950 | tadasant-stability-aimcp · other | Integrates Stability AI's image generation and manipulation capabilities for editing, upscaling, and more via Stable Diffusion models. | 84 stars · 29 forks | No one-command install · Source | |
| 1923 | 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 | |
| 1924 | 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 | |
| 1925 | 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 | |
| 1926 | 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 | |
| 1927 | 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 | |
| 1927 | 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 | |
| 1927 | 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 | |
| 1930 | 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 | |
| 1931 | 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 | |
| 1932 | 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 | |
| 1933 | 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 | |
| 1933 | 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 | |
| 1935 | 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 | |
| 1935 | 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 | |
| 1937 | 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 | |
| 1938 | 91.2627 | epistates-turbomcpmcp · other | TurboMCP SDK: Enterprise MCP SDK in Rust | 96 stars · 21 forks | No one-command install · Source | |
| 1938 | 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 | |
| 1940 | 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 | |
| 1941 | 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 | |
| 1942 | 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 | |
| 1943 | 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 | |
| 1944 | 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 | |
| 1944 | 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 | |
| 1946 | 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 | |
| 1947 | 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 | |
| 1948 | 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 | |
| 1949 | 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 | |
| 1950 | 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 | |
| 1951 | 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 | |
| 1952 | 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 | |
| 1953 | 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 | |
| 1953 | 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 | |
| 1955 | 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 | |
| 1956 | 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 | |
| 1957 | 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 | |
| 1958 | 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 | |
| 1959 | 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 | |
| 1960 | 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 | |
| 1961 | 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 | |
| 1962 | 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 | |
| 1963 | 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 | |
| 1963 | 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 | |
| 1965 | 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 | |
| 1966 | 91.1302 | herokumcp · ai-agents | Facilitate seamless interaction between LLMs and the Heroku Platform. | 81 stars · 29 forks | No one-command install · Source | |
| 1967 | 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 | |
| 1968 | 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 | |
| 1968 | 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 | |
| 1970 | 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 | |
| 1971 | 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 | |
| 1972 | 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 | |
| 1972 | 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 | |
| 1972 | 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 | |
| 1975 | 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 | |
| 1976 | 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 | |
| 1977 | 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 | |
| 1978 | 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 | |
| 1979 | 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 | |
| 1980 | 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 | |
| 1981 | 91.0429 | armmcp · other | Code migration, optimization, and architecture guidance for Arm development | 93 stars · 20 forks | No one-command install · Source | |
| 1982 | 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 | |
| 1983 | 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 | |
| 1984 | 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 | |
| 1984 | 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 | |
| 1986 | 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 | |
| 1987 | 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 | |
| 1988 | 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 | |
| 1989 | 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 | |
| 1990 | 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 | |
| 1991 | 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 | |
| 1992 | 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 | |
| 1993 | 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 | |
| 1994 | 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 | |
| 1994 | 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 | |
| 1996 | 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 | |
| 1997 | 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 | |
| 1998 | 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 | |
| 1999 | 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 | |
| 2000 | 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 |
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.