Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2001 | 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 | |
| 2002 | 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 | |
| 2002 | 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 | |
| 2004 | 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 | |
| 2005 | 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 | |
| 2006 | 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 | |
| 2007 | 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 | |
| 2008 | 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 | |
| 2009 | 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 | |
| 2010 | 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 | |
| 2011 | 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 | |
| 2012 | 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 | |
| 2013 | 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 | |
| 2013 | 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 | |
| 2015 | 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 | |
| 2016 | 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 | |
| 2017 | 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 | |
| 2018 | 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 | |
| 2019 | 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 | |
| 2020 | 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 | |
| 2021 | 90.8609 | xiaolaa2-ableton-copilotmcp · other | AI assistant for Ableton Live music production. | 91 stars · 19 forks | No one-command install · Source | |
| 2022 | 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 | |
| 2023 | 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 | |
| 2024 | 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 | |
| 2025 | 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 | |
| 2026 | 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 | |
| 2027 | 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 | |
| 2028 | 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 | |
| 2029 | 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 | |
| 2030 | 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 | |
| 2030 | 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 | |
| 2032 | 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 | |
| 2033 | 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 | |
| 2034 | 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 | |
| 2035 | 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 | |
| 2036 | 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 | |
| 2036 | 90.7973 | cchookshook · back-end | A lightweight Python SDK with a clean API and good documentation; simplifies the process of writing hooks and integrating them into your codebase… | 130 stars · 11 forks | No one-command install · Source | |
| 2036 | 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 | |
| 2039 | 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 | |
| 2040 | 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 | |
| 2040 | 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 | |
| 2042 | 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 | |
| 2043 | 90.7559 | run-claude-dockercli · devops | A self-contained Docker runner that forwards your current workspace into a safe(r) isolated docker container, where you still have access to your… | 84 stars · 21 forks | No one-command install · Source | |
| 2043 | 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 | |
| 2045 | 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 | |
| 2046 | 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 | |
| 2047 | 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 | |
| 2048 | 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 | |
| 2049 | 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 | |
| 2050 | 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 | |
| 2051 | 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 | |
| 2052 | 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 | |
| 2053 | 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 | |
| 2054 | 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 | |
| 2055 | 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 | |
| 2056 | 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 | |
| 2057 | 90.6982 | mcpyatsworkflow · ai-agents | VibeOps - Cisco pyATS MCP Plus Many Other MCPs | 69 stars · 30 forks | No one-command install · Source | |
| 2058 | 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 | |
| 2059 | 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 | |
| 2060 | 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 | |
| 2061 | 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 | |
| 2062 | 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 | |
| 2062 | 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 | |
| 2064 | 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 | |
| 2065 | 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 | |
| 2066 | 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 | |
| 2067 | 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 | |
| 2068 | 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 | |
| 2069 | 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 | |
| 2069 | 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 | |
| 2071 | 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 | |
| 2072 | 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 | |
| 2072 | 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 | |
| 2074 | 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 | |
| 2075 | 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 | |
| 2076 | 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 | |
| 2077 | 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 | |
| 2078 | 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 | |
| 2079 | 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 | |
| 2080 | 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 | |
| 2081 | 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 | |
| 2082 | 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 | |
| 2083 | 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 | |
| 2084 | 90.5641 | mzxrai-mcp-openaimcp · ai-agents | Generate text using OpenAI's language models. | 76 stars · 25 forks | No one-command install · Source | |
| 2085 | 90.5569 | fitter-mcpmcp · back-end | MCP server for scraping with declarative configs | 132 stars · 10 forks | No one-command install · Source | |
| 2085 | 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 | |
| 2087 | 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 | |
| 2088 | 90.5548 | vellum-evalseval · observability | Vellum evaluation SDK for running LLM test suites with custom metrics, dataset pinning, and CI workflow integration. | 82 stars · 20 forks | No one-command install · Source | |
| 2088 | 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 | |
| 2090 | 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 | |
| 2091 | 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 | |
| 2092 | 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 | |
| 2093 | 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 | |
| 2094 | 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 | |
| 2095 | 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 | |
| 2096 | 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 | |
| 2097 | 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 | |
| 2098 | 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 | |
| 2099 | 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 | |
| 2100 | 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 |
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.