Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3601 | 84.275 | ladislavsopko-mcp-ai-server-visual-studiomcp · back-end | MCP AI Server for Visual Studio. 20 Roslyn-powered tools giving AI assistants semantic code navigation, symbol search, inheritance trees, call graphs… | 51 stars · 6 forks | No one-command install · Source | |
| 3601 | 84.275 | ariffazil-arifosmcp · other | Constitutional AI governance kernel that enforces 13 safety rules between language models and tools. | 51 stars · 6 forks | No one-command install · Source | |
| 3601 | 84.275 | armavita-meta-adsmcp · back-end | Manages Meta advertising campaigns, ad sets, creatives, insights, targeting, and the Ads Library through Marketing API v25.0. | 51 stars · 6 forks | No one-command install · Source | |
| 3601 | 84.275 | kazz187-google-spreadsheetmcp · other | Integrates with Google Drive and Sheets to enable document management, file operations, and spreadsheet manipulation without switching contexts. | 51 stars · 6 forks | No one-command install · Source | |
| 3605 | 84.274 | tiktok-ads-mcpmcp · back-end | Provides read-only access to TikTok advertising data, including campaigns, ad groups, ads, and performance reports through the TikTok Business API. | 43 stars · 8 forks | No one-command install · Source | |
| 3605 | 84.274 | cifero74-apple-musicmcp · search | Integrates with Apple Music via MusicKit to search catalog, manage playlists, and access listening history. | 43 stars · 8 forks | No one-command install · Source | |
| 3605 | 84.274 | kkb0318-kubernetesmcp · observability | Integrates with Kubernetes clusters to provide resource management, monitoring, and troubleshooting capabilities across multiple contexts with pod log… | 43 stars · 8 forks | No one-command install · Source | |
| 3605 | 84.274 | headless-idamcp · other | Enables reverse engineering of binary files through IDA Pro's headless mode, providing tools for function analysis, disassembly, decompilation, and… | 43 stars · 8 forks | No one-command install · Source | |
| 3609 | 84.259 | mikechao-metmuseum-mcpmcp · back-end | Metropolitan Museum of Art Collection API integration to search and display artworks in the collection. | 33 stars · 14 forks | No one-command install · Source | |
| 3609 | 84.259 | connectry-io-connectrylab-architect-cert-mcpmcp · front-end | Free certification prep for the Claude Certified Architect exam. 390 scenario-based questions, guided capstone build, 30 concept handouts, 6 reference… | 33 stars · 14 forks | No one-command install · Source | |
| 3609 | 84.259 | jmtanguy-french-legal-researchmcp · back-end | Integrates with Légifrance and Judilibre APIs to provide unified access to French legal documents, case law, and jurisprudence for legal research and… | 33 stars · 14 forks | No one-command install · Source | |
| 3609 | 84.259 | stefanskiasan-azure-devopsmcp · github-vcs | Integrates Azure DevOps services, enabling access to work items, repositories, and pull requests for project management and development workflows. | 33 stars · 14 forks | No one-command install · Source | |
| 3613 | 84.256 | trvlmcp · back-end | Provides real travel search for AI assistants, enabling flight, hotel, car rental, and ground transportation searches through a single MCP tool, with… | 69 stars · 4 forks | No one-command install · Source | |
| 3613 | 84.256 | codex-specialized-subagentsmcp · observability | Artifact-first sub-agent delegation for Codex CLI, enabling multi-step parallel work with durable logging via specialized sub-agents. | 69 stars · 4 forks | No one-command install · Source | |
| 3615 | 84.248 | ymw0407-auth-fetch-mcpmcp · auth | Fetch content from login-protected web pages (Notion, Google Docs, Jira, Confluence, etc.) by opening a real browser for authentication with… | 36 stars · 11 forks | No one-command install · Source | |
| 3615 | 84.248 | screenshotonemcp · back-end | Integrates with ScreenshotOne's API to enable rendering of website screenshots for visual testing, content monitoring, and creating web page… | 36 stars · 11 forks | No one-command install · Source | |
| 3617 | 84.245 | vitalio-thunderbirdmcp · auth | Full read/write email access for AI agents via Mozilla Thunderbird, with zero credential exposure. | 40 stars · 9 forks | No one-command install · Source | |
| 3617 | 84.245 | velociraptor-mcp-servermcp · back-end | Enables natural language interaction with Velociraptor DFIR through MCP, allowing LLMs to query artifacts, clients, flows, and collect forensic data. | 40 stars · 9 forks | No one-command install · Source | |
| 3619 | 84.242 | bengineer19-digikeymcp · search | Integrates with DigiKey's Product Search API to enable electronic component discovery, detailed specifications retrieval, pricing information, product… | 31 stars · 15 forks | No one-command install · Source | |
| 3620 | 84.238 | jean-technologies-smartleadmcp · back-end | Integrates with Smartlead's email marketing API to manage campaigns, track leads, and optimize email deliverability through a tiered licensing system… | 18 stars · 17 forks | No one-command install · Source | |
| 3621 | 84.187 | artinet-sdkworkflow · ai-agents | A JS/TS SDK for the Agent2Agent Protocol | 46 stars · 7 forks | No one-command install · Source | |
| 3621 | 84.187 | tommertom-awesome-ionic-mcpmcp · front-end | Your Ionic coding buddy enabled via MCP – build awesome mobile apps using React/Angular/Vue or even Vanilla JS! | 46 stars · 7 forks | No one-command install · Source | |
| 3621 | 84.187 | data-product-mcpmcp · ai-agents | Enables AI agents to discover, request access to, and query data products in Data Mesh Manager, enforcing governance policies while retrieving… | 46 stars · 7 forks | No one-command install · Source | |
| 3621 | 84.187 | glaucia86-todo-listmcp · database | Provides in-memory task management with CRUD operations, priority-based organization, tagging, search functionality, and status filtering for… | 46 stars · 7 forks | No one-command install · Source | |
| 3625 | 84.183 | mrdainami-kiemcp · other | Connects to the KIE.ai platform for AI-powered image generation, video, and music creation. | 30 stars · 15 forks | No one-command install · Source | |
| 3625 | 84.183 | pokemon-mcp-servermcp · back-end | Enables LLMs to fetch Pokémon data, list popular Pokémon, and build tournament squads via the PokéAPI. | 30 stars · 15 forks | No one-command install · Source | |
| 3627 | 84.159 | chatcrystalmcp · ai-agents | Local-first AI PKM memory server for coding conversations. Imports Claude Code, Cursor, Codex CLI, Trae, and GitHub Copilot chats into notes, semantic… | 57 stars · 5 forks | No one-command install · Source | |
| 3628 | 84.157 | rasinmuhammed-misatamcp · database | Generates realistic, multi-table synthetic datasets from natural language descriptions, YAML schemas, or existing databases with referential… | 68 stars · 4 forks | No one-command install · Source | |
| 3629 | 84.153 | pr-mcp-buildermcp · search | Enables AI programs to search and retrieve approved public regulations with citations, supporting PDF, HWP, HWPX, and DOCX formats. | 42 stars · 8 forks | No one-command install · Source | |
| 3629 | 84.153 | lishenxydlgzs-simple-files-vectorstoremcp · database | Provides semantic search capabilities for local files and directories using vector embeddings and efficient storage techniques. | 42 stars · 8 forks | No one-command install · Source | |
| 3631 | 84.145 | streamlinearmcp · back-end | A lightweight MCP server that enables Claude to interact with Linear via a single tool with seven actions: search, get, update, comment, create… | 89 stars · 3 forks | No one-command install · Source | |
| 3632 | 84.136 | librenms-mcpmcp · front-endalso listed as mhajder-librenms | LibreNMS MCP Server is a Python-based Model Context Protocol (MCP) server designed to provide advanced, programmable access to LibreNMS network… | 37 stars · 10 forks | No one-command install · Source | |
| 3632 | 84.136 | roampal-ai-roampal-coremcp · ai-agents | Outcome-based persistent memory for AI coding tools. Memories that help get promoted, memories that mislead get demoted. Works with Claude Code and… | 50 stars · 6 forks | No one-command install · Source | |
| 3632 | 84.136 | zach22-1999-lingxingmcp · other | Read-only access to Lingxing ERP data for Amazon sellers including orders, inventory, and advertising. | 37 stars · 10 forks | No one-command install · Source | |
| 3632 | 84.136 | jamesanz-us-legalmcp · search | Integrates with multiple US government legal databases including Congress.gov, Federal Register, US Code, CourtListener, and Regulations.gov to… | 37 stars · 10 forks | No one-command install · Source | |
| 3632 | 84.136 | moltbrowser-mcp-servermcp · back-end | Enables AI agents to share and use community-contributed browser configs, dynamically providing pre-configured tools for specific websites to reduce… | 50 stars · 6 forks | No one-command install · Source | |
| 3632 | 84.136 | integration-appmcp · back-end | Integrates with Integration App's API to expose workflow automation capabilities as tools for triggering and managing complex business processes. | 37 stars · 10 forks | No one-command install · Source | |
| 3632 | 84.136 | any2markdown-mcp-servermcp · back-end | Converts PDF, Word, and Excel documents to Markdown with image extraction and header/footer removal via MCP or REST API. | 50 stars · 6 forks | No one-command install · Source | |
| 3632 | 84.136 | google-ads-mcp-node-jsmcp · back-end | Enables AI to securely access and query Google Ads account data without Google Cloud setup, using GAQL.app as a backend. | 50 stars · 6 forks | No one-command install · Source | |
| 3641 | 84.127 | elastic-securitymcp · otheralso listed as elastic-security-mcp-app | Interactive security operations dashboards for alert triage, threat hunting, and case management. | 22 stars · 16 forks | No one-command install · Source | |
| 3641 | 84.127 | google-ads-mcpmcp · back-end | A typed MCP server that wraps the Google Ads API v20, enabling AI agents to manage campaigns, budgets, keywords, conversions, and run GAQL search via… | 22 stars · 16 forks | No one-command install · Source | |
| 3644 | 84.112 | kirbah-youtubemcp · back-end | Integrates with YouTube Data API v3 to provide video search, channel statistics, trending content analysis, transcript extraction, and niche analysis… | 29 stars · 15 forks | No one-command install · Source | |
| 3644 | 84.112 | maxscheijen-yahoo-financemcp · other | Integrates with Yahoo Finance to provide real-time stock prices, company information, financial statements, and market news for investment research… | 29 stars · 15 forks | No one-command install · Source | |
| 3644 | 84.112 | ocean-zhc-dolphinschedulermcp · back-end | Bridges Apache DolphinScheduler's workflow management platform with AI systems, enabling automated project management, workflow execution, task… | 29 stars · 15 forks | No one-command install · Source | |
| 3647 | 84.086 | eclipse-cj-paper-distillmcp · database | Automated academic paper discovery and curation across nine research databases with AI-powered filtering, Zotero and Obsidian integration, and… | 67 stars · 4 forks | No one-command install · Source | |
| 3648 | 84.084 | akutishevsky-withingsmcp · observabilityalso listed as withings-mcp-server | Integrates with Withings health devices for sleep metrics, body measurements, workouts, ECG recordings, and activity tracking | 39 stars · 9 forks | No one-command install · Source | |
| 3648 | 84.084 | fastly-cdnmcp · otheralso listed as fastly-mcp | Integrates with Fastly CDN to enable direct management of services, domains, cache settings, and security configurations for streamlined DevOps… | 39 stars · 9 forks | No one-command install · Source | |
| 3648 | 84.084 | arxivmcp · search | Provides direct access to arXiv's scientific paper repository with tools for searching, retrieving metadata, downloading PDFs, and loading full… | 39 stars · 9 forks | No one-command install · Source | |
| 3648 | 84.084 | terryso-pinterestmcp · search | Pinterest image search and information retrieval | 39 stars · 9 forks | No one-command install · Source | |
| 3648 | 84.084 | mabeldata-pocketbasemcp · other | Interact with a PocketBase instance. Allows you to fetch, list, create, update, and manage records and files in your PocketBase collections. | 39 stars · 9 forks | No one-command install · Source | |
| 3648 | 84.084 | focus-sqlmcp · database | Converts natural language queries into SQL by registering database schema information and handling text-to-SQL transformations through a Spring Boot… | 39 stars · 9 forks | No one-command install · Source | |
| 3656 | 84.073 | yantrio-goplsmcp · back-end | Wraps gopls (Go language server) to provide Go development tools including go-to-definition, find references, hover information, diagnostics, and… | 45 stars · 7 forks | No one-command install · Source | |
| 3656 | 84.073 | akseyh-bear-notesmcp · database | Integrates with Bear notes on macOS, providing direct database access for efficient retrieval and analysis of personal note content. | 45 stars · 7 forks | No one-command install · Source | |
| 3658 | 84.072 | ai-engineer-mcpmcp · back-end | MCP server for the AI Engineer Conference 2025, enabling talk submissions and conference information retrieval. | 56 stars · 5 forks | No one-command install · Source | |
| 3659 | 84.068 | tosin2013-adr-analysismcp · other | Analyzes Architecture Decision Records (ADRs) to extract decision context, validate against best practices, and identify architectural patterns for… | 33 stars · 13 forks | No one-command install · Source | |
| 3659 | 84.068 | robust-long-term-memory-mcpmcp · database | A persistent, human-like memory system for AI companions in LM Studio, using SQLite and ChromaDB for hybrid storage, enabling seamless recall across… | 33 stars · 13 forks | No one-command install · Source | |
| 3659 | 84.068 | aap-enterprise-mcp-servermcp · back-end | A comprehensive MCP server suite for Red Hat's automation ecosystem, enabling AI assistants to interact with Ansible Automation Platform, Event-Driven… | 33 stars · 13 forks | No one-command install · Source | |
| 3659 | 84.068 | yoda-digital-cerebra-legalmcp · other | Provides specialized legal reasoning tools for structured analysis, follow-up questioning, and professional document formatting across multiple legal… | 33 stars · 13 forks | No one-command install · Source | |
| 3663 | 84.062 | thunder-computemcp · payments | GPU cloud platform — create, manage, and monitor instances, snapshots, SSH keys, and billing. | 34 stars · 12 forks | No one-command install · Source | |
| 3663 | 84.062 | smart-thinkingmcp · database | Enables intelligent decision-making through semantic embeddings and thought graphs with built-in verification states and memory-based reasoning… | 34 stars · 12 forks | No one-command install · Source | |
| 3663 | 84.062 | cryppadotta-scryfallmcp · search | Integrates with the Scryfall Magic: The Gathering API to enable card searches, retrieval of card details, rulings, and pricing information for deck… | 34 stars · 12 forks | No one-command install · Source | |
| 3666 | 84.046 | s2-streamstore-s2-sdk-typescriptmcp · back-end | Official MCP server for the S2.dev serverless stream platform. | 35 stars · 11 forks | No one-command install · Source | |
| 3666 | 84.046 | moodle-mcpmcp · search | Enables retrieval of upcoming events from Moodle LMS via the Model Context Protocol. | 35 stars · 11 forks | No one-command install · Source | |
| 3666 | 84.046 | taylor-lindores-reeves-github-projectsmcp · github-vcs | Integrates with GitHub Projects to streamline Agile Sprint-based workflows, enabling project creation, task management, and sprint planning within the… | 35 stars · 11 forks | No one-command install · Source | |
| 3666 | 84.046 | rahgadda-oracledbmcp · database | Provides a bridge to Oracle Database, enabling dynamic table and column discovery, secure query execution, and metadata retrieval through natural… | 35 stars · 11 forks | No one-command install · Source | |
| 3670 | 84.044 | rhoai-mcp-servermcp · ai-agents | An MCP server that enables AI agents to interact with Red Hat OpenShift AI environments, providing tools for project management, workbench operations… | 9 stars · 21 forks | No one-command install · Source | |
| 3671 | 84.042 | ivlad003-newrelic-logsmcp · observability | Bridges New Relic's log querying capabilities with a Python-based server, enabling execution of NRQL queries for performance monitoring and log… | 28 stars · 15 forks | No one-command install · Source | |
| 3672 | 84.040 | siddhant-k-code-agentic-authzidentity · auth | Use when 'which agent may do what, to whose data' needs to be a policy decision rather than a code branch. | 66 stars · 4 forks | No one-command install · Source | |
| 3673 | 84.027 | markdown-vault-mcpmcp · searchalso listed as pvliesdonk-markdown-vault | A generic Markdown vault MCP server with FTS5 full-text search, semantic vector search, frontmatter-aware indexing, incremental reindexing, and… | 32 stars · 14 forks | No one-command install · Source | |
| 3673 | 84.027 | 2slidesmcp · front-end | Integrates with 2slides.com's presentation generation API to create professional slides from text descriptions with customizable themes and languages | 32 stars · 14 forks | No one-command install · Source | |
| 3673 | 84.027 | youtube-semantic-searchmcp · search | Leverages LanceDB for vector storage to enable semantic search and multilingual transcript retrieval from YouTube videos using Google's generative AI… | 32 stars · 14 forks | No one-command install · Source | |
| 3677 | 84.008 | outlook-local-mcpmcp · back-end | Local-first Microsoft Outlook MCP server: a single Go binary that manages calendar events and mail through the Microsoft Graph API over stdio, with… | 41 stars · 8 forks | No one-command install · Source | |
| 3677 | 84.008 | czottmann-kagi-kenmcp · back-end | JavaScript-based Kagi search and summarization server that provides web search and document summarization capabilities through the kagi-ken package… | 41 stars · 8 forks | No one-command install · Source | |
| 3677 | 84.008 | hdresearch-shellmcp · back-end | Secure shell command execution server for AI models to interact with local systems while maintaining strict security controls. | 41 stars · 8 forks | No one-command install · Source | |
| 3677 | 84.008 | vs-claudemcp · ai-agents | MCP server that integrates with VS Code to enable file operations, git diffs, and line highlighting via MCP clients like Claude. | 41 stars · 8 forks | No one-command install · Source | |
| 3681 | 83.985 | choihyunsus-arachnemcp · search | Assembles optimized codebase context for AI coding by selecting only relevant files through hybrid search and dependency graph analysis. | 55 stars · 5 forks | No one-command install · Source | |
| 3681 | 83.985 | matt-carey-deepseek-reasoningmcp · other | Extracts reasoning chains from Deepseek R1 model, enabling complex problem-solving and explainable AI. | 55 stars · 5 forks | No one-command install · Source | |
| 3683 | 83.982 | rishipradeep-think41-google-workspacemcp · auth | Integrates with Google Workspace to enable email management and calendar operations through Gmail and Calendar APIs, requiring OAuth authentication… | 27 stars · 15 forks | No one-command install · Source | |
| 3684 | 83.981 | endnote-mcpmcp · searchalso listed as gokmengokhan-endnote-mcp | Connect your EndNote reference library to Claude AI. Search references, read PDFs, format citations, find related papers, and generate bibliographies… | 49 stars · 6 forks | No one-command install · Source | |
| 3684 | 83.981 | claude-teammcp · ai-agents | Orchestrates multiple AI models (Claude, GPT, Gemini) as specialized development team agents with distinct roles, providing conversation management… | 49 stars · 6 forks | No one-command install · Source | |
| 3687 | 83.950 | instrmcpmcp · ai-agents | MCP server for quantum device physics laboratory instrumentation control, enabling LLMs to interact with physics instruments and measurement systems… | 36 stars · 10 forks | No one-command install · Source | |
| 3687 | 83.950 | sap-mdkmcp · back-endalso listed as sap-mdk-mcp-server | MCP server for AI-assisted development of SAP Mobile Development Kit cross-platform mobile applications. | 36 stars · 10 forks | No one-command install · Source | |
| 3687 | 83.950 | agenticcontrolio-twincat-validatormcp · ai-agents | Validates, auto-fixes, and scaffolds Beckhoff TwinCAT 3 XML files with IEC 61131-3 OOP checks and deterministic code quality pipelines. | 36 stars · 10 forks | No one-command install · Source | |
| 3687 | 83.950 | hellotinah-google-workspacemcp · auth | Integrates with Google Workspace to provide OAuth2-authenticated access to Sheets and Forms APIs for creating, reading, and managing spreadsheets and… | 36 stars · 10 forks | No one-command install · Source | |
| 3692 | 83.949 | kyurish-dashboardsmcp · other | Interactive charts, dashboards, and KPI widgets rendered directly inside AI conversations. | 44 stars · 7 forks | No one-command install · Source | |
| 3692 | 83.949 | n2-qlnmcp · search | QLN is a semantic tool router that enables AI agents to access thousands of tools through a single MCP interface, with sub-5ms search and automatic… | 44 stars · 7 forks | No one-command install · Source | |
| 3692 | 83.949 | saidsurucu-turkpatent-searchmcp · front-end | Searches Turkey's TURKPATENT database for trademarks, patents, and industrial designs with filtering by name, owner, classification codes, and… | 44 stars · 7 forks | No one-command install · Source | |
| 3695 | 83.906 | jiantaofu-appinsightmcp · other | Analyze data from both the Apple App Store and Google Play Store | 26 stars · 15 forks | No one-command install · Source | |
| 3696 | 83.901 | youtube-marketing-skillsmcp · ai-agents | MCP server that connects AI agents to real YouTube channel analytics and SEO management via OAuth, enabling content strategy, metadata updates, and… | 38 stars · 9 forks | No one-command install · Source | |
| 3696 | 83.901 | davidkingzyb-scastmcp · other | Static Code Analysis and Visualization. Convert Code to UML and Flow Diagram and explain by AI. | 38 stars · 9 forks | No one-command install · Source | |
| 3696 | 83.901 | booklibmcp · ai-agents | A context engineering tool for AI coding assistants that detects post-training knowledge gaps, resolves them automatically, and delivers team… | 38 stars · 9 forks | No one-command install · Source | |
| 3696 | 83.901 | google-workspace-mcpmcp · ai-agents | MCP server that enables Claude to interact with Google Workspace services including Drive, Docs, Sheets, Slides, Calendar, Gmail, and Contacts. | 38 stars · 9 forks | No one-command install · Source | |
| 3700 | 83.888 | supercmo-skillsmcp · ai-agents | Open-source skills that empower any AI agent (Claude, Cursor, Codex, Hermes, etc.) to generate end-to-end marketing campaigns — UGC videos, ad videos… | 48 stars · 6 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.