Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3301 | 84.0042 | pvliesdonk-markdown-vaultmcp · search | Generic markdown collection server with full-text search, semantic vector search, frontmatter indexing, and incremental reindexing. | 32 stars · 14 forks | No one-command install · Source | |
| 3301 | 84.0042 | 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 | |
| 3301 | 84.0042 | 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 | |
| 3304 | 83.9826 | 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 | |
| 3304 | 83.9826 | 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 | |
| 3304 | 83.9826 | 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 | |
| 3304 | 83.9826 | 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 | |
| 3308 | 83.9694 | 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 | |
| 3308 | 83.9694 | 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 | |
| 3310 | 83.9669 | 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 | |
| 3310 | 83.9669 | richardwhiteii-rlmmcp · other | Handles massive contexts exceeding token limits by chunking content strategically, enabling recursive sub-queries with tool access and parallel… | 49 stars · 6 forks | No one-command install · Source | |
| 3310 | 83.9669 | 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 | |
| 3314 | 83.9523 | 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 | |
| 3315 | 83.9257 | 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 | |
| 3315 | 83.9257 | 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 | |
| 3315 | 83.9257 | 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 | |
| 3319 | 83.9212 | kyurish-dashboardsmcp · other | Interactive charts, dashboards, and KPI widgets rendered directly inside AI conversations. | 44 stars · 7 forks | No one-command install · Source | |
| 3319 | 83.9212 | 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 | |
| 3319 | 83.9212 | 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 | |
| 3322 | 83.8896 | google-search-console-mcp-intel-enginemcp · search | Transforms raw Google Search Console signals into actionable marketing insights, such as detecting cannibalization, segmenting search intent, and… | 38 stars · 9 forks | No one-command install · Source | |
| 3322 | 83.8896 | qwe4559999-scopusmcp · back-end | Provides access to the Elsevier Scopus API for searching academic papers, retrieving abstracts, and looking up author profiles. | 38 stars · 9 forks | No one-command install · Source | |
| 3322 | 83.8896 | 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 | |
| 3322 | 83.8896 | 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 | |
| 3322 | 83.8896 | 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 | |
| 3322 | 83.8896 | 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 | |
| 3328 | 83.8892 | codenib-mcp-servermcp · search | Provides coding agents with searchable codebase context through an MCP server, enabling hybrid BM25 and semantic search, symbol graph navigation, and… | 84 stars · 3 forks | No one-command install · Source | |
| 3329 | 83.8768 | markifactmcp · otheralso listed as markifact-mcp-server | Marketing artifact creation service with AI-powered campaign and content generation tools. | 48 stars · 6 forks | No one-command install · Source | |
| 3329 | 83.8768 | mathematica-mcpmcp · ai-agents | Enables AI agents to run Mathematica code, control live notebooks, and verify results through natural language. | 48 stars · 6 forks | No one-command install · Source | |
| 3329 | 83.8768 | groundcobra009-japanese-legal-databasemcp · search | Integrates with Japan's official e-Gov legal database to provide search and retrieval of Japanese laws and regulations for legal research, compliance… | 48 stars · 6 forks | No one-command install · Source | |
| 3329 | 83.8768 | conversational-analysis-enginemcp · back-end | Enables users to optimize LLM responses using Monte Carlo Tree Search (MCTS) through a Model Context Protocol server, enhancing conversation quality… | 48 stars · 6 forks | No one-command install · Source | |
| 3334 | 83.8754 | jiantaofu-appinsightmcp · other | Analyze data from both the Apple App Store and Google Play Store | 26 stars · 15 forks | No one-command install · Source | |
| 3335 | 83.8668 | forgeailab-forgemcp · back-end | Local-first workflow engine for coding agents with isolated git worktrees, CI gates, and review processes, exposing an MCP JSON-RPC endpoint. | 54 stars · 5 forks | No one-command install · Source | |
| 3336 | 83.8257 | hevy-mcp-servermcp · back-end | Enables AI assistants to interact with the Hevy fitness tracking API for logging workouts, managing routines, and tracking fitness progress. | 32 stars · 13 forks | No one-command install · Source | |
| 3337 | 83.8175 | cisco-supportmcp · auth | Integrates with Cisco's Support APIs to search bug databases, retrieve case information, and access product lifecycle data with OAuth2 authentication… | 33 stars · 12 forks | No one-command install · Source | |
| 3337 | 83.8175 | nonatofabio-local-faissmcp · database | Local vector database using FAISS for semantic search and document retrieval | 33 stars · 12 forks | No one-command install · Source | |
| 3337 | 83.8175 | nikhil-sonti-apple-remindersmcp · back-end | Enables AI assistants to manage Apple Reminders on macOS by using AppleScript to directly interact with the Reminders app, providing a simple… | 33 stars · 12 forks | No one-command install · Source | |
| 3340 | 83.8092 | kenjihikmatullah-productboardmcp · front-end | Integrates with the Productboard API to enable access to companies, components, features, and products for enhanced product management and feature… | 13 stars · 18 forks | No one-command install · Source | |
| 3341 | 83.8055 | n8n-mcp-2mcp · back-end | A Model Context Protocol server that provides AI assistants with comprehensive access to n8n node documentation, properties, and operations, enabling… | 34 stars · 11 forks | No one-command install · Source | |
| 3341 | 83.8055 | luotocompany-local-code-searchmcp · search | Locally indexes codebases using ChromaDB to enable semantic code search without sending code to external services, featuring real-time updates through… | 34 stars · 11 forks | No one-command install · Source | |
| 3343 | 83.8046 | hdcola-oraclemcp · database | Provides secure, read-only access to Oracle databases through Python's oracledb library, enabling database schema exploration and SQL query execution… | 25 stars · 15 forks | No one-command install · Source | |
| 3344 | 83.8019 | shufersalmcp · browser | Automates Shufersal supermarket shopping by converting recipe links into shopping lists, searching the product catalog with personalized results for… | 19 stars · 16 forks | No one-command install · Source | |
| 3345 | 83.7837 | truss44-crypto-price-coincapmcp · back-end | Integrates with CoinCap's API to provide real-time cryptocurrency data, enabling price tracking, market analysis, and historical trend examination for… | 40 stars · 8 forks | No one-command install · Source | |
| 3345 | 83.7837 | rabbitmq-mcp-server-2mcp · back-end | Enables AI agents to manage RabbitMQ message brokers through admin APIs, supporting multiple brokers, OAuth authentication, and mutative tools. | 40 stars · 8 forks | No one-command install · Source | |
| 3345 | 83.7837 | chadrik-mayamcp · otheralso listed as maya-mcp-server | Connects to multiple Autodesk Maya sessions through automatic discovery and command port bootstrapping, enabling Python code execution, virtual module… | 40 stars · 8 forks | No one-command install · Source | |
| 3345 | 83.7837 | askdba-mysqlmcp · database | Read-only MySQL database server with vector search and multi-instance support | 40 stars · 8 forks | No one-command install · Source | |
| 3345 | 83.7837 | elgentos-magento2-devmcp · database | Integrates with Magento 2 through n98-magerun2 to provide cache management, module operations, configuration control, database querying, and… | 40 stars · 8 forks | No one-command install · Source | |
| 3345 | 83.7837 | sionic-ai-serverless-ragmcp · back-end | Serverless RAG implementation using FastAPI that provides flexible file upload, processing, and tool integration capabilities with a modular server… | 40 stars · 8 forks | No one-command install · Source | |
| 3352 | 83.7679 | kaiten-mcp-servermcp · back-end | MCP server for integrating Kaiten API with Claude Desktop, enabling management of cards, comments, spaces, and boards with advanced features like… | 31 stars · 14 forks | No one-command install · Source | |
| 3353 | 83.7462 | hekmon8-jenkinsmcp · devops | Integrates with Jenkins CI/CD pipelines to enable automated job management, build monitoring, and artifact handling for streamlined software delivery… | 15 stars · 17 forks | No one-command install · Source | |
| 3353 | 83.7462 | yourtechtribe-odoo-accountingmcp · payments | Connects Odoo ERP systems with accounting data, enabling financial analysts to query vendor bills, customer invoices, payments, and reconciliations… | 15 stars · 17 forks | No one-command install · Source | |
| 3355 | 83.7440 | mcp-server-lightermcp · ai-agents | Exposes Lighter DEX data (volume, points, rank, liquidity, airdrop eligibility) as MCP tools, letting LLM agents query wallet farming stats in natural… | 43 stars · 7 forks | No one-command install · Source | |
| 3356 | 83.7308 | co-reading-kitmcp · other | A low-token human-AI co-reading MCP tool that imports local EPUB/TXT/Markdown books into chunks, enabling AI to read only relevant fragments and write… | 63 stars · 4 forks | No one-command install · Source | |
| 3356 | 83.7308 | cc-web-mcpmcp · back-end | Provides web search and page fetching tools for third-party models (e.g., DeepSeek, Qwen, Kimi) in Claude Code, with configurable search backends… | 63 stars · 4 forks | No one-command install · Source | |
| 3356 | 83.7308 | makabakaxy-mcp2climcp · ai-agents | Converts MCP servers into CLI tools and AI agent skills with 97% token reduction. | 63 stars · 4 forks | No one-command install · Source | |
| 3359 | 83.7268 | boweylou-obsidian-enhancedmcp · back-end | Integrates with Obsidian vaults through the Local REST API plugin to provide file operations, search, frontmatter management, Dataview queries, block… | 35 stars · 10 forks | No one-command install · Source | |
| 3359 | 83.7268 | augmented-nature-alphafoldmcp · database | Integrates with DeepMind's AlphaFold Protein Structure Database to retrieve protein structures, analyze confidence scores, and export data for… | 35 stars · 10 forks | No one-command install · Source | |
| 3359 | 83.7268 | xuanwo-opendalmcp · back-end | Integrates with OpenDAL to provide unified access to diverse storage backends, enabling LLMs to read from and write to various storage systems for… | 35 stars · 10 forks | No one-command install · Source | |
| 3362 | 83.7217 | spranab-sagamcp · database | SQLite-based project management with hierarchical projects, epics, tasks, subtasks, activity logging, and dashboard analytics. | 37 stars · 9 forks | No one-command install · Source | |
| 3362 | 83.7217 | 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 · 9 forks | No one-command install · Source | |
| 3362 | 83.7217 | agent360dk-browsermcp · browser | Real Chrome browser control with CAPTCHA solving and multi-session support. | 37 stars · 9 forks | No one-command install · Source | |
| 3362 | 83.7217 | overpod-mcp-telegrammcp · commsalso listed as overpod-telegram | Telegram MCP server via MTProto/GramJS — 20 tools for reading chats, searching messages, downloading media, managing contacts. QR code login, npx… | 37 stars · 9 forks | No one-command install · Source | |
| 3362 | 83.7217 | pinkpixel-mindbridgemcp · ai-agents | Bridges multiple LLM providers including OpenAI, Anthropic, Google, DeepSeek, OpenRouter, and Ollama through a unified interface, enabling comparison… | 37 stars · 9 forks | No one-command install · Source | |
| 3362 | 83.7217 | saintdoresh-yfinance-tradermcp · search | Provides real-time stock market data and trading capabilities through yfinance, offering tools for retrieving quotes, company overviews, historical… | 37 stars · 9 forks | No one-command install · Source | |
| 3362 | 83.7217 | geropl-gitmcp · github-vcs | Integrates with Git repositories to enable version control operations and automation, supporting both shell-based commands and the go-git library for… | 37 stars · 9 forks | No one-command install · Source | |
| 3371 | 83.7184 | mql5-help-mcpmcp · search | Provides AI coding assistants with local access to 4500+ MQL5 documentation files and supplementary ebooks via MCP, enabling efficient search… | 24 stars · 15 forks | No one-command install · Source | |
| 3372 | 83.7151 | jiegec-waveformmcp · other | Analyzes VCD and FST waveform files from digital circuit simulations for hardware verification | 47 stars · 6 forks | No one-command install · Source | |
| 3372 | 83.7151 | agentskill-mcpmcp · ai-agents | A universal MCP server that enables any MCP-compatible agent to use Anthropic's Claude Agent Skills with progressive disclosure, reducing context… | 47 stars · 6 forks | No one-command install · Source | |
| 3372 | 83.7151 | prisma-mcpmcp · databasealso listed as prisma-mcp-server | Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries). | 47 stars · 6 forks | No one-command install · Source | |
| 3372 | 83.7151 | rag-memorymcp · search | Provides a knowledge graph-enhanced retrieval system that combines vector search with graph-based relationships for persistent memory and contextual… | 47 stars · 6 forks | No one-command install · Source | |
| 3372 | 83.7151 | sunsetcoder-flightradar24mcp · other | Integrates Flightradar24 data to provide real-time flight tracking capabilities. | 47 stars · 6 forks | No one-command install · Source | |
| 3378 | 83.6741 | ae-mcpmcp · back-end | Enables MCP clients to drive Adobe After Effects via a Python server and CEP panel, supporting inspection, mutation, preview, checkpoint/revert… | 52 stars · 5 forks | No one-command install · Source | |
| 3378 | 83.6741 | overleaf-mcp-servermcp · back-end | Enables MCP clients to manage Overleaf projects via Git sync, including listing, reading, writing, and syncing files. | 52 stars · 5 forks | No one-command install · Source | |
| 3378 | 83.6741 | deepsrt-youtube-summarizermcp · search | Integrates with DeepSRT's API to generate multi-language video summaries in narrative or bullet-point formats, leveraging content caching and CDN edge… | 52 stars · 5 forks | No one-command install · Source | |
| 3378 | 83.6741 | vanto-beanquerymcp · other | Enables querying and analyzing Beancount ledger files using Beancount Query Language (BQL) for personal finance tracking, expense analysis, and… | 52 stars · 5 forks | No one-command install · Source | |
| 3382 | 83.6690 | oh-my-cassettemcp · comms | Chat raw clips into a finished cut. Ingest local media, then drive a persistent multi-turn editing thread on the Cassette agent. | 132 stars · 2 forks | No one-command install · Source | |
| 3383 | 83.6313 | dweekly-quicken-macmcp · other | Read-only access to Quicken for Mac financial data including transactions, spending, and portfolios. | 39 stars · 8 forks | No one-command install · Source | |
| 3383 | 83.6313 | blender-mcpmcp · front-end | Enables AI-powered control of Blender through natural language, allowing users to create, manipulate, and automate 3D scenes, objects, materials… | 39 stars · 8 forks | No one-command install · Source | |
| 3383 | 83.6313 | tdmcpmcp · back-end | tdmcp is an open-source (MIT) Model Context Protocol server for TouchDesigner. You describe a visual in plain language and your AI assistant builds… | 39 stars · 8 forks | No one-command install · Source | |
| 3383 | 83.6313 | arrismo-kaggle-mcpmcp · other | Connects to Kaggle, ability to download and analyze datasets. | 39 stars · 8 forks | No one-command install · Source | |
| 3383 | 83.6313 | vezlo-src-to-kbmcp · ai-agents | Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for… | 39 stars · 8 forks | No one-command install · Source | |
| 3383 | 83.6313 | stass-exif-metadatamcp · other | Extracts and analyzes image metadata offline from JPEG, PNG, TIFF, and HEIC formats, providing tools for reading EXIF, GPS, XMP, and other data… | 39 stars · 8 forks | No one-command install · Source | |
| 3389 | 83.6259 | perseusmcp · ai-agentsalso listed as tcconnally-perseus | MCP server with 24 tools for live workspace state resolution. Pre-resolves git status, service health, file queries, memory federation, and… | 42 stars · 7 forks | No one-command install · Source | |
| 3389 | 83.6259 | proximomcp · back-end | Enables management of Proxmox VE infrastructure via its REST API and execution of commands inside LXC containers via SSH, with built-in trust layers… | 42 stars · 7 forks | No one-command install · Source | |
| 3389 | 83.6259 | oevortex-ddg-searchmcp · search | Provides web search capabilities through DuckDuckGo, enabling content retrieval, URL processing, and metadata extraction with customizable filtering… | 42 stars · 7 forks | No one-command install · Source | |
| 3389 | 83.6259 | cocoindex-code-mcp-servermcp · search | A Model Context Protocol (MCP) server that provides a RAG (Retrieval Augmented Generation) tool with hybrid search capabilities combining vector… | 42 stars · 7 forks | No one-command install · Source | |
| 3389 | 83.6259 | soufianetahiri-dnspymcp · search | Enables .NET reverse engineering workflows through the dnSpy and ILSpy ecosystem with type listing, method decompilation, IL inspection, string… | 42 stars · 7 forks | No one-command install · Source | |
| 3389 | 83.6259 | themesberg-flowbitemcp · front-end | Access to 60+ Tailwind CSS UI components and AI-powered theme generation | 42 stars · 7 forks | No one-command install · Source | |
| 3389 | 83.6259 | mingolladaniele-todoist-taskmastermcp · other | Integrates with Todoist task management to retrieve, filter, and display tasks using flexible query options without switching contexts. | 42 stars · 7 forks | No one-command install · Source | |
| 3389 | 83.6259 | nahmanmate-code-researchmcp · search | Integrates with programming resources like Stack Overflow, MDN, GitHub, npm, and PyPI to enable efficient code lookup, documentation retrieval, and… | 42 stars · 7 forks | No one-command install · Source | |
| 3398 | 83.6189 | john-zhang-xero-accountingmcp · back-end | Integrates with Xero Accounting Software to access financial data including accounts, transactions, contacts, invoices, and more through authenticated… | 23 stars · 15 forks | No one-command install · Source | |
| 3398 | 83.6189 | paiml-ruchymcp · other | Code analysis, scoring, linting, formatting, and transpilation tools for the Ruchy programming language | 62 stars · 4 forks | No one-command install · Source | |
| 3398 | 83.6189 | adeosec-shodanmcp · other | Integrates with Shodan's network intelligence capabilities to provide cybersecurity analysts with tools for host information lookup, vulnerability… | 23 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.