Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4201 | 80.4754 | mifosx-self-service-mcpmcp · back-endalso listed as openmf-mcp-mifosx-self-service | Enables AI-driven banking workflows through secure interaction with Apache Fineract/MifosX Self-Service APIs, including authentication, account… | 9 stars · 14 forks | No one-command install · Source | |
| 4203 | 80.4375 | windymelt-json-rpcmcp · back-end | Type-safe JSON-RPC 2.0 server implementation in Scala 3 that enables structured communication between assistants and backend services with… | 37 stars · 4 forks | No one-command install · Source | |
| 4203 | 80.4375 | cloud-music-mcp-servermcp · back-end | Enables AI agents to control NetEase Cloud Music playback, login, search, and get personalized recommendations through official APIs. | 37 stars · 4 forks | No one-command install · Source | |
| 4203 | 80.4375 | shortlist-jobsmcp · search | Automates job searching, application form filling, and submission across major applicant tracking systems. | 37 stars · 4 forks | No one-command install · Source | |
| 4203 | 80.4375 | youtube-transcript-mcpmcp · ai-agents | The first remote MCP server that enables Claude AI to extract transcripts from YouTube videos with zero-setup access on any platform, including… | 37 stars · 4 forks | No one-command install · Source | |
| 4203 | 80.4375 | li-vien-feishumcp · other | Integrates with Feishu (Lark) to retrieve document content from collaborative workspaces, enabling direct access to stored information without manual… | 37 stars · 4 forks | No one-command install · Source | |
| 4203 | 80.4375 | devizor-macos-notificationmcp · comms | Enables macOS system notifications, banner alerts, and text-to-speech capabilities with customizable parameters like voice selection and speech rate. | 37 stars · 4 forks | No one-command install · Source | |
| 4209 | 80.4340 | chimera-protocol-csl-coremcp · ai-agents | Deterministic AI safety policy engine with Z3 formal verification. Write, verify, and enforce machine-verifiable constraints for AI agents via MCP. | 16 stars · 12 forks | No one-command install · Source | |
| 4209 | 80.4340 | wixmcp · payments | Enables website creation and management with Wix business solutions including eCommerce, booking systems, payment processing, and CRM functionality… | 16 stars · 12 forks | No one-command install · Source | |
| 4209 | 80.4340 | koundinya-zendeskmcp · search | Integrates with Zendesk to enable ticket retrieval, creation, updating, and searching directly from conversation interfaces for streamlined customer… | 16 stars · 12 forks | No one-command install · Source | |
| 4209 | 80.4340 | restaurant-booking-google-mapsmcp · back-end | Integrates Google Maps Places API with intelligent recommendation algorithms to provide restaurant discovery, booking assistance, and contextually… | 16 stars · 12 forks | No one-command install · Source | |
| 4209 | 80.4340 | shoofio-brave-search-ssemcp · search | Integrates with Brave Search to provide web and local search capabilities with automatic fallback, rate limiting, and SSE transport support for… | 16 stars · 12 forks | No one-command install · Source | |
| 4209 | 80.4340 | kukapay-defi-yields-mcpmcp · ai-agents | An MCP server for AI agents to explore DeFi yield opportunities. | 16 stars · 12 forks | No one-command install · Source | |
| 4215 | 80.4180 | vangard-daz-mcpmcp · ai-agents | MCP server that enables Claude to control DAZ Studio for scene manipulation, morph discovery, animation, and rendering. | 25 stars · 8 forks | No one-command install · Source | |
| 4215 | 80.4180 | twolven-stockflowmcp · back-end | Integrates with the Yahoo Finance API to provide real-time stock market data and analysis tools for financial research and trading strategies. | 25 stars · 8 forks | No one-command install · Source | |
| 4215 | 80.4180 | jupyter-server-mcpmcp · back-end | A configurable MCP server extension for Jupyter Server that enables dynamic registration of Python functions as tools accessible to MCP clients from a… | 25 stars · 8 forks | No one-command install · Source | |
| 4215 | 80.4180 | jobgptmcp · search | Search jobs, auto-apply to positions, generate tailored resumes, and track applications through the 6figr JobGPT platform. | 25 stars · 8 forks | No one-command install · Source | |
| 4215 | 80.4180 | theobrigitte-timemcp · search | Provides time and date manipulation capabilities including current time retrieval, timezone conversion, duration arithmetic, natural language relative… | 25 stars · 8 forks | No one-command install · Source | |
| 4215 | 80.4180 | rayyan9477-linkedin-job-assistantmcp · search | Integrates with LinkedIn to automate job searching, profile viewing, resume generation, and job applications with tailored resume and cover letter… | 25 stars · 8 forks | No one-command install · Source | |
| 4221 | 80.4175 | roku-dev-studio-mcp-servermcp · observability | All-in-one developer tool and MCP Server for Roku development, featuring ECP device control, automated channel sideloading, BrightScript debugging… | 32 stars · 5 forks | No one-command install · Source | |
| 4221 | 80.4175 | cartographermcp · github-vcs | MCP governance server that lets AI agents build and maintain a persistent, versioned wiki of interlinked Markdown files through validated tools… | 32 stars · 5 forks | No one-command install · Source | |
| 4221 | 80.4175 | fannon-u-he-preset-randomizermcp · otheralso listed as u-he-preset-randomizer-mcp | Generate and randomize u-he synthesizer presets through AI-assisted workflows | 32 stars · 5 forks | No one-command install · Source | |
| 4221 | 80.4175 | tiagodanin-android-debug-bridgemcp · front-end | Integrates with Android devices through ADB commands to enable app management, UI interaction, screenshot capture, and automated testing workflows. | 32 stars · 5 forks | No one-command install · Source | |
| 4221 | 80.4175 | librarianmcp · search | Provides AI agents with persistent knowledge storage, enabling them to store, search, and retrieve text, documents, and files using semantic and… | 32 stars · 5 forks | No one-command install · Source | |
| 4221 | 80.4175 | nanobanana-mcpmcp · ai-agents | MCP server that brings Gemini's image generation and editing capabilities to Claude Desktop, Claude Code, and Cursor. Supports Nano Banana 2 (Flash)… | 32 stars · 5 forks | No one-command install · Source | |
| 4221 | 80.4175 | playwright-recordermcp · browser | Playwright MCP enables browser automation and interaction recording by capturing DOM interactions, screenshots, and page navigation events to generate… | 32 stars · 5 forks | No one-command install · Source | |
| 4221 | 80.4175 | aspenplus-mcp-servermcp · back-end | Enables AI assistants to interact with Aspen Plus process simulations through a standardized MCP interface, supporting simulation control, data… | 32 stars · 5 forks | No one-command install · Source | |
| 4221 | 80.4175 | mb-dev-macos-ui-automationmcp · front-end | Enables desktop automation on macOS through native accessibility APIs for clicking UI elements, typing text, taking screenshots, and navigating… | 32 stars · 5 forks | No one-command install · Source | |
| 4221 | 80.4175 | format37-youtube-mcpmcp · ai-agents | MCP server that transcribes YouTube videos to text. Uses yt-dlp to download audio and OpenAI's Whisper-1 for more precise transcription than youtube… | 32 stars · 5 forks | No one-command install · Source | |
| 4221 | 80.4175 | mcp-server-jupytermcp · back-end | Enables programmatic interaction with Jupyter notebooks, allowing reading, editing, and executing cells via Claude. | 32 stars · 5 forks | No one-command install · Source | |
| 4233 | 80.4070 | mikusnuz-app-publishmcp · other | Manage iOS and Android app publishing across App Store Connect and Google Play Console. | 29 stars · 6 forks | No one-command install · Source | |
| 4233 | 80.4070 | promptpartner-bexiomcp · payments | Manage Bexio business software resources including contacts, projects, invoices, and time tracking. | 29 stars · 6 forks | No one-command install · Source | |
| 4233 | 80.4070 | mcp-telegrammcp · comms | A Telegram MCP server that connects agents to a real Telegram user account via MTProto, enabling reading, searching, sending, moderating, and managing… | 29 stars · 6 forks | No one-command install · Source | |
| 4233 | 80.4070 | tumf-grafana-loki-mcpmcp · back-end | An MCP server that allows querying Loki logs through the Grafana API. | 29 stars · 6 forks | No one-command install · Source | |
| 4233 | 80.4070 | carrot-ai-pmmcp · other | Spec-driven development tool for AI coding assistants that generates specs, validates code compliance, and provides actionable feedback. | 29 stars · 6 forks | No one-command install · Source | |
| 4233 | 80.4070 | nchan-mcp-transportmcp · ai-agents | A high-performance WebSocket/SSE transport layer and gateway for Anthropic's MCP, enabling real-time, scalable AI integrations with LLM agents like… | 29 stars · 6 forks | No one-command install · Source | |
| 4233 | 80.4070 | spences10-jinaai-readermcp · other | Extracts and processes web content for efficient parsing and analysis of online information | 29 stars · 6 forks | No one-command install · Source | |
| 4240 | 80.3632 | omniclip-rag-mcp-servermcp · search | Read-only local-first MCP server enabling AI assistants to semantically search private Markdown, PDF, and Tika-backed knowledge bases without data… | 45 stars · 3 forks | No one-command install · Source | |
| 4241 | 80.3365 | laf-rge-quickbooksmcp · back-endalso listed as quickbooks-mcp | Integrates with QuickBooks Online API to query customers, invoices, accounts, transactions, and generate financial reports through natural language. | 11 stars · 13 forks | No one-command install · Source | |
| 4243 | 80.2698 | portviewmcp · other | See what's on your ports, then act on it. Diagnostic-first port viewer for Linux, MacOS and Windows. | 60 stars · 2 forks | No one-command install · Source | |
| 4244 | 80.2692 | drqedwards-pmll-memorymcp · ai-agents | Persistent key-value context memory with Q-promise deduplication for AI agent tasks. | 15 stars · 12 forks | No one-command install · Source | |
| 4244 | 80.2692 | ibm-content-services-filenetmcp · back-end | Integrates with IBM Content Services (FileNet) through GraphQL APIs to provide enterprise document operations, folder management, metadata-driven… | 15 stars · 12 forks | No one-command install · Source | |
| 4244 | 80.2692 | miro-mcp-servermcp · back-end | Enables AI agents to programmatically interact with a Miro board through the Miro API, supporting operations like creating items, updating positions… | 15 stars · 12 forks | No one-command install · Source | |
| 4244 | 80.2692 | isaacwasserman-cubemcp · back-end | Interfaces with Cube.dev's REST API to enable querying and describing data from Cube deployments, simplifying access to complex data structures for… | 15 stars · 12 forks | No one-command install · Source | |
| 4248 | 80.2518 | loreto-mcpmcp · ai-agents | Turn any YouTube video, article, PDF, or image into a reusable Claude Code skill — without leaving your editor. | 36 stars · 4 forks | No one-command install · Source | |
| 4248 | 80.2518 | pptmcpmcp · front-endalso listed as trsdn-powerpoint | Enables AI assistants to automate Microsoft PowerPoint through natural language, supporting slide creation, text formatting, charts, animations, and… | 36 stars · 4 forks | No one-command install · Source | |
| 4248 | 80.2518 | geniuzmcp · back-end | Geniuz stores everything in a local database locally on Mac, Windows, Linux, Raspberry Pi. No cloud. No account. No API keys. Nothing leaves your… | 36 stars · 4 forks | No one-command install · Source | |
| 4248 | 80.2518 | thatsrajan-vidlensmcp · database | YouTube as a queryable database for AI agents — search, transcripts, metadata, and visual descriptions. | 36 stars · 4 forks | No one-command install · Source | |
| 4248 | 80.2518 | mybolide-probe-kitmcp · other | Development toolkit providing 23 specialized tools for software development workflows including code generation, project management, code quality… | 36 stars · 4 forks | No one-command install · Source | |
| 4248 | 80.2518 | eternnoir-google-ai-studiomcp · back-end | Integrates with Google AI Studio/Gemini API to process multimodal content including images, videos, audio, PDFs, and text files for content… | 36 stars · 4 forks | No one-command install · Source | |
| 4248 | 80.2518 | ruibaby-1panelmcp · back-end | Automates website deployment to 1Panel servers by creating static sites, uploading build files, and providing deployment statistics through a Node.js… | 36 stars · 4 forks | No one-command install · Source | |
| 4248 | 80.2518 | 9ninety-notesmcp · ai-agents | Integrates note-taking capabilities with AI models using TypeScript and DynamoDB for persistent memory and context management in applications. | 36 stars · 4 forks | No one-command install · Source | |
| 4257 | 80.2394 | datadogmcp · observability | Connects AI agents to Datadog's unified observability platform for querying logs, metrics, traces, dashboards, monitors, incidents, and more in real… | 44 stars · 3 forks | No one-command install · Source | |
| 4258 | 80.2139 | gh-igorganapolsky-memory-gatewaymcp · ai-agentsalso listed as igorganapolsky-thumbgate | Local-first context engineering layer for AI agents with feedback capture and failure pattern blocking. | 26 stars · 7 forks | No one-command install · Source | |
| 4258 | 80.2139 | hailmcp · back-end | Phone, SMS & email for AI agents. One remote MCP server (Streamable HTTP, OAuth or API-key auth, no local install) exposing call, sms, email, and… | 26 stars · 7 forks | No one-command install · Source | |
| 4258 | 80.2139 | blazemeter-mcp-servermcp · back-end | Enables AI agents to manage performance testing workflows on BlazeMeter's cloud platform through natural language interactions. | 26 stars · 7 forks | No one-command install · Source | |
| 4258 | 80.2139 | korean-bill-debate-mcpmcp · github-vcs | Enables exploration of Korean National Assembly data by connecting bills, committee reviews, and official records. Allows users to ask natural… | 26 stars · 7 forks | No one-command install · Source | |
| 4258 | 80.2139 | timeweb-cloudmcp · devopsalso listed as timeweb-mcp-server | Manage Timeweb Cloud infrastructure with tools for deploying apps, creating databases, and managing VCS providers. | 26 stars · 7 forks | No one-command install · Source | |
| 4258 | 80.2139 | homelycarlos-nexusremcp · other | AI bridge for reverse engineering tools including IDA Pro, Ghidra, x64dbg, Cheat Engine, and Frida. | 26 stars · 7 forks | No one-command install · Source | |
| 4258 | 80.2139 | intruder-io-intruder-mcpmcp · back-end | MCP server to access [Intruder](https://www.intruder.io/), helping you identify, understand, and fix security vulnerabilities in your infrastructure. | 26 stars · 7 forks | No one-command install · Source | |
| 4258 | 80.2139 | augmented-nature-pdbmcp · search | Integrates with the Protein Data Bank (PDB) to provide search, retrieval, and analysis capabilities for protein structures, coordinates, quality… | 26 stars · 7 forks | No one-command install · Source | |
| 4258 | 80.2139 | olalonde-mcp-humanmcp · devops | When your LLM needs human assistance (through AWS Mechanical Turk) | 26 stars · 7 forks | No one-command install · Source | |
| 4258 | 80.2139 | qainsights-k6-load-testingmcp · other | Enables natural language-driven k6 load testing with configurable parameters for duration and virtual user count, bridging conversational interfaces… | 26 stars · 7 forks | No one-command install · Source | |
| 4270 | 80.1946 | sqrymcp · search | AST-based semantic code search with 33 tools across 35 programming languages, supporting call tracing, impact analysis, and graph queries. | 31 stars · 5 forks | No one-command install · Source | |
| 4270 | 80.1946 | debridgemcp · other | Execute cross-chain and same-chain token swaps, fee estimation, and trade execution across major blockchain networks. | 31 stars · 5 forks | No one-command install · Source | |
| 4270 | 80.1946 | gh-nirholas-github-to-mcpmcp · github-vcs | Convert any GitHub repository into an MCP server with automatic tool generation. | 31 stars · 5 forks | No one-command install · Source | |
| 4270 | 80.1946 | gh-vikrantsingh01-adaptive-cardsmcp · other | Generates valid, accessible Adaptive Cards for Teams, Outlook, and Copilot. | 31 stars · 5 forks | No one-command install · Source | |
| 4270 | 80.1946 | a2a-servermcp · back-end | A2A server implementation | 31 stars · 5 forks | No one-command install · Source | |
| 4275 | 80.1933 | jhomen368-overseerrmcp · search | Integrates with Overseerr media management instances to enable automated media search, request submission with quality profiles, and request approval… | 21 stars · 11 forks | No one-command install · Source | |
| 4275 | 80.1933 | jamesanz-memory-mcpmcp · ai-agents | An MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and clearing… | 21 stars · 11 forks | No one-command install · Source | |
| 4275 | 80.1933 | hyperliquid-mcpmcp · search | Enables AI assistants to securely trade on Hyperliquid perpetual exchange, including order placement, position management, market data retrieval, and… | 21 stars · 11 forks | No one-command install · Source | |
| 4275 | 80.1933 | trilogy-aws-ec2-pricingmcp · devops | Provides real-time AWS EC2 instance pricing data with powerful filtering capabilities for cost optimization and infrastructure planning | 21 stars · 11 forks | No one-command install · Source | |
| 4279 | 80.1708 | kastellmcp · back-end | Provision, secure, audit, and manage self-hosted servers across Hetzner, DigitalOcean, Vultr, and Linode from a single CLI. | 59 stars · 2 forks | No one-command install · Source | |
| 4280 | 80.1254 | qizhan7-wdamcp · ai-agents | MCP server for remote iPhone control via Apple WebDriverAgent with 22 tools and optional Tailscale network support. | 28 stars · 6 forks | No one-command install · Source | |
| 4280 | 80.1254 | tealflowmcpmcp · ai-agents | Enables LLMs to discover, understand, and generate Teal R Shiny applications for clinical trial data analysis. | 28 stars · 6 forks | No one-command install · Source | |
| 4280 | 80.1254 | mineru98-mysqlmcp · database | Connects to MySQL databases to enable querying, analyzing, and manipulating data directly within conversation interfaces through a containerized… | 28 stars · 6 forks | No one-command install · Source | |
| 4280 | 80.1254 | roovet-custom-behavioral-modesmcp · other | Enables custom behavioral mode management for defining, loading, and applying tailored AI behaviors through configuration files in Roo Code | 28 stars · 6 forks | No one-command install · Source | |
| 4284 | 80.0978 | antonorlov-postgresmcp · database | Provides a bridge to PostgreSQL databases for executing SQL queries, managing tables, and inspecting schemas with support for prepared statements and… | 23 stars · 9 forks | No one-command install · Source | |
| 4284 | 80.0978 | adawalli-nexusmcp · search | AI-powered web search server using Perplexity Sonar models with source citations. Zero-install setup via NPX. | 23 stars · 9 forks | No one-command install · Source | |
| 4284 | 80.0978 | alhwyn-canliimcp · searchalso listed as canlii-mcp | Integrates with CanLII's Canadian legal database to provide search and retrieval capabilities for court decisions, legislation, case metadata, and… | 23 stars · 9 forks | No one-command install · Source | |
| 4284 | 80.0978 | agree-able-roommcp · ai-agents | Enables creation and interaction with virtual rooms in a peer-to-peer space, facilitating multi-agent collaboration and communication in decentralized… | 23 stars · 9 forks | No one-command install · Source | |
| 4284 | 80.0978 | severity1-terraform-cloudmcp · devops | Integrates with Terraform Cloud API to enable natural language management of infrastructure through workspace and run operations including creation… | 23 stars · 9 forks | No one-command install · Source | |
| 4284 | 80.0978 | jguimera-security-copilotmcp · auth | Integrates Microsoft Security Copilot with Microsoft Sentinel for running KQL queries, managing skillsets, and executing prompts using Azure Identity… | 23 stars · 9 forks | No one-command install · Source | |
| 4284 | 80.0978 | awesimon-elasticsearchmcp · search | Enables natural language interaction with Elasticsearch databases for search functionality and index management without requiring complex query syntax… | 23 stars · 9 forks | No one-command install · Source | |
| 4284 | 80.0978 | datastrato-gravitinomcp · other | Integrates with Apache Gravitino to provide direct access to metadata services for exploring, tagging, and managing catalogs, schemas, tables, and… | 23 stars · 9 forks | No one-command install · Source | |
| 4284 | 80.0978 | dylangroos-patchright-stealth-browsermcp · back-end | Provides stealth browser automation capabilities through a containerized server that avoids anti-bot detection systems while offering essential tools… | 23 stars · 9 forks | No one-command install · Source | |
| 4284 | 80.0978 | zhangzhongnan928-personal-assistantmcp · back-end | Integrates with external services like Google APIs, Home Assistant, and DuckDuckGo to provide a modular framework for calendar management, task… | 23 stars · 9 forks | No one-command install · Source | |
| 4284 | 80.0978 | michalnaka-substackmcp · other | Enables downloading and parsing of Substack posts, facilitating content analysis and research workflows. | 23 stars · 9 forks | No one-command install · Source | |
| 4296 | 80.0688 | takashito-linodemcp · devops | Integrates with Linode's cloud infrastructure API to manage compute instances, volumes, networking, domains, databases, Kubernetes clusters, and… | 20 stars · 11 forks | No one-command install · Source | |
| 4296 | 80.0688 | bsahane-proxmoxmcp · back-end | Integrates with Proxmox VE API to provide complete virtualization management including VM and container lifecycle operations, cloud-init… | 20 stars · 11 forks | No one-command install · Source | |
| 4296 | 80.0688 | e-stat-mcp-servermcp · back-end | MCP server for accessing Japanese government statistics portal 'e-Stat' API, enabling language models to search and retrieve statistical data. | 20 stars · 11 forks | No one-command install · Source | |
| 4296 | 80.0688 | allenday-solr-vector-searchmcp · database | Bridges Apache Solr search indexes with vector embeddings for hybrid keyword and semantic document retrieval, enabling contextual searches against… | 20 stars · 11 forks | No one-command install · Source | |
| 4300 | 80.0665 | slidespeakmcp · back-end | Generate presentations using the SlideSpeak API. | 14 stars · 12 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.