Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2501 | 22.557 | agent-scraper-mcpmcp · payments | Service name: Scrape Agent Service base URL: https://scrapeagent.xyz Website URL: https://scrapeagent.xyz Email: your email Category: Data… | 1 star | No one-command install · Source | |
| 2502 | 22.557 | equivault-equivault-mcpmcp · observability | Official [EquiVault](https://equivault.ai) MCP — AI-powered equity research for Claude. 38 tools covering company fundamentals, financial statements… | 1 star | armory install equivault-equivault-mcp --cli claude | |
| 2503 | 22.557 | blacksmith-usage-mcpmcp · ai-agents | A local MCP server that exposes Blacksmith.sh's usage and cost data, enabling queries for CI spend through agents, alerts, or dashboards. | 1 star | No one-command install · Source | |
| 2504 | 22.557 | lvoytek-ubuntumcp · github-vcs | Query and manage Ubuntu ecosystem data including bugs, packages, versions, and merge requests via Launchpad, GitHub, and Snapcraft. | 1 star | No one-command install · Source | |
| 2505 | 22.557 | windows-gui-mcpmcp · front-end | Enables AI coding agents to automate Windows desktop applications through semantic UI Automation instead of brittle coordinate clicks, with tools for… | 1 star | No one-command install · Source | |
| 2506 | 22.557 | gbmcpmcp · back-end | A Python stdio MCP server for querying standards metadata and downloading public standard documents from supported sources. | 1 star | No one-command install · Source | |
| 2507 | 22.557 | cmr-client-healthmcp · other | Enables client success teams to get instant, natural-language health reads on client accounts with tools for overall health, low-performing courses… | 1 star | No one-command install · Source | |
| 2508 | 22.557 | flexberry-markitdown-mcpmcp · back-end | MCP server for converting various file formats (PDF, DOCX, images, audio, etc.) to Markdown using Microsoft MarkItDown, with support for large files… | 1 star | No one-command install · Source | |
| 2509 | 22.557 | video-capture-mcpmcp · ai-agents | MCP server for screen recording on macOS, iOS Simulator, and Android, with key-frame extraction via ffmpeg, enabling AI agents to capture UI motion… | 1 star | No one-command install · Source | |
| 2510 | 22.557 | toreadormcp · payments | Generate crypto QR codes for BTC, ETH, SOL, USDC, USDT, and EURC and manage payment sessions. | 1 star | No one-command install · Source | |
| 2511 | 22.557 | regulated-ai-compliancemcp · other | EU AI Act · APRA · NIST AI RMF · ISO 42001 · AU AI Safety — grounded compliance citations for any MCP client. | 1 star | No one-command install · Source | |
| 2512 | 22.557 | grantiq-mcpmcp · ai-agents | A paid MCP server that gives AI agents instant, structured access to every open US federal grant and contract opportunity. | 1 star | No one-command install · Source | |
| 2513 | 22.557 | bch1212-grantiqmcp · ai-agents | MCP server providing AI agents structured access to US federal grant and contract opportunities from Grants.gov and SAM.gov. | 1 star | No one-command install · Source | |
| 2514 | 22.557 | influship-mcpmcp · search | Enables AI-native creator discovery for influencer marketing, including creator search, lookalikes, profile lookup, and Instagram post transcript… | 1 star | No one-command install · Source | |
| 2515 | 22.557 | scholar-memorymcp · ai-agents | Enables scientific literature research through multi-agent search, analysis, and semantic memory, exposing 9 MCP tools for querying, storing, and… | 1 star | No one-command install · Source | |
| 2516 | 22.557 | julienavezou-reflection-skillsmcp · front-end | Provides curated reflection skills and frameworks specifically designed for software engineers, offering structured cards covering communication… | 1 star | No one-command install · Source | |
| 2517 | 22.557 | flashlightmcp · search | Enables whole-codebase code search using natural language queries by leveraging DeepSeek's 1M context window. Automatically shards large projects and… | 1 star | No one-command install · Source | |
| 2518 | 22.557 | buyme-mcp-vercelmcp · back-end | Remote MCP server for searching Israeli businesses that accept BuyMe gift cards, with tools for filtering businesses by category, region, and price. | 1 star | No one-command install · Source | |
| 2519 | 22.557 | arch7mcp · front-end | Generates Excalidraw architecture diagrams with support for 60+ components including GCP, Kafka, and AI/Agentic shapes. Provides MCP tools for… | 1 star | No one-command install · Source | |
| 2520 | 22.557 | hriteshmaikap-stravamcp · back-end | MCP server for accessing Strava running activity data and generating personalized training plans. | 1 star | No one-command install · Source | |
| 2521 | 22.557 | zimagentmcp · search | Enables offline CRUD and semantic search on Wikipedia ZIM archives via MCP tools for reading, writing, editing, deleting, and searching articles. | 1 star | No one-command install · Source | |
| 2522 | 22.557 | tinkoff-wealth-mcpmcp · comms | Enables personal AI-driven portfolio analysis and management for Tinkoff Investments through natural language chat, providing risk assessment, goal… | 1 star | No one-command install · Source | |
| 2523 | 22.557 | repomemorymcp · ai-agents | A project intelligence platform for AI coding agents that scans, audits, generates, and monitors context files (CLAUDE.md, AGENTS.md, etc.) with drift… | 1 star | No one-command install · Source | |
| 2524 | 22.557 | performance-analysis-mcp-servermcp · back-end | Collects page performance metrics using Playwright, CDP, and Lighthouse, and returns a normalized PerformanceReport. | 1 star | No one-command install · Source | |
| 2525 | 22.557 | invovate-mcp-servermcp · back-end | Create invoices from any MCP client via the Invovate API — compute totals and generate PDF, JSON, or UBL invoices in 11 languages. Exposes four tools… | 1 star | No one-command install · Source | |
| 2526 | 22.557 | sentiment-analyzermcp · other | Provides a hello and echo tool for basic interaction. | 1 star | No one-command install · Source | |
| 2527 | 22.557 | fairchem-mcpmcp · ai-agents | An interactive MCP server for FAIRChem and ASE simulations that allows LLM agents to load a model once and steer relaxations, MD, NEB, phonons, and… | 1 star | No one-command install · Source | |
| 2528 | 22.557 | crypto-options-desk-mcpmcp · ai-agents | An MCP server that gives an LLM agent a typed, audited tool surface over quant crypto-options desk analytics: gamma exposure, vanna, skew, vol… | 1 star | No one-command install · Source | |
| 2529 | 22.557 | miller-joe-comfyuimcp · other | Controls a local ComfyUI instance for text-to-image generation, variations, refinement, and upscaling. | 1 star | No one-command install · Source | |
| 2530 | 22.557 | miller-joe-youtubemcp · observability | Manages YouTube creator operations including uploads, metadata, analytics, and AI thumbnail generation. | 1 star | No one-command install · Source | |
| 2531 | 22.557 | spendlogmcp · database | Cost and expense tracking for solo entrepreneurs, with local-first SQLite storage, natural language interaction, invoicing, budgets, and multi-project… | 1 star | No one-command install · Source | |
| 2532 | 22.557 | makz81-spendlogmcp · payments | Expense tracking for freelancers with income logging, invoice generation, budget management, and accounting exports. | 1 star | No one-command install · Source | |
| 2533 | 22.557 | claw-eamcp · back-end | A Python MCP server that enables doctors to forward work messages (surgery schedules, meeting notices, files) to an AI assistant for automatic… | 1 star | No one-command install · Source | |
| 2534 | 22.557 | flex-sensor-agent-mcpmcp · ai-agents | An MCP server for COMSOL Multiphysics that enables AI agents to perform flexible pressure sensor simulation, including DXF analysis, contact model… | 1 star | No one-command install · Source | |
| 2535 | 22.557 | congatudo-mcpmcp · ai-agents | Enables AI agents to control a Cecotec Conga robot vacuum via 26 tools for state, cleaning modes, settings, timers, and system info. | 1 star | No one-command install · Source | |
| 2536 | 22.557 | nobleblocks-mcp-servermcp · back-end | Enables searching and exploring 340 million academic papers from 15+ databases with semantic search, citation graphs, and knowledge graph connections… | 1 star | No one-command install · Source | |
| 2537 | 22.557 | freezetext-mcpmcp · ai-agents | MCP server for FreezeText — OCR anything on your Mac screen from Claude, Cursor, or any MCP client. Freeze the screen and extract text via Apple… | 1 star | No one-command install · Source | |
| 2538 | 22.557 | inkra-mcpmcp · ai-agents | MCP bridge for Inkra — drive a native macOS Markdown editor (SwiftUI + AppKit, not Electron) with live KaTeX/Mermaid preview from Claude, Cursor, or… | 1 star | No one-command install · Source | |
| 2539 | 22.557 | pdf-content-search-mcpmcp · search | MCP bridge for PDF Content Search — full-text PDF search with Apple Vision OCR across thousands of documents in under a second from Claude, Cursor, or… | 1 star | No one-command install · Source | |
| 2540 | 22.557 | nemeton-mcpmcp · observability | MCP bridge for Nemeton — control native macOS virtual machines (Apple Virtualization.framework) from Claude Desktop, Claude Code, or any MCP client… | 1 star | No one-command install · Source | |
| 2541 | 22.557 | al-codegen-mcp-servermcp · back-end | Generates AL code for Business Central directly from your IDE, enhancing developer efficiency by providing tools, prompts, and resources for code… | 1 star | No one-command install · Source | |
| 2542 | 22.557 | pingfyr-mcpmcp · comms | The scheduled delivery API for developers. Schedule reminders, notifications, and webhooks with one API call. | 1 star | No one-command install · Source | |
| 2543 | 22.557 | easy8mcp · other | Project management MCP built into Easy8 for listing projects, managing issues, and automating workflow tasks. | 1 star | No one-command install · Source | |
| 2544 | 22.557 | joongna-mcpmcp · back-end | MCP server to search and view details of Joongna (Korean second-hand marketplace) listings, including market price summaries. | 1 star | No one-command install · Source | |
| 2545 | 22.557 | danggn-mcpmcp · search | Enables searching Daangn listings, viewing details, and summarizing market prices via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 2546 | 22.557 | token-of-esteemmcp · ai-agents | Write and mail personalized funny booklets via an AI agent. Allows agents to commission custom 16-page print gifts for users. | 1 star | No one-command install · Source | |
| 2547 | 22.557 | mcp-locatormcp · ai-agents | An MCP server that lets AI agents read and write locale JSON translation files directly from the conversation without loading the whole catalog into… | 1 star | No one-command install · Source | |
| 2548 | 22.557 | pinterest-vision-mcpmcp · ai-agents | MCP server that gives AI agents visual intelligence — search Pinterest, analyze images with LLM vision, build a semantic reference library, and… | 1 star | No one-command install · Source | |
| 2549 | 22.557 | lokyy-mcpmcp · back-end | This MCP server connects your AI to a knowledge base through semantic tools, enforcing strict rules with German-language rejections for violations. It… | 1 star | No one-command install · Source | |
| 2550 | 22.557 | agh-mail-mcp-servermcp · back-end | Enables Claude to read and send emails from your AGH University mailbox via IMAP and SMTP. | 1 star | No one-command install · Source | |
| 2551 | 22.557 | youtube-mcp-2mcp · back-end | Enables YouTube search, video details, channels, playlists, and comments scraping via MCP, no API key required. | 1 star | No one-command install · Source | |
| 2552 | 22.557 | canvas-mcp-2mcp · back-end | Enables AI agents to interact with Canvas LMS via its REST API for reading courses, assignments, grades, announcements, discussions, and performing… | 1 star | No one-command install · Source | |
| 2553 | 22.557 | crawmcpmcp · back-end | Self-hosted MCP server for web crawling that bypasses anti-bot walls and JS challenges, using RabbitMQ, MinIO, and Redis for asynchronous content… | 1 star | No one-command install · Source | |
| 2554 | 22.557 | carlamcpmcp · other | Enables natural language-driven creation and execution of autonomous-vehicle scenarios in the CARLA simulator, with validated primitives and replay… | 1 star | No one-command install · Source | |
| 2555 | 22.557 | sdwan-netops-public-examplemcp · back-end | Enables LLMs to create, onboard, and diagnose Cisco SD-WAN branch edges using MCP tools that interact with a FastAPI automation backend, with… | 1 star | No one-command install · Source | |
| 2556 | 22.557 | confluencemcpmcp · ai-agents | MCP server for searching internal Confluence documentation with features like score-based ranking, noun extraction, and LLM query rewriting. | 1 star | No one-command install · Source | |
| 2557 | 22.557 | tobs-code-cozo-memorymcp · ai-agents | Local-first memory system for AI agents with hybrid search and graph reasoning. | 1 star | No one-command install · Source | |
| 2558 | 22.557 | mcp-azure-toolkitmcp · back-end | An MCP server that exposes core Azure services as read-mostly tools any MCP client can call, including Blob Storage, Key Vault, Service Bus, and… | 1 star | No one-command install · Source | |
| 2559 | 22.557 | mcpskillsmcp · back-end | Pre-install trust scoring & safety scanning for MCP servers, AI skills & npm packages — 15 signals incl. OSV/KEV/EPSS vuln intel and an auto-gate… | 1 star | No one-command install · Source | |
| 2560 | 22.557 | litellm-admin-mcpmcp · ai-agents | Exposes LiteLLM Proxy admin APIs as MCP tools for managing internal users, virtual keys, and spend logs via streamable-http, enabling agents to… | 1 star | No one-command install · Source | |
| 2561 | 22.557 | kef-mcpmcp · back-end | MCP server for controlling KEF wireless speakers (LSX II, LS50 Wireless II, LS60) and playing Spotify on them via local network and Spotify Web API. | 1 star | No one-command install · Source | |
| 2562 | 22.557 | cell-memmcp · ai-agents | An MCP server that provides AI agents with persistent, multi-layered memory inspired by the human brain, including consolidation, self-reflection, and… | 1 star | No one-command install · Source | |
| 2563 | 22.557 | hsh-data-on-demandmcp · payments | Made-to-order data for AI agents via x402 micropayments on Base. Describe a need in plain language, get a custom quote, pay per call. No signup, no… | 1 star | No one-command install · Source | |
| 2564 | 22.557 | mcp-lsp-v1mcp · back-end | An MCP stdio server that wraps language servers to expose read-oriented code-intelligence tools (hover, definition, references, diagnostics, etc.) for… | 1 star | No one-command install · Source | |
| 2565 | 22.557 | advocu-mcp-servermcp · back-end | Enables Google Developer Experts, Docker Captains, and Microsoft MVPs to submit professional activity reports via conversational AI, with support for… | 1 star | No one-command install · Source | |
| 2566 | 22.557 | opcua2mcpmcp · other | Converts OPC UA sensor data into MCP-compatible tools and exposes machine health via both HTTP and MCP. | 1 star | No one-command install · Source | |
| 2567 | 22.557 | lecka-nutrition-race-plannermcp · other | Race nutrition planning for endurance athletes. Calculates carb, sodium and fluid targets for marathons, ultras, cycling and triathlons. Returns… | 1 star | No one-command install · Source | |
| 2568 | 22.557 | mcp-flowmcp · ai-agents | A safe, local MCP server that lets Claude drive a controlled software-development loop (inspect, read, plan, patch, apply, check, analyze, fix… | 1 star | No one-command install · Source | |
| 2569 | 22.557 | surveyhelpermcp · back-end | A local-first MCP server that analyzes research papers, maps citation graphs, and surfaces insights with verbatim-verified contradictions, all while… | 1 star | No one-command install · Source | |
| 2570 | 22.557 | livejournal-mcp-servermcp · back-end | Enables reading, searching, and posting to LiveJournal journals via the legacy XML-RPC API, with local SQLite caching for offline search. | 1 star | No one-command install · Source | |
| 2571 | 22.557 | nano-banana-claudemcp · ai-agents | An MCP server that provides image generation using Google's Nano Banana Gemini models, with additional tools for background removal, upscaling, and… | 1 star | No one-command install · Source | |
| 2572 | 22.557 | base-intel-searchmcp · payments | Pay-per-call web search for AI agents, settled in USDC on Base via the x402 protocol. No API key or subscription required; users fund a wallet and get… | 1 star | No one-command install · Source | |
| 2573 | 22.557 | apple-fm-mcpmcp · ai-agents | Exposes Apple's on-device 3B parameter LLM to Claude Code and Claude Desktop via MCP. Zero API cost, fully private, runs on Neural Engine. | 1 star | No one-command install · Source | |
| 2574 | 22.557 | libvirt-mcpmcp · other | Enables management of KVM/QEMU virtual machines on remote libvirt hosts via SSH, with tools for inspection, lifecycle management, snapshots, and… | 1 star | No one-command install · Source | |
| 2575 | 22.557 | nd-quirksmcp · back-end | An MCP Server that leverages notes written in Markdown, tailored for developing Cisco Nexus Dashboard applications using the REST API. | 1 star | No one-command install · Source | |
| 2576 | 22.557 | actual-outcomes-doitmcp · ai-agents | Work planner and issue tracker for AI agents with CLI and hierarchical task management. | 1 star | No one-command install · Source | |
| 2577 | 22.557 | rechtspraak-mcpmcp · back-end | Enables searching and retrieving Dutch case law (uitspraken) via the Rechtspraak Open Data API, including full text and citation graph exploration. | 1 star | No one-command install · Source | |
| 2578 | 22.557 | hakimjonas-lambemcp · other | Query, validate, and inspect JSON, YAML, TOML, HCL, XML, CSV, and TSV with a composable pipeline syntax. | 1 star | No one-command install · Source | |
| 2579 | 22.557 | grantd-mcpmcp · back-end | OAuth token broker for AI agents to securely act on a user's behalf across third-party APIs (Gmail, Slack, GitHub, Notion, etc.) by vaulting tokens… | 1 star | No one-command install · Source | |
| 2580 | 22.557 | hyperdmcp · payments | DeFi data and analytics platform providing token security, yield recommendations, DEX quotes, and wallet analysis via x402 micropayments. | 1 star | No one-command install · Source | |
| 2581 | 22.557 | linguamcpmcp · other | Serves daily language lessons from a structured curriculum, enabling natural practice through conversation with AI tutors that track progress. | 1 star | No one-command install · Source | |
| 2582 | 22.557 | socials-mcpmcp · browser | Enables Claude to perform actions on X, LinkedIn, and Reddit via a Chrome extension, such as connecting with recruiters, finding threads, and replying… | 1 star | No one-command install · Source | |
| 2583 | 22.557 | pg-dashmcp · database | AI-native PostgreSQL health checker with 26 MCP tools for query analysis, bloat detection, migration safety, and CI integration. | 1 star | No one-command install · Source | |
| 2584 | 22.557 | symapsemcp · search | Provides code analysis tools for AI coding agents to understand project architecture, search for symbols, and plan changes with token reduction. | 1 star | No one-command install · Source | |
| 2585 | 22.557 | enterprise-mcp-gateway-and-tool-registrymcp · auth | Enables AI agents to discover and execute tools via a secure MCP server with JWT authentication, RBAC, rate limiting, and audit logging. | 1 star | No one-command install · Source | |
| 2586 | 22.557 | claude-harnessOurscli · ai-agents | Use to scaffold a complete agent-native harness: the CLAUDE.md, rules, skills, hooks, sub-agents, and memory layout, so a new project starts with the… | 1 star | No one-command install · Source | |
| 2587 | 22.557 | yotsuda-markdownpointermcp · other | Markdown viewer for AI-assisted document review with element-level path and line number copying. | 1 star | No one-command install · Source | |
| 2588 | 22.557 | markdownpointermcp · other | Enables AI to open, navigate, and export Markdown documents, and to import/export PPTX files. | 1 star | No one-command install · Source | |
| 2589 | 22.557 | mcp-code-review-servermcp · back-end | A code review tool that generates detailed HTML review documents by comparing branches or commits, with author filtering and intelligent analysis. | 1 star | No one-command install · Source | |
| 2590 | 22.557 | taiwan-payrollmcp · other | Taiwan statutory payroll calculation — labor & health insurance, labor pension, 2nd-gen NHI supplementary premium, income-tax withholding, and old-age… | 1 star | No one-command install · Source | |
| 2591 | 22.557 | weclapp-api-knowledge-mcpmcp · back-end | A standalone MCP server for exploring the weclapp REST API v2, providing offline knowledge about entities, endpoints, and relationships, plus optional… | 1 star | No one-command install · Source | |
| 2592 | 22.557 | aidatanordic-alexandria-mcpmcp · back-end | Reach for AIDataNordic/alexandria-mcp when you need the MCP server it provides. | 1 star | No one-command install · Source | |
| 2593 | 22.557 | meta-mcpmcp · back-end | Read-only MCP server for Meta (Facebook) Graph API, enabling access to Marketing API, Pages, Instagram, and WhatsApp Business data through Claude Code… | 1 star | No one-command install · Source | |
| 2594 | 22.557 | universal-gas-framework-mcp-servermcp · back-end | Enables AI agents to perform gasless cross-chain transactions by paying with supported tokens on one chain and executing on another, all without… | 1 star | No one-command install · Source | |
| 2595 | 22.557 | chatgpt-mcp-server-templatemcp · back-end | A boilerplate for building local Node.js MCP servers that integrate with ChatGPT Web UI, featuring mock OAuth and secure tunneling for instant… | 1 star | No one-command install · Source | |
| 2596 | 22.557 | android-mcp-server-2mcp · ai-agents | A powerful MCP server that provides comprehensive Android device automation capabilities through ADB, enabling AI agents to interact with Android… | 1 star | No one-command install · Source | |
| 2597 | 22.557 | scribefy-mcpmcp · ai-agents | MCP server for Scribefy — extract YouTube transcripts from Claude Desktop, Cursor, Windsurf, ChatGPT custom GPTs, or any other MCP-compatible client. | 1 star | No one-command install · Source | |
| 2598 | 22.557 | storytelling-media-mcpmcp · ai-agents | Provides tools for agent-driven video creation, including image generation via Google's GenAI, video generation, and local video stitching with… | 1 star | No one-command install · Source | |
| 2599 | 22.557 | unblockingapi-mcpmcp · search | Enables AI agents to fetch bot-protected web pages, run structured Google searches, and check domain authority through UnblockingAPI's anti-detection… | 1 star | No one-command install · Source | |
| 2600 | 22.557 | mi-mi-mi-mcpmcp · front-end | Adds emotional reactions (emojis, text, sounds) to code generation in opencode, with automatic or manual selection based on user sentiment. | 1 star | 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.