Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4701 | 46.643 | divoom-lanmcp · back-end | MCP server wrapping Divoom watchface LAN APIs to enable AI clients to control Divoom devices, manage watchfaces, and adjust display settings. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | uspto-patent-file-wrapper-mcp-servermcp · back-end | A high-performance MCP server for the USPTO Patent File Wrapper API with context reduction, smart field mapping, and secure browser-accessible… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | three-ws-metaplex-agent-mcpmcp · back-end | Deploys AI agents on-chain into the Metaplex Agent Registry on Solana, minting Core assets with EIP-8004 identity. Supports self-custodial signing via… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | shopify-multi-storemcp · back-end | Enables secure management of multiple Shopify Admin stores through separate aliases and access tokens, supporting GraphQL queries and mutations with… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | labs64-netlicensing-mcpmcp · back-end | The official NetLicensing MCP Server is a natural language interface that enables agentic applications to manage the full software licensing lifecycle… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | crude-code-mcp-servermcp · back-end | An oil & gas data-analytics MCP server that enables guarded SQL queries, well valuation, and map rendering within chat apps. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | binary-mcp-servermcp · back-end | Enables AI assistants to analyze binaries, debug processes, and inspect kernel state using Ghidra, x64dbg, WinDbg, and ILSpyCmd. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | skillsboardmcp · back-end | Skills Board is a free, open-source (MIT) shared library for the AI skills a team recommends, with every skill kept connected to its original source… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | satellite-mcpmcp · back-end | Full-spectrum GEOINT server with 171 tools covering satellite imagery, aircraft tracking, maritime surveillance, military intelligence, conflict… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | lampa-mcp-servermcp · back-end | MCP server for AI-assisted development on the Lampa open-source TV app, providing read-only access to the source tree with 41 tools and 5 resources… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | mekkamcp · back-end | A compact backend platform exposing a scoped MCP server for agents, with SQLite data plane, embedded Studio, auth, storage, and realtime. Default… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | mcpaymcp · back-end | High-performance Go gateway and reverse proxy for Model Context Protocol servers with rate-limiting, authorization, and pay-per-result metering. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | mcp-trendpulsemcp · back-end | MCP server that integrates Google News and Google Trends, enabling AI models to fetch news, analyze search interest, calculate growth rates, and… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | swag-mcpmcp · back-end | MCP server for managing SWAG reverse-proxy configurations, including config generation, backups, logs, and health checks. Enables managing nginx… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | oebb-mcp-servermcp · back-end | MCP server for querying Austrian train data including stations, departures, connections, and service alerts via the OEBB API. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | eurostat-mcp-servermcp · back-end | Search and query the Eurostat catalogue — EU economy, demography, trade, health, and NUTS regional data via MCP with 5 tools and 1 resource. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | cipher-rc5-firecrawlmcp · back-end | Self-hostable Firecrawl MCP server built with Effect-TS and Bun, supporting Vercel deployment, Prometheus metrics, multi-tenant authentication, and… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | rocketmoney-mcpmcp · back-end | Read-only MCP server for Rocket Money that lets you browse your accounts, transactions, spending, budgets, net worth, and subscriptions through… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | figranium-mcp-servermcp · back-end | Enables LLM clients to discover, create, execute, inspect, and schedule Figranium automation tasks, with rich input validation for self-correction. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | arch-optimizemcp · back-end | MCP server that provides tools for architecture analysis, risk diagnosis, quality metrics, and regression guarding to support AI-driven code review… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | logmcpmcp · back-end | MCP server — read-only log access for AI assistants. Debug your Linux server with AI, without giving the AI shell access. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | cyanheads-openstreetmap-mcp-servermcp · back-end | Geocode, reverse geocode, and run Overpass spatial queries on OpenStreetMap data via MCP. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | aituber-mcp-servermcp · back-end | Create AI-powered videos from any MCP-compatible client. Generate videos with AI narration, visuals, and synced captions for short-form and long-form… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | changethisfile-mcp-servermcp · back-end | Enables file conversion between 690+ formats (image, video, audio, document, data, font, ebook, archive) using an MCP server, with no API key or… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | cnki-deepsearchmcp · back-end | MCP server for deep CNKI academic search, retrieving multi-dimensional data (abstracts, keywords, references, citations, similar papers, keyword… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | pocmap-mcp-servermcp · back-end | AI-agent-optimized CVE exploit discovery toolkit that provides 19 tools for finding proof-of-concept exploits, CTF labs, bug bounty reports, and… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | cdc-health-mcp-servermcp · back-end | Discover and query CDC public health datasets via the Socrata SODA API. Provides tools for dataset discovery, schema inspection, and SoQL queries… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | dejared-mcpmcp · back-end | A Model Context Protocol (MCP) server for exploring, analyzing, and decompiling Java JAR files. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | magma-mcpmcp · back-end | MCP server for buying Lightning Network liquidity via Amboss Magma. Enables AI assistants to purchase inbound Lightning liquidity for a node. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | spicemcpmcp · back-end | MCP server for LTspice circuit simulation and optimization. It manages optimization state, evaluates metrics from .meas directives, and supports… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | bobaba76-engrammcp · back-end | Local-first code intelligence server providing semantic code search, dependency analysis, review history tracking, and symbol context for Python and… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | excelmcpmcp · back-end | A Model Context Protocol server that gives AI agents real-time access to Excel workbooks in OneDrive, answering natural-language questions with live… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | grok-imagine-image-2-mcp-servermcp · back-end | Enables image generation and editing via the Grok Imagine Image 2.0 API, supporting text-to-image, image-to-image editing, multi-reference generation… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | warcraft-3-mcp-servermcp · back-end | Edit your Warcraft III maps by just talking to Claude. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | engineering-drawing-estimatormcp · back-end | An MCP server for counting electrical and communication symbols in engineering PDF drawings, supporting symbol detection, candidate review, and export… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | dapooleygmailcom-gaiiamcp · back-endalso listed as gaiia-expert-proxy-mcp-server | MCP server providing access to GAIIA Expert Proxy for AI-powered code audits, refactoring, architectural analysis, and multi-protocol API… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | websearch-skillmcp · back-end | Enables AI agents to perform multi-engine web search, fetch web pages, and extract clean Markdown content via MCP, with no API keys required. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | unegui-mn-mcp-servermcp · back-end | MCP server for Mongolia's largest online classifieds platform unegui.mn, enabling AI assistants to search and retrieve listings for cars, real estate… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | thebrain-mcpmcp · back-end | An MCP server for TheBrain 15 that enables semantic search, graph traversal, and structured writing to a personal knowledge base via its local API. It… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | midea-mcpmcp · back-end | Local MCP server for controlling Midea air conditioners via LAN or cloud, providing tools for device management and state control. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | icons8-iconsmcp · back-end | Get access to MCP server SVG and MCP server PNG icons in your vibe-coding projects | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | argus-qamcp · back-end | AI-powered QA testing platform — catches JS errors, accessibility failures, visual regressions, API loops, security issues, and more via Chrome… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | scv-triagemcp · back-end | Enables bounded, deterministic triage verdicts for server health, fleet status, and timeline investigation through a simulated execution-boundary MCP… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | gohighlevel-mcpmcp · back-end | A Model Context Protocol (MCP) server for GoHighLevel API v2 — giving any AI agent full access to your GHL location. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | labgrid-mcpmcp · back-end | Local or self hosted LLM server for Labgrid hardware-in-the-loop device operations | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | tenable-identity-exposure-mcp-servermcp · back-end | Exposes the Tenable Identity Exposure (TIE) REST API as tools for LLM clients, enabling queries on security profiles, activity timelines, AD objects… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | rekl0w-openapi-discoverymcp · back-end | MCP server for discovering, cataloging, and executing against REST APIs via OpenAPI/Swagger specifications. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | cncdraw-mcp-servermcp · back-endalso listed as kenjoydraw-mcp-server | Enables AI agents to control a pen plotter by providing MCP tools for text layout, image processing, G-code generation, device control, and… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | glenskii-web-researchmcp · back-end | Performs web research using DuckDuckGo search with Playwright fallback for JavaScript-heavy pages, requiring no API keys. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | jira-data-center-mcp-servermcp · back-end | Enables AI assistants to deeply introspect Jira Data Center configurations — including workflows, schemes, automation, and Assets — through 76… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | glyphs-info-mcpmcp · back-end | A unified MCP server for Glyphs font design software, integrating handbook queries and API reference lookups. Enables searching documentation… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | outlook-snds-mcpmcp · back-end | Brings Outlook.com Smart Network Data Services (SNDS) API into MCP clients, allowing users to query IP reputation data such as volume, complaint… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | teradata-workload-management-wlm-mcp-servermcp · back-end | An MCP server that provides comprehensive monitoring and management capabilities for Teradata Workload Management (WLM), enabling tasks like… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | greynoise-mcp-servermcp · back-end | MCP server for GreyNoise threat intelligence, enabling IP analysis, GNQL queries, tag and vulnerability lookups, and session/pcap retrieval via… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | cygnus-ssh-mcpmcp · back-end | Enables AI assistants to manage remote servers via SSH with 43 specialized tools for command execution, file editing, directory operations, and… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | oculo-mcp-servermcp · back-end | An AI-powered native browser that provides 12 MCP tools for AI clients to browse, interact with, and extract data from any website with low token cost… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | beforeship-mcp-servermcp · back-end | Provides pre-deploy AI-assisted security and readiness checks for AI-built apps, including scanning for secrets, auth gaps, and payment safety. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | scraperapi-scraperapi-mcpmcp · back-end | MCP server for ScraperAPI web scraping with JavaScript rendering, geotargeting, premium proxies, and auto-parsing support. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | mrslbt-rakutenmcp · back-end | Access Rakuten APIs for product search, books, hotel listings, and rankings. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | fabiogaliano-tana-codemodemcp · back-end | Enables dynamic TypeScript code execution against Tana's Local API for flexible knowledge management operations including workspaces, nodes, tags… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | odoo-sh-mcp-servermcp · back-end | SSH-based Model Context Protocol server for Odoo.sh - Build custom apps with AI assistance using Git workflow tools. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | hertwillmcp · back-end | Official Hertwill dropshipping MCP server with 12 tools for product discovery, margins, and Shopify/WooCommerce sync. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | kristianedlund-hardcovermcp · back-end | Unofficial MCP server for the Hardcover book tracking platform, enabling library management and book discovery via natural language. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | mcp-belgiummcp · back-end | One MCP server for Belgian public APIs. It bundles Belgian transport, official statistics, open data, addresses, weather, air quality, and geospatial… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | mdymcpmcp · back-end | Unified MCP server for Mingdao platform, providing 98 tools for collaboration APIs (v1) and HAP gateway. Enables AI IDEs to interact with Mingdao's… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | alanpcf-brasil-data-mcpmcp · back-end | Brazilian public data for AI agents — companies (CNPJ), addresses (CEP), banks (BACEN), national holidays — via [BrasilAPI](https://brasilapi.com.br)… | 5 stars | armory install alanpcf-brasil-data-mcp --cli claude | |
| 4701 | 46.643 | chemdraw-servermcp · back-end | Provides chemical informatics endpoints for converting between chemical names and SMILES, processing molecule structures, and comparing molecules… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | fastmcp-endpoint-toolsetsmcp · back-end | A single FastMCP server that exposes multiple URL-scoped tool groups, allowing agents to access only relevant tools via separate endpoints, reducing… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | mcpifymcp · back-end | Turn any REST API into an MCP server in one command. Point mcpify at an OpenAPI spec and every endpoint becomes a tool your AI agent (Claude, Cursor… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | iamthebestts-rodocsmcp · back-end | Search Roblox Creator Hub API references and development guides. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | inbody-api-mcpmcp · back-end | Enables retrieval of InBody body composition data including profile, scan history, and full metrics via MCP tools. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | india-stock-mcpmcp · back-end | MCP server for Indian stock market data. Provides 16 tools for quotes, history, fundamentals, mutual funds, indices, corporate actions, options, IPOs… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | mcp-debugger-nodemcp · back-end | MCP server for debugging Node.js programs through the V8 Inspector Protocol, allowing AI agents to set breakpoints, inspect variables, and step… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | bettyguo-wandbmcp · back-end | MCP server extending Weights & Biases with hyperparameter importance analysis using RandomForest and SHAP, sweep summaries, regression detection, and… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | yli769227-jpg-ashare-mcpmcp · back-end | MCP server for Chinese A-share financial statements: pull annual reports, run 4 industry-aware accounting cross-checks, peer-compare with auto… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | labarchives-mcp-servermcp · back-end | Connects AI assistants to LabArchives electronic lab notebooks, enabling querying, semantic search, page navigation, and file uploads with provenance… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | nazarkalytiuk-tarnmcp · back-end | CLI-first API testing tool with structured JSON failures (`failure_category`, `error_code`, `hints`) so AI agents can branch on the taxonomy without… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | lolzteam-mcpmcp · back-end | MCP server providing access to Lolzteam Market and Forum APIs with 271 tools for account trading, forum interactions, and more. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | royforlinux-openocd-mcumcp · back-end | MCP server for embedded MCU debugging via OpenOCD with CMSIS-SVD register decoding and HardFault diagnosis. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | mockzillamcp · back-end | Deploy AI-managed API mocks from an OpenAPI spec or one endpoint at a time. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | br3akzero-vision-ocrmcp · back-end | Native macOS MCP server for on-device OCR using Apple Vision Framework with support for PDFs and images. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | ludmila-omlopes-youtube-video-analyzermcp · back-end | Analyzes YouTube videos using Google Gemini with support for short clips, long videos via Files API, and follow-up session queries. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | bap-mcpmcp · back-end | Lightweight browser automation server for AI agents, enabling fast (10-25ms per action), structured observations and semantic selectors with zero… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | abhinavg6-suimcp · back-end | Queries the Sui blockchain via 29 tools spanning gRPC fullnode, GraphQL RPC, and archival endpoints with LLM-friendly responses. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | dacmail-indexa-capitalmcp · back-end | Monitors Indexa Capital investment portfolios via read-only REST API access covering performance, transactions, and fees. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | zinxer-purelymailmcp · back-end | Unofficial MCP server for managing Purelymail email infrastructure including domains, mailboxes, routing rules, and DNS checks. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | oli97430-blendermcp · back-end | Enables AI tools to execute Python code within a running Blender instance via a local TCP server, providing complete access to the bpy API for 3D… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | jmerelnyc-openapi-to-mcpmcp · back-end | Converts OpenAPI V3 specifications into MCP server implementations, dynamically generating tools from API endpoint definitions in JSON or YAML format. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | bailii-mcp-servermcp · back-end | Enables searching UK case law on BAILII and retrieving judgments with automatic section extraction (summary, conclusions, etc.). Runs locally to avoid… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | geoscholarmcp · back-end | A multi-source MCP literature search server for geoscience and well-logging workflows, supporting unified search across CNKI, GEOPHYSICS… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | sk-wwise-mcpmcp · back-end | A modular suite of MCP servers for Audiokinetic Wwise, enabling AI agents to browse, edit, audition, profile, and build Wwise projects through the… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | syntropicsignal-ai-loxonemcp · back-end | MCP server for controlling Loxone Miniserver smart home devices and sensors. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | kondukt-devmcp · back-end | MCP developer toolkit for testing, validating, debugging, and scaffolding MCP servers, with self-hosted MCP server capabilities. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | resolve-mcpmcp · back-end | Comprehensive MCP server for DaVinci Resolve with 295+ tools to control projects, timelines, editing, color grading, rendering, and more via natural… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | paulopalaoro-cortex-debug-bridgemcp · back-end | VSCode extension exposing embedded systems debug data from Cortex-Debug sessions via a local SSE server. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | vdalhambra-site-auditmcp · back-end | SEO, performance, and security audits for any URL with no API keys required. | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | scicompute-mcpmcp · back-end | MCP server for scientific computing with multiple backends (Mathematica, Octave, Python, R, SageMath, etc.) enabling mathematical computation and… | 5 stars | No one-command install · Source | |
| 4701 | 46.643 | vedurstofa-mcpmcp · back-end | MCP server for Icelandic weather, forecasts, warnings, and earthquakes. Data comes from the Icelandic Meteorological Office. | 5 stars | 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.