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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
190122.557dav-mcpmcp · ai-agentsTransform AI agents into orchestrating assistants managing calendars, contacts, and tasks via CalDAV, CardDAV, and VTODO protocols.1 starNo one-command install · Source
190222.557bitvoya-mcpmcp · paymentsLuxury hotel intelligence and secure checkout handoff for AI travel agents.1 starNo one-command install · Source
190322.557bitvoyamcp · paymentsLuxury hotel search, rate comparison, booking quotes, and secure checkout handoff.1 starNo one-command install · Source
190422.557aleatoric-systemsmcp · otherGenerates deterministic synthetic market data for backtesting, stress testing, and model validation across major exchanges.1 starNo one-command install · Source
190522.557atlas-backendmcp · back-endBackend server for Atlas productivity platform1 starNo one-command install · Source
190622.557basicopsmcp · otherProject management with tasks, notes, messages, and team collaboration via BasicOps.1 starNo one-command install · Source
190722.557hsk-mcpmcp · back-endA remote Model Context Protocol (MCP) server that gives AI assistants structured access to the complete HSK Chinese vocabulary dataset. It exposes 13…1 starNo one-command install · Source
190822.557qr-makermcp · front-endGenerate styled QR codes, manage dynamic short links with analytics, and publish micro-landing pages via AI.1 starNo one-command install · Source
190922.557mikrotik-cli-mcpmcp · back-endMCP server that sends CLI commands to MikroTik RouterOS via SSH. It allows executing any RouterOS CLI command and getting text output back.1 starNo one-command install · Source
191022.557telitask-mcp-servermcp · back-endEnables AI assistants to manage phone calls, contacts, and tasks directly, including making and scheduling calls, retrieving transcripts, and handling…1 starNo one-command install · Source
191122.557telitaskmcp · otherManage contacts, tasks, and calls from AI assistants.1 starNo one-command install · Source
191222.557stockmarketscanmcp · other18 tools for US stock screeners, chart patterns, options flow signals, and equities research.1 starNo one-command install · Source
191322.557rewind-mcpmcp · github-vcsEnables developers to recover their working context after interruptions by analyzing git state, file activity, editor state, and shell history.1 starNo one-command install · Source
191422.557pulldownmcp · back-endMCP server for retrieving web pages as clean Markdown, with configurable detail levels and optional Chromium rendering for JavaScript-heavy pages.1 starNo one-command install · Source
191522.557kubernetes-prometheus-sre-mcp-servermcp · back-endEnables natural language Kubernetes cluster operations, SLO monitoring, and PromQL queries via Claude using the Model Context Protocol.1 starNo one-command install · Source
191622.557openapi-dynamic-mcpmcp · back-endConnect AI clients to OpenAPI APIs quickly, with one MCP server, direct CLI access, and built-in auth support.1 starNo one-command install · Source
191722.557mayorandrew-openapi-dynamicmcp · back-endLoad OpenAPI specs and expose tools to discover, authenticate, and call multiple APIs through a single interface.1 starNo one-command install · Source
191822.557ykshah1309-stealth-agent-browsermcp · browserStealth Chromium browser automation with hybrid AOM and Set-of-Mark vision for AI agents.1 starNo one-command install · Source
191922.557stealth-agent-browser-mcpmcp · ai-agentsAn MCP server providing AI agents with a stealth Chromium browser that uses hybrid accessibility-object-model and set-of-mark vision for token-lean…1 starNo one-command install · Source
192022.557subagentsmcp · ai-agentsAn MCP server that enables Cursor to delegate complex, multi-step tasks to specialized subagents, including general-purpose and explore agents, with…1 starNo one-command install · Source
192122.557safe-migrations-mcpmcp · back-endAn MCP server that acts as a gatekeeper for database and configuration changes, requiring proposals, dry-run simulations, and confirmation tokens…1 starNo one-command install · Source
192222.557yoryocoruxo-rendocmcp · paymentsGenerate professional PDFs — invoices, contracts, reports — from AI tools via Rendoc templates.1 starNo one-command install · Source
192322.557itsalissonsilva-modelsafetymcpmcp · back-endMCP server for scanning machine learning model artifacts for unsafe serialization, malicious model patterns, risky packaging, URL-based artifact…1 starNo one-command install · Source
192422.557context-firstmcp · observabilityMaintains AI conversation coherence through context monitoring, conflict detection, and persistent memory across long interactions.1 starNo one-command install · Source
192522.557scopa-mcp-servermcp · ai-agentsAn MCP server for playing the Italian card game Scopa, supporting 2-4 players, Redis-backed event logging, real-time synchronization, and an optional…1 starNo one-command install · Source
192622.557nexustrader-mcpmcp · otherExposes NexusTrader's account, positions, market data, and trading capabilities to AI assistants via natural language.1 starNo one-command install · Source
192722.557emanuele94-simbrief-mcpservermcp · otherAccess your SimBrief flight plans. 14 tools covering flight summary, weather (METAR/TAF/ATIS), fuel plan, weights, times, ATC flight plan, navlog…1 starNo one-command install · Source
192822.557debug-test-mcpmcp · back-endMCP server for debugging MCP host/client custom header implementation, with a tool to inspect request headers.1 starNo one-command install · Source
192922.557gh-jacksun911-megalaunchmcp · otherCommunity wrapper for launching meme tokens on Solana via the MegaLaunch platform, with bundled buys and Jito speed optimization.1 starNo one-command install · Source
193022.557electronics-docs-mcp-servermcp · databaseProvides LLMs with direct access to official vendor PDF documentation for electronics components (TI, ST, ADI) via a local SQLite full-text index and…1 starNo one-command install · Source
193122.557parsely-mcpmcp · back-endMCP server that enables AI assistants to query Parse.ly analytics for top posts, authors, tags, referrers, content search, and social shares.1 starNo one-command install · Source
193222.557arkalda-hejdar-mcpmcp · ai-agentsRuntime policy enforcement for AI agents. Evaluate actions against organization policies before execution, with observe and enforce modes.1 starNo one-command install · Source
193322.557museum-mcp-servermcp · back-endEnables AI agents to search and explore over 570,000 artworks from the Metropolitan Museum of Art and Art Institute of Chicago without needing an API…1 starNo one-command install · Source
193422.557mcp-clipstreammcp · ai-agentsCaptures copyable text from Claude Code terminal output before it's mangled by ANSI codes or line breaks, providing a clean clipboard buffer through a…1 starNo one-command install · Source
193522.557nexusfeedmcp · otherReal-time LTL fuel surcharge rates for 10 US carriers and ABC liquor license compliance data with verifiable provenance.1 starNo one-command install · Source
193622.557gavelinmcp · searchSearch bills and speaker-attributed hearing transcripts across all 50 US state legislatures.1 starNo one-command install · Source
193722.557vdalhambra-axiom-calculator-mcpmcp · back-endPersonal finance calculators — mortgage payments, compound interest, FIRE retirement number, loan comparison, true credit cost, and debt payoff. 8…1 starNo one-command install · Source
193822.557striderlabs-mcp-ubermcp · back-endMCP server connector for Uber ride-sharing, enabling ride requests, fare estimates, and trip tracking via browser automation.1 starNo one-command install · Source
193922.557clickup-multi-workspace-mcp-servermcp · back-endEnables AI agents to interact with tasks, spaces, lists, and folders across multiple ClickUp workspaces via the Model Context Protocol.1 starNo one-command install · Source
194022.557alanse-clickup-multi-workspacemcp · otherIntegrates with ClickUp workspaces to provide task management, project organization, time tracking, and team collaboration across multiple workspaces…1 starNo one-command install · Source
194122.557gate-local-mcpmcp · back-endExposes the full Gate API v4 to MCP clients with 384 tools for spot, futures, margin, wallet, and more. Supports both public endpoints (no auth) and…1 starNo one-command install · Source
194222.557gatemcp · back-endExposes the full Gate.io API v4 for spot, futures, options, margin, wallet, and account operations.1 starNo one-command install · Source
194322.557adelelo13-neurohivemcp · ai-agentsMulti-agent memory intelligence with expertise tracking and conflict detection.1 starNo one-command install · Source
194422.557cyperf-mcp-servermcp · ai-agentsExposes Keysight CyPerf network performance and security testing as 100 tools across 15 categories, enabling AI assistants to orchestrate tests…1 starNo one-command install · Source
194522.557image-converter-mcpmcp · back-endAn MCP server for converting images to AVIF and WebP formats using ImageMagick, with batch conversion and quality control.1 starNo one-command install · Source
194622.557ykshah1309-live-audio-intelligencemcp · otherProvides real-time transcription and vocal stress analysis of live financial webcasts and earnings calls, detecting speaker hesitation and pitch…1 starNo one-command install · Source
194722.557live-audio-intelligence-mcpmcp · ai-agentsEnables real-time transcription and heuristic vocal stress analysis of live financial webcasts, providing an LLM with rolling transcripts and a stress…1 starNo one-command install · Source
194822.557research-insights-mcp-servermcp · back-endSupercharge Claude Desktop with bulk analysis of 1500+ user research calls, validation workflows, and Signal export capabilities.1 starNo one-command install · Source
194922.557mixpeek-mcp-servermcp · back-endAutomatically loads Mixpeek's OpenAPI spec and exposes its endpoints as MCP tools, enabling natural language interaction with Mixpeek's API via…1 starNo one-command install · Source
195022.557mixpeekmcp · searchProvides AI-powered video and multimodal search capabilities through the Mixpeek platform.1 starNo one-command install · Source
195122.557mcp-sandboxed-git-gh-climcp · github-vcsRuns git and GitHub CLI commands outside the macOS sandbox to bypass sandbox restrictions like SSH signing and TLS issues.1 starNo one-command install · Source
195222.557darylerivers-nicheiqsmcp · otherScores market niches using Reddit discussions, Google Trends data, and competition analysis to identify business opportunities.1 starNo one-command install · Source
195322.557shuck-convertmcp · back-endAn MCP server for converting between document formats (DOCX/PDF to Markdown and Markdown to DOCX) with academic styling support.1 starNo one-command install · Source
195422.557gh-shan-zhu-shuck-convertmcp · otherConverts documents between DOCX, PDF, and Markdown formats with formatting preservation using Pandoc.1 starNo one-command install · Source
195522.557gh-rahuljava2807-claude-code-bridgemcp · observabilityBridges Claude Code sessions with Claude Chat by providing session log access and synchronization.1 starNo one-command install · Source
195622.557claude-code-bridge-mcpmcp · observabilityBridges Claude Code terminal sessions with Claude Chat by exposing session logs as tools, enabling seamless context transfer and two-way communication…1 starNo one-command install · Source
195722.557gh-marerem-longmemmcp · ai-agentsPersistent memory for AI coding assistants that stores and retrieves previously solved problems across projects.1 starNo one-command install · Source
195822.557mcp-redtrackmcp · back-endMCP server for RedTrack affiliate tracking API, enabling querying campaigns, clicks, conversions, and reports from any MCP-compatible client.1 starNo one-command install · Source
195922.557gh-pijusz-sanity-imagesmcp · otherUpload local images to Sanity CMS as assets with support for single uploads, batch operations, document field patching, and GROQ queries.1 starNo one-command install · Source
196022.557isteam-linkedin-mcpmcp · ai-agentsMCP server for LinkedIn that enables AI agents to post, comment, like, and manage content on LinkedIn.1 starNo one-command install · Source
196122.557kommo-mcp-servermcp · back-endEnables AI assistants to autonomously interact with Kommo CRM, providing tools for managing pipelines, leads, contacts, and custom fields via the…1 starNo one-command install · Source
196222.557qldt-hanu-mcpmcp · back-endMCP server for the QLDT HANU student management system, enabling AI assistants to authenticate and interact with the Hanoi University portal.1 starNo one-command install · Source
196322.557aeo-scannermcp · authEnables users to scan any website for AI search visibility, producing AEO, GEO, agent readiness, and mention-readiness scores along with AI identity…1 starNo one-command install · Source
196422.557striderlabs-mcp-grubhubmcp · back-endEnables AI agents to autonomously order food from Grubhub, including searching restaurants, browsing menus, managing cart, placing orders, and…1 starNo one-command install · Source
196522.557markswendsen-code-grubhubmcp · back-endSearch restaurants, browse menus, manage cart, place orders, and track deliveries on Grubhub via browser automation.1 starNo one-command install · Source
196622.557agent-notifymcp · commsEnables AI agents and applications to send audio notifications with text-to-speech, message streaming, agent-to-agent conversations, and web push…1 starNo one-command install · Source
196722.557boligwatch-mcp-servermcp · back-endMonitors boligportal.dk for new rental listings in Denmark. Provides tools to search, filter, and track apartment listings via natural language.1 starNo one-command install · Source
196822.557100hires-mcp-servermcp · back-endOfficial Model Context Protocol server for 100Hires — the applicant tracking system for recruiting teams. Exposes the full 100Hires API v2 as 130 MCP…1 starNo one-command install · Source
196922.557fronius-mcpmcp · ai-agentsEnables real-time solar data from Fronius inverters via Claude, allowing natural language queries about solar production, battery, and grid exchange.1 starNo one-command install · Source
197022.557flowiesner-fronius-solarmcp · back-endReal-time solar inverter data from Fronius devices via the local Solar API.1 starNo one-command install · Source
197122.557basaltmcp · front-endDesign tokens, components, icons, and accessibility data stored in Git and served to AI coding tools.1 starNo one-command install · Source
197222.557nexusforge-tools-eu-financemcp · back-endEuropean financial data from ECB, Eurostat, and Frankfurter APIs — interest rates, inflation, GDP, and unemployment.1 starNo one-command install · Source
197322.557chromium-style-qrcode-mcpmcp · back-endAn MCP server for generating Chromium-style QR codes with circular modules, rounded locators, and an optional center image (Dino logo or custom).1 starNo one-command install · Source
197422.557chromium-qrcodemcp · browserGenerates QR codes with circular dot modules and rounded corners in Google Chrome's visual style.1 starNo one-command install · Source
197522.557healthy-aging-atlasmcp · back-endMCP server for evidence-based supplement data including trust-scored products, price history, comparisons, and goal-based recommendations.1 starNo one-command install · Source
197622.557component-mcp-servermcp · front-endConnects Figma designs to React components using your actual component library, enabling AI tools to generate production-ready code with proper…1 starNo one-command install · Source
197722.557eigencharlie-pdf-toolkitmcp · otherUnofficial PDF toolkit for merging, splitting, compressing, OCR, converting, watermarking, and protecting documents via iLoveAPI.1 starNo one-command install · Source
197822.557convomcp · otherAccess Convo meeting transcripts, summaries, action items, and coaching feedback from any MCP-compatible AI assistant.1 starNo one-command install · Source
197922.557kali-tools-mcp-servermcp · back-endIntegrates 7 security tools (nmap, nuclei, dirsearch, sqlmap, hydra, Acunetix, Metasploit) via MCP protocol for AI-assisted penetration testing with…1 starNo one-command install · Source
198022.557shopify-forecast-mcpmcp · otherEnables AI assistants to forecast revenue and demand for Shopify stores using Google's TimesFM model. Provides tools for revenue forecasting, demand…1 starNo one-command install · Source
198122.557tasksyncmcp · back-endHuman-in-the-loop feedback for AI coding agents. Pause your agent mid-task, give it new directions, attach screenshots, and keep it on track — without…1 starNo one-command install · Source
198222.557agent-mailbox-mcpmcp · ai-agentsMCP server for multi-agent AI systems providing mailbox messaging, A2A task delegation, resource coordination, and a web dashboard.1 starNo one-command install · Source
198322.557ploomes-mcp-servermcp · back-endConnects AI agents to the Ploomes CRM REST API, exposing 56 tools for managing contacts, deals, tasks, pipelines, interactions, quotes, orders…1 starNo one-command install · Source
198422.557pocketcasts-mcpmcp · searchEnables AI assistants to search, browse, and manage your Pocket Casts podcast library.1 starNo one-command install · Source
198522.557paperjsx-mcp-servermcp · back-endEnables AI agents to generate a variety of documents (PPTX presentations, DOCX reports, PDF invoices, XLSX spreadsheets) locally from JSON specs…1 starNo one-command install · Source
198622.557virgilvox-furlowmcp · commsAuthor and validate FURLOW Discord bot YAML specifications with scaffold support for actions, events, and builtins.1 starNo one-command install · Source
198722.557aaronsong0505-wechat-blueskymcp · commsDual MCP services for curated WeChat article digest delivery and Bluesky social publishing.1 starNo one-command install · Source
198822.557joeybrar-agentsealmcp · observabilityVerifiable action logs for AI agents using SHA-256 hash chains to detect tampering.1 starNo one-command install · Source
198922.557ilay25-coder-quality-guardianmcp · back-endMCP server aggregating Semgrep, PHPStan, Knip, PHPMetrics, and Deptrac into a unified baseline-aware code quality gate.1 starNo one-command install · Source
199022.557valyay-nanostoresmcp · searchNanostores state management analysis and documentation search for AI assistants.1 starNo one-command install · Source
199122.557mcp-delonghi-ecammcp · observabilityEnables LLMs to control DeLonghi ECAM espresso machines over a local network, including brewing beverages, monitoring status, and managing machine…1 starNo one-command install · Source
199222.557gh-daedalus-delonghi-ecammcp · otherControl DeLonghi ECAM espresso machines via local network.1 starNo one-command install · Source
199322.557io-github-daedalus-mcp-shodanmcp · back-endMCP server that exposes Shodan API for host information, search, alerts, scanning, and exploit data.1 starNo one-command install · Source
199422.557daedalus-shodanmcp · back-endExposes all Shodan API functionality for host lookups, network scanning, alert management, and exploit searches.1 starNo one-command install · Source
199522.557io-github-daedalus-mcp-telegram-botmcp · back-endMCP server that exposes a Telegram bot, enabling sending messages and retrieving updates through natural language.1 starNo one-command install · Source
199622.557daedalus-telegram-botmcp · back-endIntegrates with Telegram's Bot API to send messages, retrieve bot information, and access recent updates.1 starNo one-command install · Source
199722.557quanticsoul4772-grafanamcp · otherIntegrates with Grafana instances to provide dashboard management, data source operations, Prometheus/Loki querying, alerting configuration, and…1 starNo one-command install · Source
199822.557pptx-mcp-servermcp · back-endMCP server for creating, reading, and editing PowerPoint (.pptx) presentations.1 starNo one-command install · Source
199922.557playwright-mcp-parallelmcp · browserEnables running multiple isolated browser instances in parallel, each with independent state and auth cloning, for concurrent task execution.1 starNo one-command install · Source
200022.557volta-notesmcp · otherBurn-after-read encrypted notes with E2E encryption on the Internet Computer.1 starNo 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.

Leaderboard · Armory