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

RankScoreComponentDescriptionEvidenceLast commitInstall
190122.557webhook-site-mcp-servermcp · back-endEnables LLM agents to create, read, update, and delete Webhook.site tokens, list and retrieve captured requests, and manage webhook configurations via…1 starNo one-command install · Source
190222.557search-reader-mcpmcp · back-endMCP server extending Jina Reader to provide web page/PDF to Markdown reading and Bocha AI/web search via a single HTTP endpoint, exposing read…1 starNo one-command install · Source
190322.557skill-graph-mcp-servermcp · back-endCatalogues skills and agents into a queryable graph, exposing MCP tools for reference counting, usage scanning, and overlay notes with a built-in…1 starNo one-command install · Source
190422.557perfex-crm-mcpmcp · back-endMCP server that connects AI assistants to Perfex CRM via public web forms, enabling lead creation, ticket creation, quote requests, and health checks…1 starNo one-command install · Source
190522.557github-token-mcpmcp · back-endEnables secure retrieval of GitHub App installation tokens using 1Password authentication, providing temporary access tokens for GitHub API…1 starNo one-command install · Source
190622.557douyin-favorites-mcpmcp · back-endMCP server that reads your personal Douyin favorites and collection folders via a logged-in browser session, providing tools to list and retrieve…1 starNo one-command install · Source
190722.557buyking-mcp-servermcp · back-endEnables AI assistants to search Saleplaza's hot deals using semantic search and recommend products with a distinctive 'BuyKing' persona.1 starNo one-command install · Source
190822.557clarity-api-mcpmcp · back-endMCP server for Clarity AI's upscaler, providing tools to list models and upscale images/videos via a single POST endpoint, with support for local…1 starNo one-command install · Source
190922.557helx-mcp-servermcp · back-endProvides AI agents with 20 tools to create, read, edit, validate, convert, and render documents across formats like DOCX, XLSX, PPTX, PDF, Markdown…1 starNo one-command install · Source
191022.557x402-farmmcp · back-endMCP server providing 10 pay-per-call APIs for web scraping, DNS, email validation, and French business data, with autonomous micropayments via the…1 starNo one-command install · Source
191122.557tenable-activity-mcpmcp · back-endEnables querying and analyzing Tenable Vulnerability Management audit logs, including activity summaries, API key usage, and anomaly detection through…1 starNo one-command install · Source
191222.557monarch-mcp2mcp · back-endUnofficial MCP server for Monarch Money that exposes tools for managing accounts, transactions, budgets, and other financial data through natural…1 starNo one-command install · Source
191322.557cdt-express-mcp-servermcp · back-endEnables interaction with climate metrics via Riskthinking.AI's CDT Express API, supporting climate exposure, impact, and distribution metrics, as well…1 starNo one-command install · Source
191422.557cdt-expressmcp · back-endAccess RiskThinking's climate risk and transition metrics via the CDT Express API.1 starNo one-command install · Source
191522.557transistor-mcpmcp · back-endMCP server for the Transistor.fm API: manage podcast episodes, analytics, transcripts, and webhooks from your AI agent.1 starNo one-command install · Source
191622.557elsba3ei-webhook-mcp-servermcp · back-endA high-performance local and public webhook inspector for testing SSRF, APIs, and out-of-band interactions with Cloudflare Quick Tunnel, dynamic…1 starNo one-command install · Source
191722.557awaitlessmcp · back-endDurable MCP server for managing long-running jobs locally, over SSH, or on Slurm clusters. Jobs survive client disconnects and return exit codes…1 starNo one-command install · Source
191822.557stm32-stlink-mcpmcp · back-endMCP server for debugging STM32 microcontrollers over ST-LINK using STM32CubeCLT tools (GDB, ST-LINK_gdbserver, STM32_Programmer_CLI) with session…1 starNo one-command install · Source
191922.557tensorfeed-mcp-servermcp · back-endProvides AI agents with real-time AI ecosystem data (news, status, pricing, latency) and premium tools paid via USDC on Base, compatible with any MCP…1 starNo one-command install · Source
192022.557mcp-bettermcp · back-endA modern MCP server demonstrating the 7/28 protocol era, offering health and echo tools with stamped list caching and stable ordering over stdio or…1 starNo one-command install · Source
192122.557bible-mcpmcp · back-endMCP server for Bible verse lookup, search, and navigation, supporting multiple translations and books including Apocrypha.1 starNo one-command install · Source
192222.557home-mcp-startermcp · back-endA starter MCP server for running local tools and resources on a home machine or NAS, enabling secure access from AI assistants like Kody.1 starNo one-command install · Source
192322.557marocain-mcp-servermcp · back-endMCP server for Marocain Investments that enables discovering, scoring, and analyzing Moroccan luxury real estate, along with submitting enquiries…1 starNo one-command install · Source
192422.557agent-mailboxmcp · back-endDeploys a self-hosted Cloudflare email service providing short-lived mailboxes with a JSON API and MCP endpoint for automated testing and AI agent…1 starNo one-command install · Source
192522.557figma-bridge-mcpmcp · back-endLocal MCP server connecting AI clients to the Figma desktop app for inspecting and editing Figma documents via the Plugin API.1 starNo one-command install · Source
192622.557runbeaconmcp · back-endRunBeacon is an MCP server that turns long-running local and SSH commands into tracked jobs. It provides event-driven monitoring, a live dashboard…1 starNo one-command install · Source
192722.557sully-termux-mcpmcp · back-endA secure MCP gateway for Termux that exposes filesystem, shell, and Termux:API tools over a local HTTP endpoint with admin controls, job management…1 starNo one-command install · Source
192822.557tarasrushchak-jira-mcp-servermcp · back-endMCP server for Jira and Confluence integration with 32 tools for managing tickets, sprints, boards, worklogs, and Confluence pages.1 starNo one-command install · Source
192922.557manim-slides-mcp-servermcp · back-endEnables AI agents to generate, execute, and compile interactive Manim slide presentations through MCP tools.1 starNo one-command install · Source
193022.557deepkolor-mcpmcp · back-endAn MCP server enabling AI image and video generation through DeepKolor's API with 'generate_image', 'generate_video', and 'get_task' tools for…1 starNo one-command install · Source
193122.557patientnotes-mcpmcp · back-endMCP server that lets AI assistants query current, dated information about PatientNotes, an AI medical scribe, covering pricing, features, languages…1 starNo one-command install · Source
193222.557atlas-przetargow-mcp-pymcp · back-endEnables searching and analyzing Polish public procurement tenders from BZP and TED, including filtering, tender details and timelines, offers and…1 starNo one-command install · Source
193322.557wechat-desktop-mcpmcp · back-endA production-oriented MCP server that exposes task-level WeChat Desktop automation to AI clients, enabling status checks, message fetching/reply…1 starNo one-command install · Source
193422.557daq-mcpmcp · back-endMCP server for interacting with NI DAQ hardware, supporting analog/digital I/O and waveform acquisition, with safety features and simulation mode.1 starNo one-command install · Source
193522.557qbittorrent-mcpmcp · back-endMCP server exposing qBittorrent's WebUI API v2 as tools, enabling LLMs to manage torrents, categories, tags, RSS feeds, search plugins, and…1 starNo one-command install · Source
193622.557local-snagit-mcp-servermcp · back-endLets GitHub Copilot record demo videos using locally installed TechSmith Snagit, capturing displays, windows, or regions to MP4 and controlling the…1 starNo one-command install · Source
193722.557axomind-mcpmcp · back-endMCP server for Axomind — enables AI assistants to manage activities, mindmaps, and messages through a harmless proxy to the Bot API.1 starNo one-command install · Source
193822.557gerent365-mcp-servermcp · back-endEnables AI assistants to manage Gerent365 restaurant and business operations via natural language, including employees, schedules, payroll, tips, time…1 starNo one-command install · Source
193922.557clara-carros-mcp-servermcp · back-endEnables AI assistants to search car inventory, estimate import taxes (ISV) and resale values, and request quotes from Clara Carros, a Portuguese used…1 starNo one-command install · Source
194022.557mcp-kiwi-tcmsmcp · back-endEnables interaction with Kiwi TCMS test management system through MCP, supporting read and write operations on test plans, cases, runs, and…1 starNo one-command install · Source
194122.557pentool-mcp-servermcp · back-endA self-contained stdio JSON-RPC 2.0 server that brings AI capabilities to any MCP client, primarily for Pentool, enabling tasks like picking checks…1 starNo one-command install · Source
194222.557liveauth-mcp-servermcp · back-endAuthentication, pay-per-call metering, and signed receipts for AI agents and MCP tools using Bitcoin and Lightning Network.1 starNo one-command install · Source
194322.557fmodstudiomcpmcp · back-endMCP server that connects AI assistants to FMOD Studio via its scripting terminal, enabling live game-audio authoring such as creating events…1 starNo one-command install · Source
194422.557outlook-web-mcp-servermcp · back-endEnables interaction with Outlook Web through its internal API, supporting email search, folder listing, email retrieval, read state changes, calendar…1 starNo one-command install · Source
194522.557haruspexmcp · back-endMCP server exposing the Haruspex stock-analysis API, headline scores (0-100), score history, batched watchlist scores, stock search, and recent news…1 starNo one-command install · Source
194622.557apple-ads-mcp-servermcp · back-endAn MCP server for the Apple Ads Platform API that exposes 99 operations across all resources through four token-efficient tools. It enables AI agents…1 starNo one-command install · Source
194722.557hypersignalmcp · back-endMonetized MCP server for Hyperliquid whale/funding/risk analytics + signals;1 starNo one-command install · Source
194822.557jira-mcp-server-4mcp · back-endEnables Claude AI and other MCP clients to interact with Jira Server/Data Center through tools like listing issues, logging work, and updating issues…1 starNo one-command install · Source
194922.557macos-computer-usemcp · back-endAn ultra-fast native MCP server for macOS desktop automation, enabling visual OCR, text-based clicking, window management, and keyboard/mouse control…1 starNo one-command install · Source
195022.557mcpbasketmcp · back-endMCP server that provides pre-checkout basket tools and a local API/viewer, enabling agents to research products and manage a shopping cart through…1 starNo one-command install · Source
195122.557threejs-editor-mcpmcp · back-endEnables creating, editing, running, and inspecting small Three.js games inside a DeepSeek Harness chat card via an MCP server and bundled app.1 starNo one-command install · Source
195222.557langapi-mcp-servermcp · back-endMCP server for AI-powered translation management in i18n projects, enabling automated locale detection, translation status checks, and sync via…1 starNo one-command install · Source
195322.557uptybots-mcp-servermcp · back-endUptime monitoring for websites, APIs, SSL certificates, domain expiry, ping and TCP/UDP ports. 15 tools to list, create, pause and delete monitors…1 starNo one-command install · Source
195422.557whois-mcp-servermcp · back-endEnables domain registration lookup, availability checks, DNS record fetching, and IP/ASN resolution via RDAP and DNS-over-HTTPS through MCP.1 starNo one-command install · Source
195522.557websitescreenshot-online-mcp-servermcp · back-endEnables AI assistants to capture website screenshots and record videos of web pages by providing tools for taking screenshots, recording videos, and…1 starNo one-command install · Source
195622.557unrealmcpmcp · back-endA native MCP server for Unreal Engine 5.7 that lets AI assistants inspect and control an open Unreal Editor through a single 'unreal' tool, supporting…1 starNo one-command install · Source
195722.557cyanheads-transitland-mcp-servermcp · back-endGlobal transit data via the Transitland v2 registry — operators, GTFS/GTFS-RT/GBFS feeds with license terms, routes, stops, and real-time-aware…1 starNo one-command install · Source
195822.557cyanheads-fredmcp · back-endQueries Federal Reserve Bank of St. Louis economic time series, releases, and category data via the FRED API.1 starNo one-command install · Source
195922.557cyanheads-federal-reserve-mcp-servermcp · back-endSearch and fetch ~800K Federal Reserve economic time-series from the FRED API via MCP, with STDIO or Streamable HTTP transport.1 starNo one-command install · Source
196022.557sponsorfinder-mcp-servermcp · back-endChecks whether a company holds a UK or Netherlands work-visa sponsorship licence via the SponsorFinder API.1 starNo one-command install · Source
196122.557cyanheads-mcp-servermcp · back-endFleet discovery for the cyanheads MCP ecosystem — semantic search + install snippets.1 starNo one-command install · Source
196222.557cyanheads-docgen-mcp-servermcp · back-endRender HTML/markdown to PDF, export rows to xlsx, and fill AcroForm PDFs via MCP. STDIO or Streamable HTTP.1 starNo one-command install · Source
196322.557enigma-mcp-servermcp · back-endOffers MCP tools for managing a local AI memory vault, including remembering, searching, context packing, deletion, and verification of receipts.1 starNo one-command install · Source
196422.557rollin-mcp-servermcp · back-endWheelchair accessibility data for 105,000+ locations across 15 US states. Enables search, details, and feedback submission through natural language.1 starNo one-command install · Source
196522.557rollinmcp · back-endWheelchair accessibility scores for US restaurants, cafes, and bars via the Rollin API.1 starNo one-command install · Source
196622.557sliver-mcpmcp · back-endA Model Context Protocol server for the Sliver C2 framework that exposes operator tools like listeners, implant generation, sessions, command…1 starNo one-command install · Source
196722.557whatsapp-mcp-plusmcp · back-endA secure, zero-setup WhatsApp MCP server that lets AI assistants read, search, summarize, and (with user confirmation) act on personal WhatsApp chats…1 starNo one-command install · Source
196822.557104-job-hunter-mcpmcp · back-endThis MCP server lets AI assistants search job listings on Taiwan's 104 Job Bank, read full job details, and prepare applications with…1 starNo one-command install · Source
196922.557orizn-visa-mcpmcp · back-endCheck visa requirements for 39,585 passport-destination pairs in 15 languages. Returns visa type, required documents, application process, and travel…1 starNo one-command install · Source
197022.557wallapop-mcp-servermcp · back-endUnofficial MCP server for the Wallapop marketplace, enabling search, listing details, seller profiles, favorites, saved searches, chat, and offers…1 starNo one-command install · Source
197122.557medical-hospital-mcp-servermcp · back-endEnables hospital search and detail lookup to discover medical institutions and verify campuses, departments, contacts, introductions, and operating…1 starNo one-command install · Source
197222.557ntlite-mcp-servermcp · back-endEnables MCP-compatible clients to inspect Windows images, edit NTLite presets, and run apply, save, and ISO creation operations through the running…1 starNo one-command install · Source
197322.557findata-mcpmcp · back-endA financial data MCP server that provides documentation and code examples for agents to write correct API calls to the findata library, covering…1 starNo one-command install · Source
197422.557host-consolemcp · back-endEnables AI agents to securely operate SSH-connected servers through MCP, with credentials kept locally, dual permission modes, and an interactive sudo…1 starNo one-command install · Source
197522.557hyper-v-sandbox-mcp-servermcp · back-endEnables AI agents to safely test and debug PowerShell, CMD/BAT scripts, and system utilities inside isolated Hyper-V virtual machines, with snapshot…1 starNo one-command install · Source
197622.557cyanheads-calculatormcp · back-endEvaluate, simplify, and differentiate math expressions with configurable precision and variable scoping.1 starNo one-command install · Source
197722.557calculator-mcp-server-2mcp · back-endA calculator MCP server that lets any LLM verify mathematical computations. Evaluate, simplify, and differentiate expressions via a single tool…1 starNo one-command install · Source
197822.557calculator-mcp-servermcp · back-endA calculator MCP server that lets any LLM verify mathematical computations. Evaluate, simplify, and differentiate expressions via a single tool…1 starNo one-command install · Source
197922.557django-native-mcpmcp · back-endA Django-native MCP application and tool registration framework inspired by Celery, providing async tool definitions, autodiscovery, and…1 starNo one-command install · Source
198022.557federal-regulations-mcp-servermcp · back-endSearch and trace US federal rules across the Federal Register (proposed/final rules and notices), the eCFR (codified, point-in-time CFR full text…1 starNo one-command install · Source
198122.557umi-ocr-mcp-servermcp · back-endExposes local Umi-OCR v2 capabilities to AI agents via MCP, enabling image text extraction, batch OCR, PDF OCR, and status checks without manually…1 starNo one-command install · Source
198222.557keepitalive-mcpmcp · back-endMCP server for KEEPitALIVE monitoring, enabling AI agents to read and manage monitors, incidents, triggers, and notification routing via the v1 API…1 starNo one-command install · Source
198322.557frontdesko-mcp-servermcp · back-endEnables AI assistants to answer hoteliers' questions about pricing plans, PMS comparisons, OTA commission savings, documentation search, and live demo…1 starNo one-command install · Source
198422.557infobip-mcpmcp · back-endUnified Model Context Protocol (MCP) server for Infobip APIs. Consolidates SMS, WhatsApp, Email, 2FA/OTP, and Account management into a single…1 starNo one-command install · Source
198522.557cyanheads-evals-mcp-servermcp · back-endAuthor verifiable eval records through a draft → review → revise → submit loop with server-enforced graders; compile to JSONL/CSV/Inspect/lm-eval via…1 starNo one-command install · Source
198622.557cyanheads-mailchimp-mcp-servermcp · back-endDraft, test, and send Mailchimp campaigns from an MCP client with audience management, subscriber CRUD, and post-send analytics behind safe-by-default…1 starNo one-command install · Source
198722.557cyanheads-mailchimpmcp · back-endManages Mailchimp campaigns, audiences, and subscribers through a full-featured Marketing API integration.1 starNo one-command install · Source
198822.557epa-mcp-servermcp · back-endAccess EPA environmental data — facility compliance (ECHO), toxic releases (TRI), Superfund sites, drinking water systems, environmental justice…1 starNo one-command install · Source
198922.557pdf-toolkit-mcpmcp · back-endA comprehensive MCP server with 37 tools for PDF operations including reading, searching, creating, merging, splitting, watermarking, form filling…1 starNo one-command install · Source
199022.557cyanheads-usgs-water-mcp-servermcp · back-endQuery real-time and historical water data from ~8,000 USGS stream gages and groundwater wells via MCP, with 7 tools and 2 resources.1 starNo one-command install · Source
199122.557contextshrinkermcp · back-endZero-dependency Go MCP server that indexes codebases into an embedded Kùzu graph DB—enabling 90%+ token reduction, precise call-chain queries, and AI…1 starNo one-command install · Source
199222.557mcp-stm32-servermcp · back-endEnables AI assistants to control an STM32 microcontroller over serial by reading/writing GPIO, setting LED brightness, reading ADC channels, and…1 starNo one-command install · Source
199322.557doctrovemcp · back-endVersioned library documentation retrieval MCP server for coding agents, providing accurate, versioned, and traceable API documentation snippets with…1 starNo one-command install · Source
199422.557whatsmcpmcp · back-endA stateless MCP server that exposes the Z-API WhatsApp REST API as tools, enabling AI assistants to send messages, manage groups, and interact with…1 starNo one-command install · Source
199522.557pi-mcpmcp · back-endMCP server for Raspberry Pi exposing tools for host health checks, shell execution, and Docker container restarts over authenticated HTTP.1 starNo one-command install · Source
199622.557a2al-mcp-servermcp · back-endEnables AI agents to publish themselves, discover each other, and establish authenticated encrypted connections without central infrastructure, using…1 starNo one-command install · Source
199722.557semantic-searchmcp · back-endLocal semantic recall MCP server for citation-integrity workflows. Enables semantic search over a text corpus, returning file paths and page numbers…1 starNo one-command install · Source
199822.557truenas-mcp-2mcp · back-endAn MCP server for TrueNAS SCALE that enables read-first management of storage, system, sharing, and virtualization resources with per-user API key…1 starNo one-command install · Source
199922.557onbid-mcpmcp · back-endEnables LLM clients to ask plain-language questions about Korean public auction property data from the 온비드 OpenAPI, including normalized pricing…1 starNo one-command install · Source
200022.557sumi-docs-mcpmcp · back-endRead-only MCP server for Markdown, MDX, and OpenAPI docs, exposing list, search, fetch, and OpenAPI spec tools over stdio.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