Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1801 | 22.557 | mcp-server-whoopmcp · back-end | A local-first, read-only MCP server that provides compact recovery, sleep, strain, HRV, heart-rate, workout, and body-measurement data from WHOOP… | 1 star | No one-command install · Source | |
| 1802 | 22.557 | drill-mcpmcp · back-end | Official MCP server for Apache Drill, enabling read-only SQL queries and inspection of schemas, storage plugins, and cluster/query state. | 1 star | No one-command install · Source | |
| 1803 | 22.557 | omnidata-mcpmcp · back-end | A unified Model Context Protocol server for data engineering and analytics that lets LLM clients query, profile, transform, and visualize data using… | 1 star | No one-command install · Source | |
| 1804 | 22.557 | b2-mcp-servermcp · back-end | An MCP server that exposes Backblaze B2 Cloud Storage as tools any MCP-compatible AI client can call. Manage B2 by talking to an assistant -- list… | 1 star | No one-command install · Source | |
| 1805 | 22.557 | zmachine-mcpmcp · back-end | Enables AI agents to play Z-Machine text adventure games (e.g., Zork) via MCP, REST, or WebSocket interfaces, with session management and optional… | 1 star | No one-command install · Source | |
| 1806 | 22.557 | rome-cli-mcp-servermcp · back-end | Provides grounded chain facts and build patterns for Rome Protocol, enabling agents to access live registry data and SDK patterns read-only. | 1 star | No one-command install · Source | |
| 1807 | 22.557 | dj-music-metadata-mcpmcp · back-end | MCP server for DJs to scan music folders, validate and suggest metadata via MusicBrainz/iTunes/Spotify, and batch write metadata to audio files with… | 1 star | No one-command install · Source | |
| 1808 | 22.557 | sharepoint-mcp-bridgemcp · back-end | A local MCP server that uses a Chromium extension to capture SharePoint Online session tokens, enabling supervised SharePoint operations (lists… | 1 star | No one-command install · Source | |
| 1809 | 22.557 | testrail-mcp-server-2mcp · back-end | Connect your AI coding assistant to TestRail to manage test cases, runs, results, and more directly from VS Code, Cursor, Claude Desktop, or Claude… | 1 star | No one-command install · Source | |
| 1810 | 22.557 | deepseek-search-mcpmcp · back-end | A DeepSeek-powered MCP server that provides high-accuracy web search using the native DeepSeek V4-Flash search API, offering standard and deep… | 1 star | No one-command install · Source | |
| 1811 | 22.557 | simple-reddit-mcpmcp · back-end | A read-only Reddit MCP server that fetches threads, comments, and subreddits from the Arctic Shift archive over HTTP, requiring no Reddit account or… | 1 star | No one-command install · Source | |
| 1812 | 22.557 | teamapi-mcpmcp · back-end | Manages API documentation via Markdown files and exposes it as MCP tools for querying, searching, and updating interface specs, with an admin web UI… | 1 star | No one-command install · Source | |
| 1813 | 22.557 | devbelt-mcpmcp · back-end | An MCP server that bundles 53 online utility tools (164 capabilities) for AI assistants, covering JSON processing, encryption/decryption, code… | 1 star | No one-command install · Source | |
| 1814 | 22.557 | aena-flights-mcpmcp · back-end | Provides flight search and details for Spanish AENA airports, combining public and authenticated APIs into one interface. | 1 star | No one-command install · Source | |
| 1815 | 22.557 | mcp-confluence-data-centermcp · back-end | Connects AI assistants to Confluence Server/Data Center, enabling search, content management, attachments, and natural-language interaction with your… | 1 star | No one-command install · Source | |
| 1816 | 22.557 | funpay-mcp-servermcp · back-end | Provides AI agents with full programmatic access to a FunPay account, enabling reading chats and orders, managing lots, processing refunds, and more… | 1 star | No one-command install · Source | |
| 1817 | 22.557 | verdoc-mcpmcp · back-end | Provides coding agents with repository context through tools that generate AGENTS.md files or structured JSON summaries, quoting build/test commands… | 1 star | No one-command install · Source | |
| 1818 | 22.557 | declaw-mcp-servermcp · back-end | Runs AI-generated code in secure Firecracker microVMs with opt-in network policy enforcement, PII scanning, prompt injection defense, and audit… | 1 star | No one-command install · Source | |
| 1819 | 22.557 | just-publish-mcp-servermcp · back-end | Publish the website you built with AI to a live public URL — straight from chat, no setup. Enables deploying static sites and updating them with edit… | 1 star | No one-command install · Source | |
| 1820 | 22.557 | google-my-business-mcpmcp · back-end | MCP server that exposes Google Business Profile / Google My Business REST APIs as MCP tools, returning Google API responses directly without added… | 1 star | No one-command install · Source | |
| 1821 | 22.557 | trollspace-mcpmcp · back-end | MCP server for the Trollspace API that exposes 47 type-safe tools for managing snippets, nuggets, todos, ideas, tools, repos, travel, subscriptions… | 1 star | No one-command install · Source | |
| 1822 | 22.557 | xcreener-mcpmcp · back-end | Local stdio MCP bridge for XCREENER's XQL screener API — validate, explain, and run XQL queries from Claude Desktop, Cursor, Windsurf, or any stdio… | 1 star | No one-command install · Source | |
| 1823 | 22.557 | opentor-mcpmcp · back-end | MCP server that connects AI assistants to a supervised Firefox session routed through Tor, enabling browsing of HTTP(S) and .onion pages, reading… | 1 star | No one-command install · Source | |
| 1824 | 22.557 | dotplot-mcpmcp · back-end | MCP server for product analytics using dot plots to visualize individual user activity, with tools for user classification, aha moment detection… | 1 star | No one-command install · Source | |
| 1825 | 22.557 | membrainmcp · back-end | A self-hosted memory ledger for AI agents. Enables agents to store, search, and share persistent memories over MCP, with a web UI and REST API. | 1 star | No one-command install · Source | |
| 1826 | 22.557 | addcal-mcp-servermcp · back-end | A remote MCP server for AddCal that manages published calendars, events, subscribers, RSVPs, invites, and analytics through natural language. | 1 star | No one-command install · Source | |
| 1827 | 22.557 | weaver-mcpmcp · back-end | MCP server for connecting to Weaver E10 OA to query program modification workflow lists and details, with support for date filtering and additional… | 1 star | No one-command install · Source | |
| 1828 | 22.557 | inpost-consumer-mcpmcp · back-end | MCP server and TypeScript client for the InPost consumer API, enabling SMS login, parcel tracking, pickup codes, locker opening, returns, and… | 1 star | No one-command install · Source | |
| 1829 | 22.557 | aruba-fatturazione-elettronica-mcpmcp · back-end | Exposes read-only Aruba Fatturazione Elettronica API operations for managing electronic invoices, notifications, and providing fiscal document… | 1 star | No one-command install · Source | |
| 1830 | 22.557 | sdcvalidatormcp · back-end | MCP server for validating SDC4 XML instances against XSD schemas, with two-tier error classification and SDC4 compliance checks. | 1 star | No one-command install · Source | |
| 1831 | 22.557 | jira-assets-mcp-servermcp · back-end | Provides read and write access to Atlassian Jira Assets (formerly Insight) via MCP, enabling AI clients to fetch objects, discover schemas, update… | 1 star | No one-command install · Source | |
| 1832 | 22.557 | digital-samba-embedded-api-mcp-servermcp · back-end | Enables managing video conferencing platform tasks like creating rooms, managing recordings, and controlling live sessions through natural language… | 1 star | No one-command install · Source | |
| 1833 | 22.557 | trustmodel-mcp-servermcp · back-end | Enables AI agents to evaluate trust, safety, and bias of models and agentic traces using TrustModel APIs. | 1 star | No one-command install · Source | |
| 1834 | 22.557 | screen-mcpmcp · back-end | An MCP server that gives a model eyes and hands on a Linux Wayland desktop, enabling screenshot capture, mouse/keyboard control, OCR, and icon… | 1 star | No one-command install · Source | |
| 1835 | 22.557 | truth-social-mcpmcp · back-end | MCP server for explicitly authorized Truth Social access, offering read-only tools for profiles, timelines, search, and notifications, with optional… | 1 star | No one-command install · Source | |
| 1836 | 22.557 | mcp-openroutermcp · back-end | A Python MCP server that lets MCP hosts call OpenRouter models for chat, image generation, embeddings, and model search via FastMCP with .env support… | 1 star | No one-command install · Source | |
| 1837 | 22.557 | dsh-web-mcpmcp · back-end | An MCP bridge that exposes DeepSeek Harness (DSH) web UI's cordis RPC API as stdio tools, enabling any MCP client to manage workspaces, create/resume… | 1 star | No one-command install · Source | |
| 1838 | 22.557 | proxmox-mcp-bridgemcp · back-end | Policy-aware MCP server for Proxmox VE that maps the official API schema to MCP tools, enabling node health, disk, network, journal, updates, guest… | 1 star | No one-command install · Source | |
| 1839 | 22.557 | line-local-mcp-2mcp · back-end | A read-only MCP server that lets AI search and read both sides of a user's own LINE Desktop chat history on macOS using local database snapshots… | 1 star | No one-command install · Source | |
| 1840 | 22.557 | proxy-pool-mcp-servermcp · back-end | Manages an authorized proxy pool for security testing, providing MCP tools to select the best available proxy, report status, switch proxies, view… | 1 star | No one-command install · Source | |
| 1841 | 22.557 | mfoxa-mcpmcp · back-end | Public read-only MCP server for the catalog of licensed Ukrainian microfinance organizations. Provides tools to search loan offers, get MFO details… | 1 star | No one-command install · Source | |
| 1842 | 22.557 | zaimhub-russia-loans-catalogmcp · back-end | MCP server exposing the public catalog of Russian microfinance organizations from zaimhub.com, all listed in the state registry of the Bank of Russia… | 1 star | No one-command install · Source | |
| 1843 | 22.557 | ausdata-mcpmcp · back-end | MCP server providing one-call access to 100+ curated Australian government datasets across 9 sources, including ABS, RBA, ATO, and more. | 1 star | No one-command install · Source | |
| 1844 | 22.557 | ausdatamcp · back-end | Unified access to 9 Australian government data sources through a single AusData API key. | 1 star | No one-command install · Source | |
| 1845 | 22.557 | finsagemcp · back-end | Enables natural language analysis, screening, reporting, and comparison of A-share stocks via MCP tools or REST API, with pluggable data… | 1 star | No one-command install · Source | |
| 1846 | 22.557 | ask-google-mcp-servermcp · back-end | A stdio MCP server that provides a single tool to query Gemini with Google Search grounding for current web information, returning synthesized answers… | 1 star | No one-command install · Source | |
| 1847 | 22.557 | mcp-gemini-deep-researchmcp · back-end | MCP server that runs Google Gemini Deep Research using live Chrome session cookies, enabling autonomous web research and cited report generation… | 1 star | No one-command install · Source | |
| 1848 | 22.557 | local-agent-sensesmcp · back-end | Provides local vision and audio perception for MCP-compatible agents, enabling them to read images, transcribe text from visual media, analyze videos… | 1 star | No one-command install · Source | |
| 1849 | 22.557 | alphacam-mcp-bridgemcp · back-end | AI-driven CAM automation server that wraps AlphaCAM 2016 R1 COM API into MCP tools, enabling geometry creation, machining operations, tool management… | 1 star | No one-command install · Source | |
| 1850 | 22.557 | pocketsmith-mcp-servermcp · back-end | An MCP server that enables Claude and other clients to manage personal finances through the PocketSmith API, including accounts, transactions… | 1 star | No one-command install · Source | |
| 1851 | 22.557 | opencode-voice-mcp-servermcp · back-end | Enables voice input for AI coding assistants by recording audio, transcribing it locally with Whisper, and optionally typing the text at the cursor… | 1 star | No one-command install · Source | |
| 1852 | 22.557 | instantgrammcp · back-end | MCP server that enables AI agents to interact with Instagram DMs by managing sessions, sending messages, and configuring webhooks through the… | 1 star | No one-command install · Source | |
| 1853 | 22.557 | citewiremcp · back-end | An attribution-first MCP server that provides tools to search and cite news and research metadata from free APIs and news platforms, without storing… | 1 star | No one-command install · Source | |
| 1854 | 22.557 | local-city-mcpmcp · back-end | A template and specification for building MCP servers that provide AI assistants access to official, public civic data about a metro area, including… | 1 star | No one-command install · Source | |
| 1855 | 22.557 | ttc-mcpmcp · back-end | A Model Context Protocol server for Toronto Transit Commission (TTC) that exposes subway, streetcar, and bus schedules, real-time arrivals, vehicle… | 1 star | No one-command install · Source | |
| 1856 | 22.557 | canvas-teacher-mcpmcp · back-end | An MCP server for Canvas LMS that enables assistants to read course content, create assignments and pages, set due dates, and post announcements via… | 1 star | No one-command install · Source | |
| 1857 | 22.557 | comind-mcpmcp · back-end | A gateway that connects MCP servers and REST APIs, allowing you to curate tools into groups and expose them as virtual MCP servers for agents. | 1 star | No one-command install · Source | |
| 1858 | 22.557 | lambdacad-mcpmcp · back-end | MCP server that lets AI draw in AutoLISP-capable CAD (reference BricsCAD on Linux) via a file bridge, enabling 2D drafting, 3D solid modeling, and… | 1 star | No one-command install · Source | |
| 1859 | 22.557 | fpt-mcpmcp · back-end | MCP server for Autodesk Flow Production Tracking (ShotGrid) enabling AI assistants to query, create, update, and delete entities via the ShotGrid API… | 1 star | No one-command install · Source | |
| 1860 | 22.557 | mcp-tokensagemcp · back-end | Enables token counting, usage tracking, and cost calculation for LLM APIs, with a proxy server mode to automatically intercept and monitor API… | 1 star | No one-command install · Source | |
| 1861 | 22.557 | should-i-usemcp · back-end | MCP server that recommends which npm/PyPI libraries to use or avoid, with concise verdicts, alternatives, and code snippets, keeping responses under… | 1 star | No one-command install · Source | |
| 1862 | 22.557 | dotnet-coverage-mcpmcp · back-end | An MCP server that gives AI assistants direct access to .NET test-coverage tooling, enabling them to run tests, parse Cobertura XML, identify… | 1 star | No one-command install · Source | |
| 1863 | 22.557 | loxberry-mcp-servermcp · back-end | Enables AI assistants and agents to query and control a Loxone Miniserver installation via MCP, using existing room and control names without cloud… | 1 star | No one-command install · Source | |
| 1864 | 22.557 | minehut-mcpmcp · back-end | MCP server that lets AI agents fully manage Minehut Minecraft servers via Playwright browser automation and REST API tools, including server control… | 1 star | No one-command install · Source | |
| 1865 | 22.557 | onenote-mcp-pythonmcp · back-end | A standalone Model Context Protocol server for Microsoft OneNote desktop, connecting via the Windows COM API through a PowerShell bridge to enable… | 1 star | No one-command install · Source | |
| 1866 | 22.557 | netzschule-miro-mcp-servermcp · back-end | Enables interaction with Miro whiteboards via MCP and REST API, including board manipulation, sticky notes, shapes, and bulk operations. | 1 star | No one-command install · Source | |
| 1867 | 22.557 | repogatemcp · back-end | MCP server that wraps the GitHub REST API into tools for repo queries, issue/PR management, code review, search, and authentication, letting coding… | 1 star | No one-command install · Source | |
| 1868 | 22.557 | storepilotmcp · back-end | StorePilot is an MCP server that unifies app portfolio management across Google Play and App Store Connect, with tools for installs, earnings… | 1 star | No one-command install · Source | |
| 1869 | 22.557 | togaf10-eap-mcpmcp · back-end | TOGAF-based EA consulting MCP server providing ADM phase reference, situation-driven consulting, engagement tracking, and live-updating dashboards. | 1 star | No one-command install · Source | |
| 1870 | 22.557 | slmn-mcpmcp · back-end | Exposes a collection of developer utilities (notebook editing, remote job management, GPU checking, etc.) as MCP tools via a single server. | 1 star | No one-command install · Source | |
| 1871 | 22.557 | smartleadai-mcpmcp · back-end | An unofficial MCP server for Smartlead that exposes the SmartProspect API and core Smartlead operations, enabling agents to search for leads, manage… | 1 star | No one-command install · Source | |
| 1872 | 22.557 | tea-plannermcp · back-end | MCP server for tea enthusiasts to get daily tea recommendations, manage tea inventory, and fine-tune brewing parameters based on taste feedback. | 1 star | No one-command install · Source | |
| 1873 | 22.557 | campus-unr-mcpmcp · back-end | MCP server for the Moodle-based Campus Virtual FCEIA UNR, providing tools to read courses, assignments, forums, and grades, plus write operations… | 1 star | No one-command install · Source | |
| 1874 | 22.557 | dsh-plugin-chatcutmcp · back-end | MCP server that integrates ChatCut's video editing tools into DeepSeek Harness, enabling AI-powered video editing through natural language, including… | 1 star | No one-command install · Source | |
| 1875 | 22.557 | resemble-ai-mcp-servermcp · back-end | Enables coding assistants to query Resemble AI documentation, search pages, and access OpenAPI schemas for code generation. | 1 star | No one-command install · Source | |
| 1876 | 22.557 | vulnerabilitymcpservermcp · back-end | MCP server for retrieving vulnerability data (CVE) via HTTP, testable with MCP Inspector and OpenCode. | 1 star | No one-command install · Source | |
| 1877 | 22.557 | tracepass-mcp-servermcp · back-end | MCP server for TracePass — the EU Digital Product Passport platform. Create products, build and audit DPPs, set economic-operator parties, and… | 1 star | No one-command install · Source | |
| 1878 | 22.557 | mcp-server-reddit-adsmcp · back-end | Enables reading and writing Reddit Ads campaigns, ad groups, ads, and performance reports with tiered safety controls, using the Reddit Ads API v3. | 1 star | No one-command install · Source | |
| 1879 | 22.557 | claws-mailmcp · back-end | Enables AI tools to read, search, compose, reply, forward, and manage Claws Mail folders and messages through the user's already-configured email… | 1 star | No one-command install · Source | |
| 1880 | 22.557 | swiss-lawyer-mcpmcp · back-end | A production-minded Agentic RAG backend for informational guidance about Swiss immigration and administrative procedures, using only official Swiss… | 1 star | No one-command install · Source | |
| 1881 | 22.557 | n8n-automation-mcp-servermcp · back-end | Enables AI assistants to fully automate n8n instances via 34 MCP tools, covering workflow creation, execution debugging, credential management… | 1 star | No one-command install · Source | |
| 1882 | 22.557 | xngmcpmcp · back-end | An MCP server that exposes web_search and web_fetch tools, enabling web search via SearXNG and fetching readable public pages. | 1 star | No one-command install · Source | |
| 1883 | 22.557 | safe-workspace-mcpmcp · back-end | A minimal, security-focused MCP server that provides structured read/write access to exactly one local workspace, with built-in local Git checkpoints… | 1 star | No one-command install · Source | |
| 1884 | 22.557 | kw-notice-mcpmcp · back-end | Local read-only MCP server for Kwangwoon University notices, providing metadata-only crawling and cached notice access through a local STDIO server. | 1 star | No one-command install · Source | |
| 1885 | 22.557 | elementor-ultra-mcpmcp · back-end | Enables AI agents to read, build, refactor, and govern Elementor websites through a Model Context Protocol server and companion WordPress plugin with… | 1 star | No one-command install · Source | |
| 1886 | 22.557 | vulnary-mcpmcp · back-end | MCP server for querying CVE and package vulnerability data from NVD and OSV.dev, allowing CVE lookups and dependency scanning. | 1 star | No one-command install · Source | |
| 1887 | 22.557 | alyiox-walmart-adsmcp · back-end | Walmart Connect Ads API integration for Sponsored Search and Display campaign management. | 1 star | No one-command install · Source | |
| 1888 | 22.557 | loenn-mcp-deltamcp · back-end | AI-powered Celeste map editor — A Model Context Protocol (MCP) server that brings full Celeste .bin map editing to Claude, GitHub Copilot, and other… | 1 star | No one-command install · Source | |
| 1889 | 22.557 | quant-data-mcp-servermcp · back-end | MCP server for Quant Data, providing measured market statistics for index futures and equities, including day-type probabilities, Weis volume-price… | 1 star | No one-command install · Source | |
| 1890 | 22.557 | pushpad-mcpmcp · back-end | Enables sending web push notifications and managing Pushpad resources (notifications, subscriptions, projects, and senders) through natural language… | 1 star | No one-command install · Source | |
| 1891 | 22.557 | ai-legal-consultation-assistantmcp · back-end | MCP server for evidence-based Chinese legal consultation. It routes labor law questions to a knowledge base and other queries to public search… | 1 star | No one-command install · Source | |
| 1892 | 22.557 | kompas-3d-ai-bridgemcp · back-end | MCP server that connects AI agents to KOMPAS-3D CAD, enabling automated 3D document operations through deterministic COM/API7 calls. | 1 star | No one-command install · Source | |
| 1893 | 22.557 | smartcli-mcp-servermcp · back-end | Exposes SmartCLI's built-in agent tools (file operations, code search, shell commands, web search, memory, and snapshots) as MCP endpoints, allowing… | 1 star | No one-command install · Source | |
| 1894 | 22.557 | acunetix-mcp-servermcp · back-end | MCP server that enables LLMs to operate Acunetix/Invicti web vulnerability scanners through 15 tools, covering authentication, target management… | 1 star | No one-command install · Source | |
| 1895 | 22.557 | steuerboard-typescript-mcp-servermcp · back-end | MCP server for the Steuerboard API, enabling interaction with Steuerboard services through natural language. | 1 star | No one-command install · Source | |
| 1896 | 22.557 | fusion-studio-mcpmcp · back-end | MCP server for inspecting and controlling Blackmagic Fusion Studio through its scripting API. | 1 star | No one-command install · Source | |
| 1897 | 22.557 | looker-mcp-servermcp · back-end | Provides AI assistants direct access to Looker through a standard MCP interface, enabling querying the semantic model, managing content, editing… | 1 star | No one-command install · Source | |
| 1898 | 22.557 | app-generation-microservicemcp · back-end | Generates compiled Flutter apps from JSON Product Requirements Documents. Exposes endpoints for PRD validation, schema, payment terms, and build… | 1 star | No one-command install · Source | |
| 1899 | 22.557 | multi-server-fastmcp-pr-reviewermcp · back-end | A zero-cost, multi-server MCP suite that provides a unified gateway and LangGraph-based automated PR-review agent, enabling code analysis, GitHub… | 1 star | No one-command install · Source | |
| 1900 | 22.557 | zemax-mcpmcp · back-end | Safety-first MCP server enabling AI assistants to drive Zemax OpticStudio sequential-mode optical design workflows, including a mock backend for… | 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.