Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3801 | 55.207 | uspto-patent-citation-mcp-servermcp · back-end | Provides access to USPTO enriched citation and office action citation APIs with smart context reduction and progressive disclosure workflows for… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | airmail-mcpmcp · back-end | MCP server for Airmail — manage emails, calendars, contacts, and more from AI assistants. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | axis-mcp-servermcp · back-end | Runs a Model Context Protocol server directly on Axis cameras, enabling any MCP-capable AI to inspect and control the camera without cloud or… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | mordor-forge-tripomcp · back-end | 3D model generation via Tripo API supporting text-to-3D, image-to-3D, retopology, and format conversion. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | tweetkit-xmcp · back-end | MCP server that allows posting, deleting, and reading X (Twitter) tweets using your own browser session cookie, bypassing the official paid API… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | fantastical-mcpmcp · back-end | Enables AI assistants to read and create Fantastical calendar events on macOS using local database access and URL schemes, working entirely offline… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | data-filter-mcpmcp · back-end | Local MCP server that registers restricted Python filters and runs them against local JSON, YAML, and TXT files, enabling safe data filtering and file… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | kubernetes-read-only-mcp-servermcp · back-end | Enables safe, read-only interaction with Kubernetes clusters, allowing users to list resources and fetch logs without any create/update/delete… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | lattice-hq-mcp-servermcp · back-end | Enables AI models to interact with the Lattice HQ performance management platform for managing users, goals, review cycles, feedback, departments, and… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | gemini-mcp-bridgemcp · back-end | MCP server that wraps Gemini CLI as a subprocess, exposing its capabilities as Model Context Protocol tools. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | flayedone-pleskmcp · back-end | Manages a Plesk hosting server — domains, databases, SSL certificates, and email accounts via AI. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | blackbird-mcp-servermcp · back-end | Enables LLMs to access Blackbird AI's services through the Model Context Protocol, using Blackbird API credentials for authentication. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | coinbase-mcp-servermcp · back-end | Provides tools for interacting with the Coinbase Advanced Trading API, enabling autonomous crypto trading via a Claude skill. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | gh-cocaxcode-api-testingmcp · back-end | Comprehensive API testing, validation, and load testing capabilities. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | akshare-mcp-servermcp · back-end | Enables AI assistants to access comprehensive Chinese financial market data including stocks, funds, futures, and economic indicators via AKShare. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | mcp-ozon-sellermcp · back-end | MCP server for Ozon Seller API that enables AI clients to manage products, prices, stocks, orders, analytics, and finances on Ozon marketplace. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | rello-nextcloud-dynamicmcp · back-end | Dynamically generates MCP tools from a Nextcloud instance's installed apps at startup via its OpenAPI specifications. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | gh-azoraqua-minestommcp · back-end | Provides Minestom Minecraft server documentation and development guidance. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | arduino-mcp-server-simplemcp · back-end | Enables AI agents to interact with Arduino boards for compiling, uploading sketches, and serial communication. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | vba-mcp-servermcp · back-end | Enables AI assistants to directly read and write VBA code in Excel workbooks via COM, eliminating manual export/import cycles. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | redact-mcpmcp · back-end | Automatically detects and obfuscates sensitive data (PII, secrets, etc.) before Claude processes it, with lossless restoration for client… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | redalert-mcp-server-2mcp · back-end | Provides real-time rocket alerts, historical statistics, shelter search, and city data through 12 MCP tools. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | smilindave26-openzitimcp · back-end | Exposes the OpenZiti zero-trust network management API for administering identities, services, policies, routers, certificates, and sessions. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | gh-bradvin-wp-analyticsmcp · back-end | WordPress plugin exposing Google Search Console and Google Analytics 4 data through a REST endpoint. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | albertnahas-icogenie-mcpmcp · back-end | AI-powered SVG icon generation MCP server. Generate production-ready SVG icons from text descriptions with customizable styles. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | apifox-filter-mcp-servermcp · back-end | Precisely filter and fetch API documentation from Apifox or any OpenAPI URL, reducing context bloat by fetching only needed endpoints. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | sscotti-dicom-pacsmcp · back-end | Integrates with Orthanc PACS servers and FHIR systems to provide DICOM query/retrieve operations, PDF text extraction from medical documents, and… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | zero-abd-llmmcpmcp · back-end | Real-time LLM API documentation to prevent hallucinated API calls. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | pincermcp · back-end | Security-hardened gateway with proxy token architecture that prevents agents from accessing real API credentials. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | openclaw-mcp-bridgemcp · back-end | A smart bridge that aggregates multiple MCP servers under a single interface, providing relevance filtering and optional caching for efficient tool… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | documentation-managermcp · back-end | Comprehensive documentation lifecycle management powered by an MCP server. Automates documentation creation, maintenance, quality assessment, and… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | plainly-videosmcp · back-end | Integrates with Plainly Videos API to browse video templates, customize parameters with type validation, and render videos using After Effects… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | pancrepal-xiaoyibao-clinicaltrials-govmcp · back-end | Integrates with ClinicalTrials.gov API v2 to search and retrieve detailed clinical trial information by keywords, disease conditions, and geographic… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | ngsiem-mcp-servermcp · back-end | Enables MCP-compatible applications to execute CrowdStrike NGSIEM security event searches with query validation and schema discovery. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | mcp-news-servermcp · back-end | Fetches, summarizes, and analyzes Turkish news from multiple RSS sources using NLP techniques. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | unofficial-biothings-io-mcp-servermcp · back-end | Provides access to BioThings.io APIs for comprehensive gene and variant annotations, enabling seamless integration of biological data into workflows. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | taylorsatula-phone-a-friendmcp · back-end | Enables real-time communication between Claude instances through a centralized hub server for collaborative problem-solving. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | bioportal-mcpmcp · back-end | A Model Context Protocol (MCP) server for interacting with the BioPortal API to search and retrieve ontology terms. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | jenkins-ai-optimizermcp · back-end | Enterprise-grade MCP server for Jenkins CI/CD integration that enables AI assistants to diagnose build failures, analyze pipelines, and search logs… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | nitro-mcp-servermcp · back-end | Enables MCP client interaction via streamable HTTP, providing example tools (echo, getPostsByUser) and resources (posts, users) with pluggable… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | coda-mcp-server-2mcp · back-end | Enables AI-powered document automation and data manipulation with Coda.io through the Model Context Protocol, supporting document, page, table, row… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | reka-research-mcp-servermcp · back-end | Enables AI-powered fact-checking and similarity search via the Reka Research API, with tools to verify claims and find similar items by attributes. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | google-maps-comprehensive-mcpmcp · back-end | Comprehensive MCP server for Google Maps APIs, enabling geocoding, place search and details, distance matrix, elevation, and directions through… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | mcp-unimcp · back-end | A universal MCP server that acts as a unified gateway for dynamically connecting and managing multiple MCP servers via a single HTTP endpoint. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | tor-mcp-servermcp · back-end | Enables secure access to Tor/onion services with content filtering and safety guardrails for AI assistants. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | doc-ingestor-mcpmcp · back-end | An MCP server that uses Docling to convert PDFs, Office documents, images, audio, and more into clean Markdown for AI processing and RAG pipelines. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | claude-code-notebook-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides comprehensive Jupyter notebook interaction capabilities, compatible with Claude Code. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | synthetic-ci-vibe-marketingmcp · back-end | Integrates with HyperFeed's trending content API and copywriting frameworks to generate platform-optimized social media content with voice archetypes… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | ratheesh-aot-clockifymcp · back-end | Integrates with Clockify's API to provide complete time tracking and project management capabilities including time entries, projects, tasks, clients… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | calendly-universal-mcp-servermcp · back-end | MCP server providing a standardized interface for interacting with Calendly's scheduling and event management tools. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | hangfiremcp · back-end | Enables AI assistants to enqueue background jobs in Hangfire, a popular .NET job scheduling library, for executing server-side processing tasks… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | baidu-content-safetymcp · back-end | Integrates with Baidu Cloud's content safety APIs to screen text and other content for potentially harmful, inappropriate, or illegal material before… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | camel-toolkits-mcpmcp · back-end | A lightweight server that exports CAMEL framework toolkits as MCP-compatible tools. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | zendesk-help-center-mcp-servermcp · back-end | Enables searching and retrieving Zendesk Help Center articles through natural language, supporting article search and detailed article lookup by ID. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | mcp-server-minecraft-mod-devdocmcp · back-end | Provides access to Minecraft mod development documentation (Neoforge) via MCP tools, allowing users to list providers and versions, browse file… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | mcp-twitteriomcp · back-end | Allows AI assistants to query Twitter data including user info, tweets, trends, and more via twitterapi.io API. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | qiangmzsx-filesystemmcp · back-end | Go-based filesystem server that provides secure, controlled access to local files and directories through tools for browsing, reading, writing, and… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | data-dictionary-mcpmcp · back-end | A Model Context Protocol (MCP) server that coordinates AI agents to transform database tables into Wikipedia-style data dictionaries. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | image-process-mcp-servermcp · back-end | Enables image processing operations such as resizing, format conversion, cropping, rotating, and retrieving image metadata through the Sharp library. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | geminiwen-wechat-momentsmcp · back-end | Enables publishing content to WeChat Moments on macOS through AppleScript automation and mouse event emulation, providing a server interface for… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | gpaul-thingiversef512mcp · back-end | Provides a bridge to the Thingiverse API for searching, browsing, and retrieving 3D model information from the popular 3D printing community using… | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | rest-to-mcpmcp · back-end | A bridge that enables any LLM to access and interact with documented REST APIs through the Model Context Protocol (MCP). | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | arxiv-search-mcp-servermcp · back-end | Enables searching academic papers on arXiv and retrieving detailed information such as title, authors, summary, and PDF link. | 6 stars · 1 fork | No one-command install · Source | |
| 3801 | 55.207 | exa-mcp-servermcp · back-end | Enables AI assistants like Claude to perform web searches using the Exa AI Search API, providing real-time structured search results. | 6 stars · 1 fork | No one-command install · Source | |
| 3865 | 54.966 | logicroomx-crypto-mcpmcp · back-end | Real-time crypto data for AI assistants. Get live price spreads between Binance and OKX, perpetual funding rates, Cash & Carry arbitrage yields, and… | 3,601 installs | No commit datelisted | No one-command install · Source |
| 3866 | 54.838 | seleniumbase-mcp-servermcp · back-end | Enables MCP clients like Claude Desktop and Claude Code to drive a real browser with SeleniumBase automation. Offers three variants: WebDriver-based… | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | drillr-mcp-servermcp · back-end | Financial research data backend for AI agents, offering standardized financial data, semantic news and event search, paragraph-cited company filings… | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | lex-luxembourg-law-mcp-servermcp · back-end | Point-in-time access to Luxembourg law and ten EU acts: what any law said on a given date, not just the current text. 1,409 consolidated works and… | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | gh-felixgeelhaar-scoutmcp · back-end | AI-powered browser automation for Go with a 66-tool MCP server, CLI, and library using pure CDP over WebSocket. | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | app-steep-mcpmcp · back-end | Connects AI agents to Steep workspace for querying metrics, targets, entities, and team data via natural language. All tools are read-only and the… | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | socialcrawlmcp · back-end | MCP server for the SocialCrawl API providing unified access to social media data across 21 platforms and 108 endpoints. | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | rm-brain-mcp-servermcp · back-end | Enables searching and exploring handwritten reMarkable notebooks through a natural conversation with Claude Desktop, with full-text search… | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | nnar1o-knowledge-graphmcp · back-end | Local knowledge graph memory server for storing and querying interconnected information. | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | zemax-mcp-servermcp · back-end | Enables AI agents to control Ansys Zemax OpticStudio via ZOS-API, allowing optical design tasks like aperture settings, optimization, and analysis… | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | wavekit-mcpmcp · back-end | An MCP server that provides AI assistants with a persistent, sandboxed Python environment for waveform analysis, enabling loading and manipulation of… | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | boardstate-mcp-servermcp · back-end | Enables AI agents to compose and edit dashboards through MCP tools, allowing them to manage tabs, widgets, layout, and data bindings via a unified… | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | futu-opend-mcpmcp · back-end | Read-only MCP server that exposes Futu OpenD's investment-research quote APIs (stocks, options, futures, financials, news, etc.) as MCP tools… | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | ernestocorona-kanboard-mcpmcp · back-end | TypeScript MCP server for [Kanboard](https://kanboard.org) with multi-project routing via `.kanboard.yaml`. 37 tools, 982 unit tests, Docker… | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | amper-mcp-servermcp · back-end | Enables natural language-driven DeFi operations including swaps, lending, bridging, and onchain transactions across multiple protocols via… | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | chatdomain-mcp-servermcp · back-end | Enables checking domain availability and registration prices across multiple TLDs and providers. Users can find available domain names and compare… | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | hughescuit-heventure-search-mcpmcp · back-end | Free MCP web search server with 5 engines (DuckDuckGo, Bing, Google SerpAPI, Tavily). No API key required. Auto rate limiting, 300s cache… | 9 stars | armory install hughescuit-heventure-search-mcp --cli claude | |
| 3866 | 54.838 | sysplorermcp · back-end | Official MCP server for Sysplorer modeling and simulation software by Suzhou Tongyuan. | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | paralax-seldommonstermcp · back-end | Collection of cybersecurity MCP servers for threat intelligence, integrating Greynoise, Malpedia, OpenCTI, OTX, IBM XForce, and more. | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | jmerelnyc-deep-contextmcp · back-end | Analyzes TypeScript and JavaScript codebases using the compiler API to build a complete symbol graph for semantic code navigation and cross-reference… | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | nikhilbhima-mistral-ai-docsmcp · back-end | Unofficial MCP server providing BM25 search over Mistral AI developer documentation and API reference. | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | joplin-mcp-servermcp · back-end | MCP server that provides standardized tools for querying and retrieving notes from Joplin personal knowledge manager through its API, enabling AI… | 9 stars | No one-command install · Source | |
| 3866 | 54.838 | a37ai-ansible-towermcp · back-end | Bridges AI systems with Ansible Tower/AWX instances for infrastructure automation, enabling inventory, host, job template, and credential management… | 9 stars | No commit datelisted | No one-command install · Source |
| 3888 | 54.693 | contrastapimcp · back-end | MCP server with 53 security intelligence tools — CVE/KEV, MITRE ATLAS+D3FEND, Sigma detection rules, email security posture (SPF/DMARC), domain & web… | 3,548 installs | No commit datelisted | No one-command install · Source |
| 3889 | 54.149 | clear-thought-1-5mcp · back-end | [FINAL UPDATE] future updates will be rolled out to Thoughtbox --> https://smithery.ai/server/@Kastalien-Research/clear-thought-two | 3,439 installs | No commit datelisted | No one-command install · Source |
| 3890 | 54.031 | uspto-fpd-mcpmcp · back-end | High-performance server that simplifies access to the USPTO Final Petition Decisions API, streamlining document analysis and enhancing intellectual… | 4 stars · 3 forks | No one-command install · Source | |
| 3890 | 54.031 | terminal-shellmcp · back-end | Enables AI to execute shell commands in containerized environments through a lightweight server with configurable authentication and SSE transport for… | 4 stars · 3 forks | No one-command install · Source | |
| 3890 | 54.031 | ddsky-gamebrain-api-clientsmcp · back-end | Search and discover hundreds of thousands of video games on any platform through the [GameBrain API](https://gamebrain.co/api). | 4 stars · 3 forks | No one-command install · Source | |
| 3890 | 54.031 | vibgrate-ai-contextmcp · back-end | Local-first MCP server that gives AI assistants codebase intelligence—code graph, drift analysis, vulnerability attribution, and version-correct… | 4 stars · 3 forks | No one-command install · Source | |
| 3890 | 54.031 | mcp-filmmcp · back-end | The mcp.film directory as an MCP server — search a curated, continuously re-verified catalog of MCP servers for AI filmmaking, get install configs for… | 4 stars · 3 forks | No one-command install · Source | |
| 3890 | 54.031 | ebay-mcp-remote-editionmcp · back-end | An MCP server providing AI assistants comprehensive access to eBay's Sell APIs for inventory management, order fulfillment, marketing, analytics, and… | 4 stars · 3 forks | No one-command install · Source | |
| 3890 | 54.031 | uxieee-gohighlevelmcp · back-end | Exposes all 413 GoHighLevel CRM API endpoints for contacts, pipelines, conversations, and marketing automation. | 4 stars · 3 forks | No one-command install · Source | |
| 3890 | 54.031 | mcp-samsaramcp · back-end | Fleet management in your assistant — vehicles, routes, drivers and HOS compliance over Samsara's public API. | 4 stars · 3 forks | No one-command install · Source | |
| 3890 | 54.031 | igloo-mcpmcp · back-end | MCP server for searching and retrieving content from Igloo digital workplace instances. Enables AI assistants to search, fetch pages as Markdown, and… | 4 stars · 3 forks | No one-command install · Source | |
| 3890 | 54.031 | neo1228-swagger-bridgemcp · back-endalso listed as swagger-mcp-bridge | Spring Boot example that exposes SpringDoc OpenAPI operations as MCP tools via a containerized bridge. | 4 stars · 3 forks | 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.