Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3001 | 29.013 | shouldigo-surf-mcpmcp · back-end | MCP server for real-time surf conditions at 5,000+ beaches worldwide. Enables checking surf conditions, finding nearest spots, and listing spots via… | 1 star · 1 fork | No one-command install · Source | |
| 3002 | 29.013 | fasuizu-br-brainiall-mcp-servermcp · back-end | AI-powered speech tools: pronunciation assessment with phoneme-level feedback, speech-to-text with language detection, and text-to-speech with… | 1 star · 1 fork | No one-command install · Source | |
| 3003 | 29.013 | junipr-labs-mcp-servermcp · back-end | Web intelligence API for AI agents — screenshot capture, PDF generation, page metadata extraction, and 75+ specialized data extractors for news… | 1 star · 1 fork | No one-command install · Source | |
| 3004 | 29.013 | discord-mcpmcp · back-end | Enables LLMs to read and send Discord messages, list servers and channels, and monitor unread messages via a selfbot that uses a user token (violates… | 1 star · 1 fork | No one-command install · Source | |
| 3005 | 29.013 | horoshop-mcp-servermcp · back-end | An unofficial MCP server that connects AI agents to Horoshop e-commerce stores, providing tools for managing orders, products, and store operations… | 1 star · 1 fork | No one-command install · Source | |
| 3006 | 29.013 | needhumanmcp · back-end | Human-as-a-Service API for AI agents to delegate tasks requiring real humans. | 1 star · 1 fork | No one-command install · Source | |
| 3007 | 29.013 | deepseek-mcp-servermcp · back-end | MCP server that wraps DeepSeek's AI capabilities into standard MCP tools, supporting three authentication modes including free web-based usage without… | 1 star · 1 fork | No one-command install · Source | |
| 3008 | 29.013 | gurufocus-mcpmcp · back-end | MCP server that exposes GuruFocus financial data to AI assistants via 50+ tools for stocks, gurus, insiders, politicians, and economic data with… | 1 star · 1 fork | No one-command install · Source | |
| 3009 | 29.013 | gh-dreamingms-kaelmcp · back-end | AI-native toolkit with web scraping, image generation, search, and utility tools via hosted endpoint. | 1 star · 1 fork | No one-command install · Source | |
| 3010 | 29.013 | hyblock-capital-mcp-servermcp · back-end | An MCP server exposing 53 tools covering the Hyblock Capital API for orderflow, funding, sentiment, liquidity, and more, with automatic OAuth2 token… | 1 star · 1 fork | No one-command install · Source | |
| 3011 | 29.013 | aakashbhardwaj27-ai-scannermcp · back-end | Scan codebases for LLM and AI SDK usage, exposed API tokens, and hardcoded secrets. | 1 star · 1 fork | No one-command install · Source | |
| 3012 | 29.013 | harvest-time-tracking-mcp-servermcp · back-end | Enables LLM clients to interact with Harvest time tracking accounts for managing clients, projects, users, and time entries via natural language. | 1 star · 1 fork | No one-command install · Source | |
| 3013 | 29.013 | reality-defender-mcp-servermcp · back-end | Enables LLMs to analyze images, videos, audio, and text files for AI-generated content using the Reality Defender API, with support for user file… | 1 star · 1 fork | No one-command install · Source | |
| 3014 | 29.013 | notion-ai-chatbot-mcp-servermcp · back-end | Supercharges any Notion workspace with an AI chatbot and MCP server, enabling natural language interaction, search, summarization, and content… | 1 star · 1 fork | No one-command install · Source | |
| 3015 | 29.013 | blackduck-polaris-mcp-servermcp · back-end | An MCP server for Black Duck Polaris that enables AI coding assistants to trigger scans, manage findings, generate reports, and handle policies across… | 1 star · 1 fork | No one-command install · Source | |
| 3016 | 29.013 | czechmedmcpmcp · back-end | An MCP server with 60 tools connecting AI assistants to Czech healthcare databases (SUKL, MKN-10, NRPZS) and global biomedical sources (PubMed… | 1 star · 1 fork | No one-command install · Source | |
| 3017 | 29.013 | atp-librarian-mcp-servermcp · back-end | Enforces the Agent Task Protocol (.atp.json) contract, enabling worker agents to claim, finish, and decompose tasks while maintaining a valid… | 1 star · 1 fork | No one-command install · Source | |
| 3018 | 29.013 | mcp-weather-server-demomcp · back-end | Demo MCP server that provides weather data for cities, with tools to get weather and list available cities. | 1 star · 1 fork | No one-command install · Source | |
| 3019 | 29.013 | mcp-pyatvmcp · back-end | MCP server for controlling Apple TV, HomePod, and AirPlay devices via pyatv, offering 32 tools for playback, navigation, volume, apps, and more. | 1 star · 1 fork | No one-command install · Source | |
| 3020 | 29.013 | yifanyifan897645-checkupmcp · back-end | Diagnoses token costs, schema bloat, duplicate tools, and optimization opportunities across installed servers. | 1 star · 1 fork | No one-command install · Source | |
| 3021 | 29.013 | mcp-checkupmcp · back-end | Diagnoses MCP server token costs, finds duplicates, grades efficiency, and generates optimization reports. | 1 star · 1 fork | No one-command install · Source | |
| 3022 | 29.013 | mcp-tw-companymcp · back-end | An MCP server for querying Taiwan company registry open data, enabling search by name, number, directors, business items, and branch offices. | 1 star · 1 fork | No one-command install · Source | |
| 3023 | 29.013 | evernote-mcp-servermcp · back-end | Unofficial Evernote MCP server with 22 tools for full CRUD, semantic search, and AI features, enabling note management via natural language. | 1 star · 1 fork | No one-command install · Source | |
| 3024 | 29.013 | simply-outlook-mcpmcp · back-end | Enables AI assistants to manage Outlook calendars and emails through the Microsoft Graph API, supporting calendar events, email operations, and… | 1 star · 1 fork | No one-command install · Source | |
| 3025 | 29.013 | one8943-ai-furniture-hubmcp · back-end | MCP server for furniture and home product search with millimeter-precision dimension matching and replacement intelligence. | 1 star · 1 fork | No one-command install · Source | |
| 3026 | 29.013 | financial-hub-mcp-servermcp · back-end | A TypeScript MCP server for financial data aggregation that connects AI assistants to SEC EDGAR filings, XBRL statements, FRED economic indicators… | 1 star · 1 fork | No one-command install · Source | |
| 3027 | 29.013 | mail-cal-drive-mcpmcp · back-end | A self-hosted MCP server for managing email, calendar, and cloud storage across Microsoft 365, Google Workspace, and IMAP accounts, enabling natural… | 1 star · 1 fork | No one-command install · Source | |
| 3028 | 29.013 | mcp-oeismcp · back-end | MCP server for querying the OEIS (Online Encyclopedia of Integer Sequences) API, enabling sequence lookup by ID, term search, and name search. | 1 star · 1 fork | No one-command install · Source | |
| 3029 | 29.013 | mcp-parigpmcp · back-end | MCP server that exposes the PARI/GP number theory library, enabling advanced mathematical computations like factorization, primality testing… | 1 star · 1 fork | No one-command install · Source | |
| 3030 | 29.013 | model-council-mcp-servermcp · back-end | Runs a task through 3 parallel AI models (China or USA preset) and returns concise responses for Claude to synthesize. | 1 star · 1 fork | No one-command install · Source | |
| 3031 | 29.013 | seedance-polza-mcp-servermcp · back-end | Generates videos using bytedance/seedance-2 models on Polza.ai, supporting text-to-video and image-to-video with polling for completion. | 1 star · 1 fork | No one-command install · Source | |
| 3032 | 29.013 | ivanantigravity-lgtm-seedance-polzamcp · back-end | Text-to-video and image-to-video generation using Seedance models via the Polza.ai API. | 1 star · 1 fork | No one-command install · Source | |
| 3033 | 29.013 | nano-banana-2-polza-mcp-servermcp · back-end | MCP server for generating and editing images through Polza AI using Google Gemini models (Nano Banana 2, Pro, Flash). It supports conditioning with up… | 1 star · 1 fork | No one-command install · Source | |
| 3034 | 29.013 | ivanantigravity-lgtm-nanobananamcp · back-end | Connects to Polza AI media and storage APIs for managing digital assets through AI agents. | 1 star · 1 fork | No one-command install · Source | |
| 3035 | 29.013 | aigroup-finnhub-mcpmcp · back-end | A Node.js MCP server that wraps the Finnhub API to provide stock market data, technical analysis, news sentiment, and cryptocurrency market… | 1 star · 1 fork | No one-command install · Source | |
| 3036 | 29.013 | alexfleetcommander-agent-trust-stack-mcpmcp · back-end | Cryptographic provenance, bilateral blind reputation scoring, and tamper-evident logging for AI agent interactions. 7 interlocking trust protocols… | 1 star · 1 fork | No one-command install · Source | |
| 3037 | 29.013 | btp-mcp-servermcp · back-end | Connects AI agents to SAP BTP platform APIs for service discovery, instance management, and destination queries via natural language. | 1 star · 1 fork | No one-command install · Source | |
| 3038 | 29.013 | milkbasket-mcp-servermcp · back-end | Enables AI assistants to interact with Milkbasket for grocery shopping, including OTP authentication, product search, cart management, wallet balance… | 1 star · 1 fork | No one-command install · Source | |
| 3039 | 29.013 | mega-outlook-mcpmcp · back-end | Comprehensive MCP server for local Microsoft Outlook automation, providing 64 tools across email, calendar, contacts, tasks, notes, and Exchange… | 1 star · 1 fork | No one-command install · Source | |
| 3040 | 29.013 | readonly-mcp-akamaimcp · back-end | Read-only MCP server for Akamai CDN that enables searching properties, browsing EdgeWorker code, querying DNS zones, inspecting network lists, and… | 1 star · 1 fork | No one-command install · Source | |
| 3041 | 29.013 | cochrane-meta-analysis-mcp-servermcp · back-end | Enables AI-assisted meta-analysis workflows following Cochrane methodological standards, including importing RevMan data, validation, meta-analysis… | 1 star · 1 fork | No one-command install · Source | |
| 3042 | 29.013 | linkedin-mcp-pro-maxmcp · back-end | High-performance autonomous MCP server that turns LinkedIn into an API for AI workflows, enabling profile management, job search, content posting, and… | 1 star · 1 fork | No one-command install · Source | |
| 3043 | 29.013 | deapi-mcp-servermcp · back-end | Production-ready MCP server for the deAPI REST API, exposing AI capabilities like audio transcription, image generation, OCR, video generation, and… | 1 star · 1 fork | No one-command install · Source | |
| 3044 | 29.013 | deapimcp · back-end | AI inference API for audio transcription, image generation, video creation, TTS, OCR, and embeddings. | 1 star · 1 fork | No one-command install · Source | |
| 3045 | 29.013 | aderix-vantagatemcp · back-end | Human-in-the-loop approval system for AI agents with OpenAPI integration. | 1 star · 1 fork | No one-command install · Source | |
| 3046 | 29.013 | theharvester-mcp-servermcp · back-end | Enables AI assistants to perform domain reconnaissance using theHarvester OSINT tool, including email harvesting, subdomain discovery, DNS brute… | 1 star · 1 fork | No one-command install · Source | |
| 3047 | 29.013 | internet-context-mcpmcp · back-end | A read-only MCP server that gives AI agents the web as compact, ranked, verified evidence — no API keys, no cloud retrieval, all models local. | 1 star · 1 fork | No one-command install · Source | |
| 3048 | 29.013 | ebay-browse-mcpmcp · back-end | Minimal MCP server for searching eBay listings via the Browse API, enabling keyword search with filters, sorting, pagination, and retrieving full item… | 1 star · 1 fork | No one-command install · Source | |
| 3049 | 29.013 | delora-mcpmcp · back-end | Enables cross-chain quote retrieval, chain/token information, and tool discovery via the Delora API. | 1 star · 1 fork | No one-command install · Source | |
| 3050 | 29.013 | deloramcp · back-end | Cross-chain swap quotes, token data, and chain information via the Delora Protocol API. | 1 star · 1 fork | No one-command install · Source | |
| 3051 | 29.013 | minecraft-diagnostic-mcpmcp · back-end | An external MCP server for diagnosing Minecraft servers via backup analysis, local runtime, or Docker runtime, offering tools for plugin inspection… | 1 star · 1 fork | No one-command install · Source | |
| 3052 | 29.013 | den-indance-shopify-promcp · back-end | Shopify MCP server with real ShopifyQL analytics, auto-refresh auth, and Shopify 2026-04 API support. | 1 star · 1 fork | No one-command install · Source | |
| 3053 | 29.013 | suttonwilliamd-tpcmcp · back-end | TPC Server enables AI agents to document their reasoning processes, strategies, and actions through a structured system of Thoughts, Plans, and… | 1 star · 1 fork | No one-command install · Source | |
| 3054 | 29.013 | planka-mcp-server-for-claudemcp · back-end | Enables AI-powered project management by connecting Claude to Planka kanban boards via 75+ MCP tools for creating, updating, and managing projects… | 1 star · 1 fork | No one-command install · Source | |
| 3055 | 29.013 | einiba-canyougrabmcp · back-end | Confidence-scored domain availability checking via the CanYouGrab.it API. | 1 star · 1 fork | No one-command install · Source | |
| 3056 | 29.013 | 06ketan-substack-opsmcp · back-end | Substack content management and engagement automation — browse posts, reply, restack, and run automations via 26 tools. | 1 star · 1 fork | No one-command install · Source | |
| 3057 | 29.013 | powershell-empire-mcp-servermcp · back-end | Enables AI assistants to manage Empire listeners, stagers, agents, modules, and credentials via the Empire REST API. | 1 star · 1 fork | No one-command install · Source | |
| 3058 | 29.013 | fieldcure-mcp-filesystem-servermcp · back-end | A secure MCP server that exposes local filesystem operations to AI clients with sandboxed access and runtime directory changes. | 1 star · 1 fork | No one-command install · Source | |
| 3059 | 29.013 | kimi-mcp-servermcp · back-end | Bridges MCP clients to Moonshot AI's Kimi Code CLI, enabling file analysis, brainstorming, batch tasks, code reviews, and session management within… | 1 star · 1 fork | No one-command install · Source | |
| 3060 | 29.013 | mcp-server-linearmcp · back-end | MCP server for accessing and managing Linear resources like issues, projects, and comments with full CRUD operations and search. | 1 star · 1 fork | No one-command install · Source | |
| 3061 | 29.013 | gatepay-local-mcpmcp · back-end | A local MCP server for handling X402 payment-protected HTTP endpoints, offering tools for order placement, signing, and payment submission with… | 1 star · 1 fork | No one-command install · Source | |
| 3062 | 29.013 | meshcore-mcpmcp · back-end | A Model Context Protocol server that exposes a MeshCore node and the mesh reachable through it as a clean, high-signal interface for AI agents or… | 1 star · 1 fork | No one-command install · Source | |
| 3063 | 29.013 | ssanju-mcp-scopemcp · back-end | Passive debugging proxy for MCP that captures and analyzes JSON-RPC traffic between clients and servers, with TUI exploration, statistics, and session… | 1 star · 1 fork | No one-command install · Source | |
| 3064 | 29.013 | capcut-mcp-servermcp · back-end | Enables AI assistants to fully control CapCut video editing projects, including creating projects, importing media, adding text/subtitles, managing… | 1 star · 1 fork | No one-command install · Source | |
| 3065 | 29.013 | bazos-mcpmcp · back-end | MCP server for interacting with Bazos.cz, Bazos.sk, Bazos.at, and Bazos.pl. Supports searching ads, retrieving ad details, and fetching user ratings. | 1 star · 1 fork | No one-command install · Source | |
| 3066 | 29.013 | whylingxi-insurance-mcp-servermcp · back-end | Enables AI agents to search, compare, recommend, quote, and pre-underwrite Chinese insurance products via MCP, covering 158 insurers and 489 products. | 1 star · 1 fork | No one-command install · Source | |
| 3067 | 29.013 | kinbox-mcpmcp · back-end | MCP server for integration with Kinbox API, enabling WhatsApp, Instagram, and multi-channel customer service management through tools for contacts… | 1 star · 1 fork | No one-command install · Source | |
| 3068 | 29.013 | ip-fabric-mcp-servermcp · back-end | Enables AI assistants to query IP Fabric network inventory and snapshots through natural language, using tools to fetch devices, interfaces, routing… | 1 star · 1 fork | No one-command install · Source | |
| 3069 | 29.013 | reliaquest-greymatter-mcp-servermcp · back-end | Enables AI assistants to interact with the ReliaQuest GreyMatter platform via 146 tools across 22 domains for incident response, playbooks, cases, and… | 1 star · 1 fork | No one-command install · Source | |
| 3070 | 29.013 | lumu-mcp-servermcp · back-end | An MCP server that integrates Claude Desktop with the Lumu Defender API for AI-powered security incident analysis and management. | 1 star · 1 fork | No one-command install · Source | |
| 3071 | 29.013 | nzxplorer-mcp-servermcp · back-end | An MCP server that gives AI assistants direct access to New Zealand stock market data via the NZXplorer API, enabling natural language queries for 130… | 1 star · 1 fork | No one-command install · Source | |
| 3072 | 29.013 | msloop-mcpmcp · back-end | MCP server that provides read access to Microsoft Loop workspaces and pages by reusing your Loop web session, enabling listing, reading, and searching… | 1 star · 1 fork | No one-command install · Source | |
| 3073 | 29.013 | streeteasy-mcpmcp · back-end | A remote MCP server that wraps the StreetEasy GraphQL API to enable LLM agents to search and parse NYC rental listings. | 1 star · 1 fork | No one-command install · Source | |
| 3074 | 29.013 | nessos666-chart-visionmcp · back-end | Offline MCP server for analyzing TradingView charts using computer vision, detecting candle patterns, price levels, zones, and volume without API… | 1 star · 1 fork | No one-command install · Source | |
| 3075 | 29.013 | dymola-mcp-servermcp · back-end | Enables AI agents to load, translate, simulate, and analyze Modelica models in Dymola via the Model Context Protocol. | 1 star · 1 fork | No one-command install · Source | |
| 3076 | 29.013 | reforgerforge-mcpmcp · back-end | Enables AI-powered modding for Arma Reforger with 50 tools for API search, code generation, project scaffolding, and Workbench control. | 1 star · 1 fork | No one-command install · Source | |
| 3077 | 29.013 | dsa-tracker-mcpmcp · back-end | This is an MCP server for tracking your progress through DSA questions with spaced repetition, built-in NeetCode 150 list, and tools to log attempts… | 1 star · 1 fork | No one-command install · Source | |
| 3078 | 29.013 | trading-volatility-mcpmcp · back-end | Enables AI agents to discover and retrieve options market-structure data (GEX, gamma flip levels, dealer positioning, skew, max pain, expected-move… | 1 star · 1 fork | No one-command install · Source | |
| 3079 | 29.013 | mealie-mcp-servermcp · back-end | An MCP server for managing recipes, meal plans, shopping lists, and more through a self-hosted Mealie instance. | 1 star · 1 fork | No one-command install · Source | |
| 3080 | 29.013 | huntflow-mcpmcp · back-end | MCP server for HuntFlow ATS API v2, providing tools to manage vacancies, candidates, resumes, pipeline stages, rejection reasons, comments, and… | 1 star · 1 fork | No one-command install · Source | |
| 3081 | 29.013 | contextcache-mcpmcp · back-end | A local MCP server that indexes TypeScript/JavaScript projects and returns budget-aware, dependency-optimized context packs for AI coding assistants. | 1 star · 1 fork | No one-command install · Source | |
| 3082 | 29.013 | lexicon-mcpmcp · back-end | Enables querying and updating a Lexicon DJ library via its Local API, supporting read tools always on and write tools when enabled. | 1 star · 1 fork | No one-command install · Source | |
| 3083 | 29.013 | pinkpixel-blabber-openai-ttsmcp · back-end | Converts text into natural-sounding speech with multiple voice options, audio formats, and automatic playback capabilities using OpenAI's TTS API. | 1 star · 1 fork | No one-command install · Source | |
| 3084 | 29.013 | vibe-co-mcp-servermcp · back-end | Enables AI assistants to interact with the Vibe CTV/streaming advertising platform, allowing listing of advertisers, apps, campaigns, and creating… | 1 star · 1 fork | No one-command install · Source | |
| 3085 | 29.013 | kinsta-mcp-servermcp · back-end | MCP server for the Kinsta WordPress hosting platform, enabling AI assistants to interact with Kinsta sites and infrastructure via the Kinsta API. | 1 star · 1 fork | No one-command install · Source | |
| 3086 | 29.013 | fiken-mcpmcp · back-end | Enables AI assistants to manage invoices, contacts, purchases, journal entries, and other accounting operations via the Fiken API. | 1 star · 1 fork | No one-command install · Source | |
| 3087 | 29.013 | floodwisemcp · back-end | MCP server to look up long-term flood risk for England postcodes using official Environment Agency data, and validate UK postcodes. | 1 star · 1 fork | No one-command install · Source | |
| 3088 | 29.013 | teryt-mcpmcp · back-end | MCP server for querying the Polish TERYT registry, including territorial units, localities, streets, and locality types via tools and CLI. | 1 star · 1 fork | No one-command install · Source | |
| 3089 | 29.013 | gh-apiarya-wemomcp · back-end | Control WeMo smart home devices with discovery, toggle, brightness, and HomeKit codes. | 1 star · 1 fork | No one-command install · Source | |
| 3090 | 29.013 | brazilian-sanctions-mcp-servermcp · back-end | Enables searching and analyzing Brazilian sanctions across multiple registers (CNEP, CEIS, CEPIM, CEAF, Leniency Agreements) via CNPJ/CPF or name for… | 1 star · 1 fork | No one-command install · Source | |
| 3091 | 29.013 | mcp-screaming-frogmcp · back-end | MCP server for controlling Screaming Frog SEO Spider through AI assistants, enabling crawling, SEO issue analysis, and quick page checks via natural… | 1 star · 1 fork | No one-command install · Source | |
| 3092 | 29.013 | io-github-abl030-pfsense-mcpmcp · back-end | An MCP server that gives AI agents full control over pfSense firewalls via the REST API v2, with 677 tools covering firewall rules, NAT, VPN… | 1 star · 1 fork | No one-command install · Source | |
| 3093 | 29.013 | theyahia-kaitenmcp · back-end | Integrates with Kaiten project management API for board, card, and column operations. | 1 star · 1 fork | No one-command install · Source | |
| 3094 | 29.013 | retailcrm-mcpmcp · back-end | Production-grade MCP server for RetailCRM e-commerce CRM. Provides 39 tools and 2 prompt skills to manage orders, customers, products, inventory… | 1 star · 1 fork | No one-command install · Source | |
| 3095 | 29.013 | mcp-itopmcp · back-end | MCP server for iTop ITSM that provides 19 tools for analytics, ticket management, comments, knowledge base, and CI impact analysis, enabling AI… | 1 star · 1 fork | No one-command install · Source | |
| 3096 | 29.013 | agnes-image-mcp-servermcp · back-end | Enables text-to-image generation using Agnes Image 2.1 Flash via OpenAI-compatible API, supporting aspect ratios, custom resolution, and multi-image… | 1 star · 1 fork | No one-command install · Source | |
| 3097 | 29.013 | openshift-mcp-servermcp · back-end | Provides AI assistants with comprehensive OpenShift/Kubernetes cluster management capabilities through the oc CLI. | 1 star · 1 fork | No one-command install · Source | |
| 3098 | 29.013 | csoai-agent-rate-limitermcp · back-end | Fleet-wide shared rate limiter for agent-to-agent and multi-MCP deployments with coordinated throttling across servers. | 1 star · 1 fork | No one-command install · Source | |
| 3099 | 29.013 | token-dietmcp · back-end | An MCP server that reduces token usage by injecting graph-ranked repo maps, decision logs, and diff-only output into AI coding tool requests. | 1 star · 1 fork | No one-command install · Source | |
| 3100 | 29.013 | socialapis-mcp-servermcp · back-end | Unified social media API for AI agents, enabling access to Facebook pages, groups, and posts with tools for page details, posts, reels, comments, and… | 1 star · 1 fork | 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.