Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4201 | 22.524 | topyappersmcp · back-end | Discovers viral content, trending songs, and influencers across TikTok, Instagram, and YouTube through the TopYappers API. | 1 star | No one-command install · Source | |
| 4202 | 22.524 | glm-visionmcp · back-end | MCP server that gives text-only models vision capabilities via free GLM vision models, supporting image description, OCR, chart/document analysis, and… | 1 star | No one-command install · Source | |
| 4203 | 22.524 | mnova-mcpmcp · back-end | MCP server for MestReNova 15 that enables processing 1D NMR data, importing ChemDraw structures, running Mnova Verify, and writing back assignments… | 1 star | No one-command install · Source | |
| 4204 | 22.524 | kognar-nginx-manager-mcp-servermcp · back-end | MCP server that abstracts the Nginx Proxy Manager API, enabling management of proxy hosts, redirections, streams, certificates, access lists, and… | 1 star | No one-command install · Source | |
| 4205 | 22.524 | claw-sitemcp · back-end | A Python MCP server that extracts URLs, page content (with browser rendering fallback), and text from images via OCR. | 1 star | No one-command install · Source | |
| 4206 | 22.524 | pepabo-muumuu-domain-mcpmcp · back-end | Official remote MCP server for Muumuu Domain (GMO Pepabo). Search and register domains, manage owned domains and contracts, and configure DNS records… | 1 star | No one-command install · Source | |
| 4207 | 22.524 | pepabo-colormeshop-mcpmcp · back-end | Official remote MCP server for Color Me Shop (GMO Pepabo), a Japanese e-commerce platform. Manage orders, products, inventory, customers, coupons, and… | 1 star | No one-command install · Source | |
| 4208 | 22.524 | cadloop-openscadmcp · devops | Enables parametric CAD modeling using OpenSCAD via MCP, supporting syntax checking, rendering, measuring, and previewing within a sandboxed workspace. | 1 star | No one-command install · Source | |
| 4209 | 22.524 | windows-developer-mcp-servermcp · database | A production-grade MCP server for Windows developer environments, providing AI assistants with secure terminal, filesystem, git, Docker, SQLite… | 1 star | No one-command install · Source | |
| 4210 | 22.524 | instacodeio-icloud-drive-mcp-servermcp · ai-agents | MCP server for iCloud Drive on macOS, enabling Claude to browse, read, search, tag, write, and trash files with safe defaults and automatic handling… | 1 star | No one-command install · Source | |
| 4211 | 22.524 | mcp-mockmcp · back-end | A lightweight mock MCP server for local testing and resilience experiments, providing predictable tool responses with simulated latency and errors. | 1 star | No one-command install · Source | |
| 4212 | 22.524 | unity-indexermcp · database | Indexes Unity projects into a SQLite database and exposes 23 MCP tools for Claude to explore scenes, prefabs, scripts, and assets via structured… | 1 star | No one-command install · Source | |
| 4213 | 22.524 | mcp-avangenio-servicesmcp · back-end | MCP server that exposes Avangenio's service status by fetching and parsing status.avangenio.com/data.txt into normalized JSON. | 1 star | No one-command install · Source | |
| 4214 | 22.524 | kali-mcp-server-2mcp · back-end | Enables MCP clients to drive Kali Linux ethical hacking tools for authorized penetration testing, with enforced engagement scope, exploitation gating… | 1 star | No one-command install · Source | |
| 4215 | 22.524 | nausikamcp · other | Mediterranean marine forecasts, tides, anchorages, and sea routes for AI sailing assistants. | 1 star | No one-command install · Source | |
| 4216 | 22.524 | grasp-mcp-servermcp · back-end | A Windows desktop control MCP server that gives Claude eyes and hands—screen capture with coordinate-grid overlays, pixel-perfect DPI-correct… | 1 star | No one-command install · Source | |
| 4217 | 22.524 | dagsmithmcp · ai-agents | MCP server providing read-only Snowflake metadata tools (schemas, tables, queries, lineage) for agentic data pipeline generation, enabling… | 1 star | No one-command install · Source | |
| 4218 | 22.524 | capcut-mcp-3mcp · back-end | An MCP server that assembles CapCut International projects by reading and writing local project files, adding captions, subtitles, overlays, and more… | 1 star | No one-command install · Source | |
| 4219 | 22.524 | erp-report-enginemcp · database | A provably read-only SQL layer for AI agents (MCP) and weekly reports — over the database behind an ERP (Logo Tiger, Netsis, Mikro)… | 1 star | No one-command install · Source | |
| 4220 | 22.524 | hills-mcp-servermcp · back-end | An MCP server for exploring British and Irish hills (Munros, Wainwrights, Corbetts, Marilyns) with offline search, nearby hills, and detailed hill… | 1 star | No one-command install · Source | |
| 4221 | 22.524 | browsertrace-mcpmcp · browser | A Chrome extension MCP server for browser automation, providing screenshots, mouse/keyboard input, network request tracing, and continuous recording… | 1 star | No one-command install · Source | |
| 4222 | 22.524 | curlymolelabs-supericonsmcp · search | Semantic SVG icon search and recommendations for AI coding agents. | 1 star | No one-command install · Source | |
| 4223 | 22.524 | grupo-avispa-dsrmcp · other | Provides tools for interacting with Deep State Representation graphs used in robotics | 1 star | No one-command install · Source | |
| 4224 | 22.524 | dsr-mcp-servermcp · back-end | Provides AI assistants with tools to query, manipulate, and analyze Deep State Representation (DSR) graphs for robot perception and scene… | 1 star | No one-command install · Source | |
| 4225 | 22.524 | nasbridgemcp · back-end | An MCP server for TrueNAS that lets users manage ZFS pools, datasets, shares, snapshots, VMs, alerts, and network configuration through natural… | 1 star | No one-command install · Source | |
| 4226 | 22.524 | ableton12-mcpmcp · ai-agents | MCP server for Ableton Live 12 enabling full DAW control (tracks, devices, mixer, clips, transport) and audio analysis via loopback capture, allowing… | 1 star | No one-command install · Source | |
| 4227 | 22.524 | gh-nerdyaustin-memory-mcpmcp · search | Persistent memory and conversation search across multiple AI coding assistants. | 1 star | No one-command install · Source | |
| 4228 | 22.524 | tollbooth-mcp-servermcp · payments | Enables AI agents to resolve tokens, get quotes, check for honeypots/rug pulls, build swaps, and retrieve receipts via x402 micropayments. | 1 star | No one-command install · Source | |
| 4229 | 22.524 | multichain-mcp-servermcp · ai-agents | The only MCP server that gives AI agents native access to Stacks, Celo, and Base — from a single npm package. | 1 star | No one-command install · Source | |
| 4230 | 22.524 | tollboothswap-mcpmcp · back-end | MCP server for non-custodial token swaps and honeypot/rug-pull safety checks across 8 blockchains, with free quotes and paid x402-based transaction… | 1 star | No one-command install · Source | |
| 4231 | 22.524 | vibe-auditmcp · ai-agents | A multi-agent system that scans a JavaScript or TypeScript source file for unbalanced addEventListener calls, flags memory-leak vectors, and produces… | 1 star | No one-command install · Source | |
| 4232 | 22.524 | fidacy-mcpmcp · payments | Payment firewall for AI agents: a signed, independently verifiable verdict on every money-moving action. Blocks wrong/lookalike payee, over-cap, and… | 1 star | No one-command install · Source | |
| 4233 | 22.524 | atlassian-mcp-server-2mcp · back-end | Enables AI agents to manage Jira issues and Confluence pages via natural language, including creating, updating, searching, and uploading file… | 1 star | No one-command install · Source | |
| 4234 | 22.524 | meta-ai-demos-mcpmcp · back-end | Enables using Meta AI Demos (aidemos.meta.com) tools from Cursor via MCP, including SAM3 template management, media upload, and GraphQL calls. | 1 star | No one-command install · Source | |
| 4235 | 22.524 | pymso5000-mcp-servermcp · back-end | Enables AI agents to control Rigol MSO5000 oscilloscopes through VISA, including acquisition, channels, trigger, timebase, waveform generator… | 1 star | No one-command install · Source | |
| 4236 | 22.524 | agent-rackmcp · ai-agents | An MCP server that bridges CLI coding agents like Claude Code, Codex, opencode, and Antigravity into any MCP client, enabling synchronous and… | 1 star | No one-command install · Source | |
| 4237 | 22.524 | retrieval-lab-mcpmcp · search | Exposes hybrid document retrieval and evaluation tools from retrieval-lab via MCP, including search_documents, corpus_info, run_evaluation, and… | 1 star | No one-command install · Source | |
| 4238 | 22.524 | learning-mcpmcp · search | An MCP server that enforces a pedagogical workflow to teach topics step by step, using research, decomposition, and spaced retrieval practice. | 1 star | No one-command install · Source | |
| 4239 | 22.524 | praxismcp · ai-agents | Gives AI assistants a reliable memory for proven, verified skills, enabling them to reuse successful solutions and avoid repeating mistakes. | 1 star | No one-command install · Source | |
| 4240 | 22.524 | whistle-mcpmcp · back-end | Enables AI to manage whistle mock rules, values, and inspect network sessions, facilitating API mocking and debugging through natural language. | 1 star | No one-command install · Source | |
| 4241 | 22.524 | zai-mcp-plusmcp · back-end | An enhanced MCP server for Z.AI vision understanding that supports custom OpenAI-compatible endpoints and provides 8 vision tools for image/video… | 1 star | No one-command install · Source | |
| 4242 | 22.524 | mcp-knowledge-bridgemcp · ai-agents | MCP-compatible knowledge bridge with tools, resources, prompts, local BM25 KB, and a token-guarded HTTP companion for Cursor and custom agents. | 1 star | No one-command install · Source | |
| 4243 | 22.524 | vision-mcp-worker-2mcp · devops | MCP server deployed on Cloudflare Worker that provides AI with image understanding via the describe_image tool, plus an Apple-style model status… | 1 star | No one-command install · Source | |
| 4244 | 22.524 | vision-mcp-workermcp · devops | An MCP server deployed on Cloudflare Workers that gives AI the ability to describe images via configurable vision models, including a model status… | 1 star | No one-command install · Source | |
| 4245 | 22.524 | mcp-tourmcp · back-end | Integrates the Korea Tourism Organization's API to provide tourist spot recommendations and detailed information, including attractions, food, and… | 1 star | No one-command install · Source | |
| 4246 | 22.524 | zhihumcpmcp · back-end | Read-focused MCP server for Zhihu, enabling retrieval of pins, articles, comments, and replies, with optional limited write tools for drafting and… | 1 star | No one-command install · Source | |
| 4247 | 22.524 | memoryplugin-mcp-servermcp · back-end | Enables AI assistants to store, search, and manage memories, chat history, and uploaded files via the MemoryPlugin API. | 1 star | No one-command install · Source | |
| 4248 | 22.524 | voc-openapi-mcpmcp · back-end | Analyze Amazon reviews, VOC feedback, sentiment, pain points, and listing improvements through seven curated MCP tools. | 1 star | No one-command install · Source | |
| 4249 | 22.524 | milesight-gateway-mcp-servermcp · back-end | Enables managing applications, devices, profiles, multicast groups, and downlinks on a Milesight UG-series LoRaWAN gateway through natural language. | 1 star | No one-command install · Source | |
| 4250 | 22.524 | mcpserver-localmcp · front-end | A local Python MCP server that provides basic tools like greet, add_numbers, and system_info, designed for process-based connections via stdin/stdout. | 1 star | No one-command install · Source | |
| 4251 | 22.524 | chatgpt-box-mcpmcp · ai-agents | A private MCP server that lets ChatGPT create, manage, and operate Box by ASCII Linux environments through secure MCP tools. | 1 star | No one-command install · Source | |
| 4252 | 22.524 | cc-mvpmcp · front-end | A Cocos Creator 3.8 editor extension that exposes scene, node, component, prefab, preview, build, asset, and debug operations as MCP tools for AI… | 1 star | No one-command install · Source | |
| 4253 | 22.524 | mcp-student-assistancemcp · ai-agents | MCP server that provides intelligent student assistance tools for academic calculations, attendance tracking, marks analysis, and syllabus reading via… | 1 star | No one-command install · Source | |
| 4254 | 22.524 | mendapimcp · back-end | MCP server that watches upstream API providers for breaking changes, scans your codebase for impact, and drafts migration fixes locally, all… | 1 star | No one-command install · Source | |
| 4255 | 22.524 | simple-websearch-mcpmcp · back-end | This MCP server enables any MCP client to perform web searches over HTTP using just an endpoint URL and API key, abstracting away AWS SigV4 signing… | 1 star | No one-command install · Source | |
| 4256 | 22.524 | casemargin-mcp-servermcp · back-end | Exposes support case reasoning tools — generate structured case briefs and check escalation readiness from any MCP-compatible AI client. | 1 star | No one-command install · Source | |
| 4257 | 22.524 | jk-mcp-ecnlmcp · back-end | An MCP server for ECNL and ECRL youth soccer, providing schedules, standings, and RPI for both boys and girls. | 1 star | No one-command install · Source | |
| 4258 | 22.524 | w-agentmcp · ai-agents | A self-hosted WhatsApp bridge with an AI agent enabling searchable context, message drafting, and approval workflow via MCP protocol for Claude… | 1 star | No one-command install · Source | |
| 4259 | 22.524 | uodo-mcpmcp · search | Enables searching and analyzing decisions from the Polish Data Protection Authority (UODO) directly within AI clients, allowing full-text search… | 1 star | No one-command install · Source | |
| 4260 | 22.524 | foldcase-mcpmcp · ai-agents | Foldcase MCP server exposes three read-only tools over stdio that serve a coding agent the full catalog of Foldkit component Showcases — enumerating… | 1 star | No one-command install · Source | |
| 4261 | 22.524 | mcp-vision-server-2mcp · back-end | MCP server that provides the describe_image tool, enabling AI clients to analyze local images by forwarding them to any OpenAI-compatible vision… | 1 star | No one-command install · Source | |
| 4262 | 22.524 | perceivemcp · browser | Reachability-filtered browser perception and actions for AI agents. Filters snapshots to elements a user could actually reach (removes modal-occluded… | 1 star | No one-command install · Source | |
| 4263 | 22.524 | deepseek-visionmcp · ai-agents | MCP server that gives text-only LLMs vision capabilities by using a free multimodal model to perceive images, audio, and video, returning text for the… | 1 star | No one-command install · Source | |
| 4264 | 22.524 | rtk-motion-intelligence-mcp-servermcp · back-end | Provides agent-to-agent paid access to motion capture, rehabilitation biomechanics, location threat intelligence, and commercial truck-sighting data… | 1 star | No one-command install · Source | |
| 4265 | 22.524 | finanzas-mcpmcp · back-end | MCP server providing 25 financial calculation tools in Spanish: ratios, DuPont, Altman Z-Score, Piotroski F-Score, WACC, CAPM, DCF, multiples… | 1 star | No one-command install · Source | |
| 4266 | 22.524 | paybond-mcp-coding-agentmcp · devops | MCP coding agent with read-only tools and one paid tool for Paybond sandbox integration, enabling quick smoke testing and agent operations. | 1 star | No one-command install · Source | |
| 4267 | 22.524 | wt-mcpmcp · ai-agents | MCP server for managing git worktrees per product, enabling agents to create, list, sync, and open tasks with multiple projects, reusable YAML config… | 1 star | No one-command install · Source | |
| 4268 | 22.524 | plane-ce-mcpmcp · back-end | Unofficial MCP server for self-hosted Plane Community Edition, enabling project management tasks like managing work items, cycles, modules, and… | 1 star | No one-command install · Source | |
| 4269 | 22.524 | trader-journal-mcpmcp · observability | Provides AI-powered trading analytics and coaching by analyzing historical trades to identify strategies, emotional patterns, and behavioral mistakes… | 1 star | No one-command install · Source | |
| 4270 | 22.524 | repo-cartographermcp · back-end | An MCP server that maps any repository into architecture diagrams, providing tools for scanning code facts, building import graphs, and generating… | 1 star | No one-command install · Source | |
| 4271 | 22.524 | parsee-mcpmcp · observability | MCP server that enables AI assistants to interact with the PARSE app for collecting and monitoring products on Ozon and Wildberries, with tools for… | 1 star | No one-command install · Source | |
| 4272 | 22.524 | mimir-s-vaultmcp · ai-agents | An Obsidian-compatible memory graph and context management MCP server that lets AI agents navigate project architecture and relationships via… | 1 star | No one-command install · Source | |
| 4273 | 22.524 | voygr-mcpmcp · back-end | MCP server for VOYGR place verification and outbound venue calls. It provides tools to verify places, make structured calls, check credits, and access… | 1 star | No one-command install · Source | |
| 4274 | 22.524 | obtomcp · back-end | OBTO gives your AI assistant a hosted app platform: it scaffolds, deploys, and operates real full-stack apps — pages, APIs, database, scheduled jobs… | 1 star | No one-command install · Source | |
| 4275 | 22.524 | amem-2mcp · ai-agents | Enables AI assistants to persistently remember user preferences and context through client-side encrypted vaults, ensuring memory is portable and… | 1 star | No one-command install · Source | |
| 4276 | 22.524 | iiko-mcpmcp · back-end | An MCP server for debugging iikoTransport API requests, enabling interactive calls to iiko endpoints with your own credentials. | 1 star | No one-command install · Source | |
| 4277 | 22.524 | zuar-portal-blocks-mcp-servermcp · back-end | Enables Claude to build and manage Zuar Portal HTML blocks through the Portal REST API, including discovering datasources, previewing data, and… | 1 star | No one-command install · Source | |
| 4278 | 22.524 | sint-marketplace-mcpmcp · back-end | A global marketplace MCP server enabling OpenCode instances to publish, search, and exchange MCP server capabilities, knowledge, and ideas over a… | 1 star | No one-command install · Source | |
| 4279 | 22.524 | thoth-mcpmcp · database | A security-first, read-only MCP server for AI assistants to safely query MySQL, PostgreSQL, and Redis with layered safety checks. | 1 star | No one-command install · Source | |
| 4280 | 22.524 | mcp-db-connectmcp · database | Universal MCP server for readonly-first access to Oracle, SQL Server, PostgreSQL, MySQL/MariaDB, SQLite, MongoDB, and Qdrant vector search. | 1 star | No one-command install · Source | |
| 4281 | 22.524 | turkiye-veri-mcpmcp · search | Provides unified access to Turkish official data from TÜİK (statistics via SDMX) and TCMB EVDS (financial series), enabling search, query, and tidy… | 1 star | No one-command install · Source | |
| 4282 | 22.524 | memorised-them-allmcp · ai-agents | Imagine you could hand Claude a filing cabinet of your documents and say "remember all of this." Later you just ask questions, and Claude answers from… | 1 star | No one-command install · Source | |
| 4283 | 22.524 | repo-contractmcp · ai-agents | An MCP server that enforces repository governance rules for AI coding agents, providing tools to validate plans, diffs, and scan for architectural and… | 1 star | No one-command install · Source | |
| 4284 | 22.524 | tiz-n-mcp-servermcp · back-end | MCP server for operating a fictional restaurant, providing tools to consult the menu, manage active orders, view shift summaries, update dish… | 1 star | No one-command install · Source | |
| 4285 | 22.524 | application-tracker-mcpmcp · back-end | A privacy-first MCP server for locally managing job, fellowship, and graduate-school applications. It offers tools for tracking application status… | 1 star | No one-command install · Source | |
| 4286 | 22.524 | tensorfiremcp · ai-agents | MCP server for security-testing AI models, exposing garak vulnerability scanning and URL/MCP-endpoint scanning as callable tools. It lets agents probe… | 1 star | No one-command install · Source | |
| 4287 | 22.524 | lighterpack-mcpmcp · ai-agents | An MCP server that lets AI agents create and manage LighterPack packing lists — add gear, track weights, organize categories, and share lists, all… | 1 star | No one-command install · Source | |
| 4288 | 22.524 | carrymcp · ai-agents | Enables syncing a context pack between Claude Code and Claude mobile via a remote MCP server, allowing users to push instructions from their repo and… | 1 star | No one-command install · Source | |
| 4289 | 22.524 | aptabase-mcpmcp · back-end | Unofficial MCP server that lets AI agents query Aptabase analytics using cookie-authenticated dashboard endpoints, providing tools for metrics… | 1 star | No one-command install · Source | |
| 4290 | 22.524 | tribunal-mcpmcp · ai-agents | Enables fact-checking claims by providing a verify_claim tool that returns a verdict (True/False/Misleading/Unverifiable) with confidence score and… | 1 star | No one-command install · Source | |
| 4291 | 22.524 | footnote-mcpmcp · back-end | An MCP server for source-grounded web research that verifies claims against their sources, with 42 tools for search, extraction, and verification. | 1 star | No one-command install · Source | |
| 4292 | 22.524 | mcp-document-processormcp · back-end | An MCP server for reading, creating, and managing PDF, DOCX, and Excel documents with OCR, styling, categorization, and remote file bridges. | 1 star | No one-command install · Source | |
| 4293 | 22.524 | wraft-mcpmcp · back-end | MCP server for Wraft that lets AI agents discover and run curated document-lifecycle tools over Wraft's REST API, including content types, templates… | 1 star | No one-command install · Source | |
| 4294 | 22.524 | global-weather-mcp-servermcp · back-end | Provides weather data including US alerts, US forecasts, and global 5-day forecasts without requiring any API keys. | 1 star | No one-command install · Source | |
| 4295 | 22.524 | blocks-translation-mcpmcp · front-end | Finds new UI translation keys in your codebase, dedup-checks them against a Blocks/UILM tenant, and generates the JSON the Blocks portal expects for… | 1 star | No one-command install · Source | |
| 4296 | 22.524 | kc-mcp-servermcp · back-end | An MCP server for Kvindo Cloud that lets AI clients list, inspect, create, update, and delete cloud resources (VMs, volumes, Kubernetes, etc.) via… | 1 star | No one-command install · Source | |
| 4297 | 22.524 | mcp-glm-kimi-ollamamcp · ai-agents | Provides three MCP servers for Claude Code to access free/low-cost LLM models: GLM (Zhipu), Kimi (Moonshot), and local Ollama, enabling chat, vision… | 1 star | No one-command install · Source | |
| 4298 | 22.524 | factanchor-mcpmcp · back-end | A zero-cost, fully local MCP server that grounds AI assistants in verified web text, reducing hallucinations by ~80% by forcing answers only from… | 1 star | No one-command install · Source | |
| 4299 | 22.524 | smallest-mcp-servermcp · ai-agents | MCP server for the Smallest AI platform that enables managing AI voice agents, debugging calls, and viewing analytics directly from your IDE. | 1 star | No one-command install · Source | |
| 4300 | 22.524 | portalmcp · observability | Enables interaction with long-running interactive programs such as SSH, GDB, and REPLs. Provides tools to start, monitor, control, read/write I/O 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.