Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4601 | 38.438 | chimerax-mcp-servermcp · back-end | Enables natural language control of UCSF ChimeraX for protein structure visualization, editing, and analysis through MCP clients. | 3 stars | No one-command install · Source | |
| 4602 | 38.438 | shopex-ecshopx-aimcp · back-end | Connects AI assistants to ECShopX e-commerce backend and H5 capabilities with dual stdio/HTTP transport modes. | 3 stars | No one-command install · Source | |
| 4603 | 38.438 | tradingview-mcp-servermcp · back-end | Connects AI assistants to TradingView Desktop via Chrome DevTools Protocol for AI-assisted chart analysis, Pine Script development, and workflow… | 3 stars | No one-command install · Source | |
| 4604 | 38.438 | meghp89-mcpxmcp · back-end | Rust MCP proxy server for detecting schema changes and preventing tool poisoning attacks across MCP tool definitions. | 3 stars | No one-command install · Source | |
| 4605 | 38.438 | macos-app-launchermcp · back-end | A fast MCP server for opening, focusing, and quitting macOS apps, and opening URLs in the browser, usable by voice or from any MCP client. | 3 stars | No one-command install · Source | |
| 4606 | 38.438 | botwallet-co-mcpmcp · back-end | Wallet for AI agents. Earn via invoices, spend on other agents and paid APIs, manage USDC on Solana with human-set spending limits and FROST 2-of-2… | 3 stars | No one-command install · Source | |
| 4607 | 38.438 | lightcap-nexusmcp · back-end | DevOps server management with 163 tools for terminal, files, git, databases, and deployment via hosted gateway. | 3 stars | No one-command install · Source | |
| 4608 | 38.438 | tencent-ad-mcp-servermcp · back-end | Wraps all Tencent Ads Marketing API v3.0 endpoints as MCP tools, enabling AI assistants to directly manage ads, creatives, reports, and more via… | 3 stars | No one-command install · Source | |
| 4609 | 38.438 | andyleimc-source-tencent-adsmcp · back-end | MCP server exposing 358 tools for the Tencent Ads Marketing API v3.0 with OAuth token auto-refresh. | 3 stars | No one-command install · Source | |
| 4610 | 38.438 | theallenchou-lsp-bridgemcp · back-end | VS Code extension exposing running language server features as MCP tools for definition lookup, references, diagnostics, and completions. | 3 stars | No one-command install · Source | |
| 4611 | 38.438 | starlink-enterprise-mcp-servermcp · back-end | Enables managing your Starlink terminal fleet through Claude AI using the Starlink Enterprise API, supporting terminal management, telemetry, data… | 3 stars | No one-command install · Source | |
| 4612 | 38.438 | roboz0r-nuget-package-browsermcp · back-end | Browse the actual API surface of NuGet packages in .NET projects to prevent hallucinated APIs and surface real type definitions. | 3 stars | No one-command install · Source | |
| 4613 | 38.438 | softchris-backoffice-aimcp · back-end | Generates product descriptions from titles and keywords using a locally hosted Ollama language model via an Express API. | 3 stars | No one-command install · Source | |
| 4614 | 38.438 | capturescreenmcpmcp · back-end | A Windows-local MCP server for capturing screenshots (full screen, displays, regions, active window) and managing capture images via deletion tools… | 3 stars | No one-command install · Source | |
| 4615 | 38.438 | rendershot-mcp-servermcp · back-end | Enables AI agents to capture screenshots and generate PDFs from URLs or HTML via the Rendershot API. | 3 stars | No one-command install · Source | |
| 4616 | 38.438 | darius1223-celery-flowermcp · back-end | MCP server exposing all 21 Celery Flower REST API endpoints for monitoring workers, tasks, and queues. | 3 stars | No one-command install · Source | |
| 4617 | 38.438 | zerion-mcpmcp · back-end | MCP server that provides live crypto portfolio data, token info, gas prices, swap offers, and Bitcoin balance via Zerion and Blockstream APIs. | 3 stars | No one-command install · Source | |
| 4618 | 38.438 | tokisaki-galaxy-zig-docsmcp · back-end | Zig programming language documentation server for stdlib and builtin function lookup. | 3 stars | No one-command install · Source | |
| 4619 | 38.438 | markpdxt-dronelytics-mcpmcp · back-end | US drone airspace intelligence and mission planning. 24 tools: check airspace restrictions across 11 FAA data layers, plan grid/orbit/corridor… | 3 stars | No one-command install · Source | |
| 4620 | 38.438 | neaj-corp-qrverlozmcp · back-end | Dynamic QR code creation and analytics via the Qrverloz API, with retargetable codes. | 3 stars | No one-command install · Source | |
| 4621 | 38.438 | watchdealer-pavel-deepl-translatormcp · back-end | Integrates with DeepL API to provide high-quality text translation between multiple languages with comprehensive error handling and request validation | 3 stars | No one-command install · Source | |
| 4622 | 38.438 | nchemb-whoopmcp · back-end | MCP server for accessing Whoop biometric data including recovery, sleep, and workout metrics. | 3 stars | No one-command install · Source | |
| 4623 | 38.438 | vrtxomega-ollama-omegamcp · back-end | Official Ollama MCP Server. Exposes ollama_chat, ollama_generate, ollama_pull_model, ollama_list_models and ollama_show_model tools for advanced AI… | 3 stars | No one-command install · Source | |
| 4624 | 38.438 | paimon-mcp-fetchmcp · back-end | A lightweight MCP server that fetches URLs and returns clean, readable markdown, enabling AI assistants to read any webpage with article extraction… | 3 stars | No one-command install · Source | |
| 4625 | 38.438 | windows-computer-use-mcpmcp · back-end | An MCP server that gives AI agents human-like control over Windows via visual perception and simulated mouse and keyboard input, enabling automation… | 3 stars | No one-command install · Source | |
| 4626 | 38.438 | zotero-mcpmcp · back-end | Integrates with Zotero's local API to search, retrieve, read PDFs, and add items by DOI from your Zotero library. | 3 stars | No one-command install · Source | |
| 4627 | 38.438 | laradji-deadzonemcp · back-end | Local-first semantic search over library documentation — no cloud, no API key, no telemetry. | 3 stars | No one-command install · Source | |
| 4628 | 38.438 | jayluxferro-ollamamcp · back-end | Exposes local Ollama API as tools for direct interaction with locally-hosted language models, providing comprehensive model management including… | 3 stars | No one-command install · Source | |
| 4629 | 38.438 | mehulvyas911-eng-majestic-aimcp · back-end | Python MCP server with 50+ cybersecurity automation tools for authorized penetration testing and CTF challenges. | 3 stars | No one-command install · Source | |
| 4630 | 38.438 | ivncmp-dbrainmcp · back-end | Persistent memory server for AI assistants using PARA taxonomy and hot/warm/cold memory tiers with dual REST and MCP interfaces. | 3 stars | No one-command install · Source | |
| 4631 | 38.438 | unlinkedmcp · back-end | Connects your LinkedIn professional profile to AI assistants (Claude, GitHub Copilot) via LinkedIn's official Member Data Portability API, enabling… | 3 stars | No one-command install · Source | |
| 4632 | 38.438 | larsbaunwall-unlinkedmcp · back-end | Connect AI assistants to LinkedIn professional profile data via the official LinkedIn Member Data Portability API. | 3 stars | No one-command install · Source | |
| 4633 | 38.438 | mcp-from-apimcp · back-end | Enables users to expose arbitrary HTTP APIs as configurable MCP tools by defining tool specifications in a JSON configuration file. | 3 stars | No one-command install · Source | |
| 4634 | 38.438 | abnersajr-readeditmcp · back-end | Batch file read and edit MCP server that consolidates multi-file operations into single tool calls, reducing token usage by 80-95% for refactoring… | 3 stars | No one-command install · Source | |
| 4635 | 38.438 | ivanscm-yandex-weathermcp · back-end | Access Yandex Weather SmartHome API for current conditions, daily forecasts, and hourly weather data by geographic coordinates. | 3 stars | No one-command install · Source | |
| 4636 | 38.438 | watchrmcp · back-end | Official MCP server for Watchr competitive intelligence platform, providing read-only access to monitoring groups, brands, insights, and reports. | 3 stars | No one-command install · Source | |
| 4637 | 38.438 | decksaga-market-pulsemcp · back-end | Provides live financial market data for cryptocurrencies, stocks, and currencies without API keys. | 3 stars | No one-command install · Source | |
| 4638 | 38.438 | wiz0floyd-servicenow-docsmcp · back-end | MCP server providing runtime access to ServiceNow documentation via the public Fluid Docs API with search, retrieval, and autocomplete tools. | 3 stars | No one-command install · Source | |
| 4639 | 38.438 | mcp-openscad-render-loopmcp · back-end | OpenSCAD wrapped as an MCP server. Render .scad with parameter overrides, run parametric sweeps, validate syntax, compute STL metrics. Curated by… | 3 stars | No one-command install · Source | |
| 4640 | 38.438 | backendmaxmcp · back-end | AI-powered backend diagnostics MCP server that statically analyzes frontend and backend code to catch cross-boundary bugs, contract drift, missing… | 3 stars | No one-command install · Source | |
| 4641 | 38.438 | io-github-chicogong-ffvoicemcp · back-end | MCP server for offline speech-to-text and speaker diarization, enabling AI agents to transcribe audio locally without cloud APIs. | 3 stars | No one-command install · Source | |
| 4642 | 38.438 | meshy-mcpmcp · back-end | Enables Claude to generate 3D models from text or images, apply textures, and export to GLB/FBX/USDZ using the Meshy AI API. | 3 stars | No one-command install · Source | |
| 4643 | 38.438 | aidemdmcp · back-end | MCP server for intent-driven development that manages .aide specification files capturing architectural intent alongside code. | 3 stars | No one-command install · Source | |
| 4644 | 38.438 | marsheer-agentdomainmcp · back-end | Community MCP server for AgentDomain's domain registration API, enabling AI agents to search, purchase, and manage internet domains with DNS control. | 3 stars | No one-command install · Source | |
| 4645 | 38.438 | wireboardmcp · back-end | Official WireBoard MCP server for querying real-time and historical website analytics data. | 3 stars | No one-command install · Source | |
| 4646 | 38.438 | sablier-mcp-servermcp · back-end | An MCP server that lets AI assistants analyze portfolios, stress-test scenarios, generate synthetic market paths, and scan SEC filings — in under 2… | 3 stars | No one-command install · Source | |
| 4647 | 38.438 | gitbranchmcpmcp · back-end | A local-first MCP server for AI programming branch notes and mainline decision logging, supporting branch management, summary merging, and Markdown… | 3 stars | No one-command install · Source | |
| 4648 | 38.438 | mtl-c2pa-mcpmcp · back-end | MCP server for reading C2PA content provenance manifests from media files, enabling natural language queries about AI-generated content, signatures… | 3 stars | No one-command install · Source | |
| 4649 | 38.438 | webdav-mcpmcp · back-end | Provides 8 WebDAV file operations as MCP tools for AI agents to interact with remote WebDAV servers. | 3 stars | No one-command install · Source | |
| 4650 | 38.438 | peakwindow-mcp-appmcp · back-end | An MCP server that analyzes upcoming weather at alpine peaks and trailheads worldwide, ranking the best windows for climbing and ascent using… | 3 stars | No one-command install · Source | |
| 4651 | 38.438 | mocovoice-mcp-servermcp · back-end | Enables transcription of audio and video files using mocoVoice API, allowing users to start transcription jobs and retrieve results directly from… | 3 stars | No one-command install · Source | |
| 4652 | 38.438 | chatkazi-mcpmcp · back-end | Bridges MCP clients with ChatKazi WhatsApp API, enabling AI models to manage WhatsApp sessions, monitor connection states, and send text/media… | 3 stars | No one-command install · Source | |
| 4653 | 38.438 | cb-strategy-mcpmcp · back-end | An MCP server offering six strategies to filter and analyze Chinese convertible bonds, including dual-low, triple-low, YTM ranking, redemption… | 3 stars | No one-command install · Source | |
| 4654 | 38.438 | sean2077-gitlabmcp · back-end | Manage self-hosted GitLab via REST API v4 with 87 tools across projects, issues, merge requests, pipelines, and wikis. | 3 stars | No one-command install · Source | |
| 4655 | 38.438 | nveilmcp · back-end | AI-powered data visualization MCP server that generates publication-ready charts from natural language descriptions while keeping data local. | 3 stars | No one-command install · Source | |
| 4656 | 38.438 | gh-nveil-ai-nveilmcp · back-end | Generates data visualizations across geospatial, 3D, and scientific domains using multiple rendering backends. | 3 stars | No one-command install · Source | |
| 4657 | 38.438 | kage-mcpmcp · back-end | A lightweight MCP server for parsing HTML, fetching URLs, rendering terminal-style screenshots, and executing JavaScript on static HTML without… | 3 stars | No one-command install · Source | |
| 4658 | 38.438 | libredesk-mcpmcp · back-end | MCP server that exposes the complete Libredesk REST API (54 endpoints) as tools, enabling natural language management of conversations, contacts… | 3 stars | No one-command install · Source | |
| 4659 | 38.438 | ghostswapmcp · back-end | Enables AI agents to interact with GhostSwap's no-KYC crypto-to-crypto swap API, supporting quote fetching and swap execution across 1,600+ coins via… | 3 stars | No one-command install · Source | |
| 4660 | 38.438 | personal-finance-mcpmcp · back-end | Integrates Korean personal finance data (MyData) with AI models via the Codef API. | 3 stars | No one-command install · Source | |
| 4661 | 38.438 | rexysaragih-bitbucketmcp · back-end | Integrates with Bitbucket Cloud repositories through the v2.0 REST API for repository operations, pull request management, branch operations with Jira… | 3 stars | No one-command install · Source | |
| 4662 | 38.438 | tradingview-mcp-codexmcp · back-end | A Codex-first MCP server that bridges TradingView Desktop via Chrome DevTools Protocol, enabling launch, symbol/timeframe control, and health checks… | 3 stars | No one-command install · Source | |
| 4663 | 38.438 | saperly-mcpmcp · back-end | MCP server for Saperly that enables AI agents to provision phone numbers, place calls, send SMS, and manage credentials via 36 tools backed by the… | 3 stars | No one-command install · Source | |
| 4664 | 38.438 | globestudiomcp · back-end | MCP server for GlobeStudio. | 3 stars | No one-command install · Source | |
| 4665 | 38.438 | spring-nacos-mcpmcp · back-end | A project-aware, read-only Nacos MCP server for Spring Cloud repositories. | 3 stars | No one-command install · Source | |
| 4666 | 38.438 | ghost-security-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for the Ghost Security API, providing secure access to security findings and repository data through… | 3 stars | No one-command install · Source | |
| 4667 | 38.438 | unreal-mcp-ghostmcp · back-end | Enables AI clients to control Unreal Engine 5 editor for automated Blueprint authoring, level inspection, actor spawning, and other editor workflows… | 3 stars | No one-command install · Source | |
| 4668 | 38.438 | nowsecure-mcp-servermcp · back-end | Enables interaction with NowSecure Platform for listing applications, retrieving remediation findings, and generating remediation PDFs via REST and… | 3 stars | No one-command install · Source | |
| 4669 | 38.438 | tychi-wallet-mcpmcp · back-end | Self-custody wallet MCP server for Arbitrum, enabling local key signing and wallet management via tools; supports chat for balances, sends, and… | 3 stars | No one-command install · Source | |
| 4670 | 38.438 | live-translate-mcpmcp · back-end | Real-time English ↔ Mandarin Chinese speech translation for Claude. Transcribes audio locally with Whisper, translates via Claude API, and synthesises… | 3 stars | No one-command install · Source | |
| 4671 | 38.438 | apple-apps-mcpmcp · back-end | Local macOS MCP server and setup app for Apple apps | 3 stars | No one-command install · Source | |
| 4672 | 38.438 | resume-tailor-mcpmcp · back-end | An MCP server that tailors a resume to a job posting by providing fit scores, keyword extraction, and bullet rewrites. | 3 stars | No one-command install · Source | |
| 4673 | 38.438 | fireberry-crm-mcp-servermcp · back-end | Enables AI assistants to securely interact with Fireberry CRM, allowing metadata exploration, schema management, and record operations through natural… | 3 stars | No one-command install · Source | |
| 4674 | 38.438 | mrmarket-ai-mcp-servermcp · back-end | Enables financial research on US-listed equities by answering natural language questions with structured data from fundamentals, prices, earnings, and… | 3 stars | No one-command install · Source | |
| 4675 | 38.438 | google-health-mcpmcp · back-end | Read-only MCP server exposing daily health facts, 7/28-day baselines, and deterministic daily pulse from Google Health API data. | 3 stars | No one-command install · Source | |
| 4676 | 38.438 | jwt-base64-decoder-mcp-servermcp · back-end | Enables AI agents to safely decode and inspect JWT tokens and Base64 payloads in real-time. | 3 stars | No one-command install · Source | |
| 4677 | 38.438 | regex-toolkit-mcp-servermcp · back-end | Enables LLM agents to extract, validate, and mask personally identifiable information using deterministic regular expressions, reducing token usage… | 3 stars | No one-command install · Source | |
| 4678 | 38.438 | salesforce-commerce-cloud-agentic-mcpmcp · back-end | The official Model Context Protocol adapter for Salesforce Commerce Cloud (B2C). Empower your AI agents to seamlessly navigate headless storefronts… | 3 stars | No one-command install · Source | |
| 4679 | 38.438 | time-millisecond-converter-mcp-servermcp · back-end | Enables AI agents to accurately parse, format, and convert time durations and millisecond values with deterministic precision, avoiding common… | 3 stars | No one-command install · Source | |
| 4680 | 38.438 | url-parser-mcp-servermcp · back-end | Enables autonomous agents to precisely deconstruct, analyze, and manipulate URLs and query parameters without hallucination. | 3 stars | No one-command install · Source | |
| 4681 | 38.438 | uuid-generator-engine-mcp-servermcp · back-end | Generates cryptographically secure, compliant UUIDs (v4, v5, v7) to prevent AI-hallucinated identifiers that would cause database collisions. | 3 stars | No one-command install · Source | |
| 4682 | 38.438 | sendblue-browsermcp · back-end | MCP server that wraps sendblue-browser-use's HTTP API, providing tools to control a stealth-patched Chromium browser with persistent sessions… | 3 stars | No one-command install · Source | |
| 4683 | 38.438 | mcpcraftmcp · back-end | A lightweight SDK for building Model Context Protocol (MCP) servers with zero-config setup, automatic TypeScript type inference, and Zod runtime… | 3 stars | No one-command install · Source | |
| 4684 | 38.438 | lan99mu-confluence-markdown-syncmcp · back-end | Bidirectional sync between Confluence pages and local Markdown files with 3 tools and a resource endpoint. | 3 stars | No one-command install · Source | |
| 4685 | 38.438 | mpc-legifrancemcp · back-end | MCP server covering French law via the PISTE platform: 62 tools wrapping the full Légifrance API (legislation, codes, Journal Officiel… | 3 stars | No one-command install · Source | |
| 4686 | 38.438 | tangentstorm-jmcp · back-end | MCP server embedding the J programming language interpreter for executing J code from AI assistants. | 3 stars | No one-command install · Source | |
| 4687 | 38.438 | sqlmindmcp · back-end | An MCP server that provides SQL generation, validation, transpilation, and schema introspection across 10 SQL dialects, using a property graph schema… | 3 stars | No one-command install · Source | |
| 4688 | 38.438 | camoufox-versatile-mcpmcp · back-end | This MCP server enables automated captcha solving for Cloudflare challenges and provides a comprehensive JSVMP offline replay pipeline for signature… | 3 stars | No one-command install · Source | |
| 4689 | 38.438 | aryanmehrotra-mcpgenmcp · back-end | Converts OpenAPI/Swagger specs into MCP servers at runtime without code generation. | 3 stars | No one-command install · Source | |
| 4690 | 38.438 | px4-ulog-mcpmcp · back-end | MCP server for inspecting PX4 ULog flight logs, enabling AI assistants to understand, debug, and reason about drone systems. | 3 stars | No one-command install · Source | |
| 4691 | 38.438 | cuescopemcp · back-end | CueScope is a read-first MCP server that gives AI assistants safe production intelligence for vMix workflows. It reads vMix state, explains what it… | 3 stars | No one-command install · Source | |
| 4692 | 38.438 | io-github-praveensehgal-remarkablemcp · back-end | MCP server that connects AI assistants to your reMarkable tablet, enabling reading, searching, and traversing handwritten and typed notes via OCR. | 3 stars | No one-command install · Source | |
| 4693 | 38.438 | taskchampion-mcpmcp · back-end | MCP server for Taskwarrior 3.x — 35 tools for task lifecycle, time tracking, schema validation, and role-based permissions. | 3 stars | No one-command install · Source | |
| 4694 | 38.438 | blogger-mcpmcp · back-end | A TypeScript MCP server for managing Blogger drafts and posts, project devlogs with screenshots, and Strava running retrospectives via natural… | 3 stars | No one-command install · Source | |
| 4695 | 38.438 | marin1321-devtoolsmcp · back-end | Production-grade MCP server providing AI-native developer tools across filesystem, database, process, and OpenAPI categories. | 3 stars | No one-command install · Source | |
| 4696 | 38.438 | hackerone-mcp-servermcp · back-end | Enables MCP clients like Claude and Codex to interact with HackerOne's API to list and get reports, programs, and scopes. | 3 stars | No one-command install · Source | |
| 4697 | 38.438 | openzitimcp · back-end | Natural language interface for OpenZiti network management operations through 201 API tools and 8 meta-tools. | 3 stars | No one-command install · Source | |
| 4698 | 38.438 | youssofkhawaja-kube-mcpmcp · back-end | Multi-cluster Kubernetes management via natural language using a central server and lightweight per-cluster agents over WebSocket. | 3 stars | No one-command install · Source | |
| 4699 | 38.438 | kube-mcpmcp · back-end | A Model Context Protocol server that lets AI assistants query multiple Kubernetes clusters simultaneously using natural language. | 3 stars | No one-command install · Source | |
| 4700 | 38.438 | comfy-pilot-opencode-editionmcp · back-end | MCP server that lets OpenCode (or any MCP-compatible AI coding tool) directly control ComfyUI for AI image generation. | 3 stars | 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.