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 | 83.4727 | token-ninjamcp · ai-agents | Enables AI coding assistants to execute shell commands locally, intercepting deterministic commands like git status and npm test before they reach the… | 38 stars · 8 forks | No one-command install · Source | |
| 3801 | 83.4727 | atxp-dev-atxpmcp · otheralso listed as atxp-mcp-server | Autonomous test execution platform with test generation, scheduling, and result analysis. | 38 stars · 8 forks | No one-command install · Source | |
| 3801 | 83.4727 | think-toolmcp · ai-agents | Provides Claude with a dedicated workspace for structured reasoning through four specialized tools that enable recording, retrieving, clearing, and… | 38 stars · 8 forks | No one-command install · Source | |
| 3805 | 83.4498 | kaprukamcp · ai-agents | Connect AI agents to Kapruka's live product catalog — Sri Lanka's largest e-commerce platform. | 21 stars · 15 forks | No one-command install · Source | |
| 3805 | 83.4498 | vsphere-mcp-servermcp · ai-agents | A comprehensive MCP server for VMware vSphere management, enabling AI agents to perform VM operations, monitoring, snapshots, and reporting through a… | 21 stars · 15 forks | No one-command install · Source | |
| 3805 | 83.4498 | rifqi96-gitlabmcp · github-vcs | Integrates with GitLab to enable repository management, code review, CI/CD operations, and project administration through domain-specific API managers… | 21 stars · 15 forks | No one-command install · Source | |
| 3808 | 83.4400 | profullstack-mcp-servermcp · back-end | A comprehensive MCP server aggregating 20+ tools including SEO optimization, document conversion, domain lookup, email validation, QR generation… | 45 stars · 6 forks | No one-command install · Source | |
| 3809 | 83.4140 | agentic-swmmmcp · ai-agents | Eleven local stdio MCP servers exposing a reproducible EPA SWMM stormwater-modelling workflow: model building, simulation with run manifests and… | 29 stars · 14 forks | No one-command install · Source | |
| 3809 | 83.4140 | alxspiker-ftpmcp · back-end | Enables direct FTP and FTPS server management through natural language commands for remote file operations including directory listing, file… | 29 stars · 14 forks | No one-command install · Source | |
| 3809 | 83.4140 | anasahmed07-outlook-classicmcp · back-endalso listed as outlook-classic-mcp | Exposes Outlook desktop functionality to AI agents via Windows COM API, covering mail, calendar, contacts, tasks, and rules. | 29 stars · 14 forks | No one-command install · Source | |
| 3809 | 83.4140 | hostinger-seo-checkermcp · back-end | Professional SEO analysis server that evaluates websites across multiple optimization dimensions including meta tags, content quality, technical… | 29 stars · 14 forks | No one-command install · Source | |
| 3809 | 83.4140 | cosmix-jiramcp · back-end | Integrates with Jira's API to enable issue searching, data cleaning, and project management automation using natural language commands. | 29 stars · 14 forks | No one-command install · Source | |
| 3815 | 83.4040 | cc-toolscli · ai-agents | High-performance Go implementation of Claude Code hooks and utilities. Provides smart linting, testing, and statusline generation with minimal… | 50 stars · 5 forks | No one-command install · Source | |
| 3815 | 83.4040 | ref-mcp-ui-widgetsmcp · front-end | Demo: Provides MCP-UI components including timers, stopwatches, fact displays, and unit converters through templated HTML widgets that replace… | 50 stars · 5 forks | No one-command install · Source | |
| 3817 | 83.3879 | indesign-mcp-servermcp · back-end | Enables AI assistants to automate Adobe InDesign publishing workflows, including document creation, text formatting, image placement, PDF export, and… | 31 stars · 12 forks | No one-command install · Source | |
| 3818 | 83.3877 | graqlemcp · other | Architecture-aware knowledge graph that enables AI assistants to understand codebase structure and dependencies. | 32 stars · 11 forks | No one-command install · Source | |
| 3818 | 83.3877 | pywinauto-mcpmcp · ai-agents | A Windows computer use agent — FastMCP server that gives AI assistants hands on the real desktop: windows, UI elements, mouse, keyboard, screenshots… | 32 stars · 11 forks | No one-command install · Source | |
| 3818 | 83.3877 | verygoodplugins-evernotemcp · authalso listed as verygoodplugins-mcp-evernote | Evernote note management with OAuth authentication and ENML format conversion. | 32 stars · 11 forks | No one-command install · Source | |
| 3818 | 83.3877 | mcp-from-scratch-servermcp · ai-agents | A fully working MCP server built from scratch in plain Node.js, implementing tools, resources, prompts, notifications, and sampling according to the… | 32 stars · 11 forks | No one-command install · Source | |
| 3823 | 83.3869 | lucidmcp · back-end | Replaces outdated training data with real-time information from live sources through documentation search, package version checking, fact… | 75 stars · 3 forks | No one-command install · Source | |
| 3824 | 83.3752 | jenkins-mcp-enterprisemcp · back-end | A Jenkins MCP server for multi-instance build management, log inspection, failure diagnostics, and optional vector search. | 30 stars · 13 forks | No one-command install · Source | |
| 3824 | 83.3752 | v0v1kkk-dotnetmetadatamcpservermcp · ai-agents | Provides AI agents with detailed type information from .NET projects including assembly exploration, namespace discovery, type reflection, and NuGet… | 30 stars · 13 forks | No one-command install · Source | |
| 3826 | 83.3691 | dbjavagenixmcp · database | Enables reverse engineering of database tables into Spring Boot projects with AI-enhanced naming and code generation, providing interactive… | 35 stars · 9 forks | No one-command install · Source | |
| 3826 | 83.3691 | minecraft-dev-mcpmcp · back-end | A Model Context Protocol server that gives AI assistants native access to Minecraft mod development tools — decompile, remap, search, and analyze… | 35 stars · 9 forks | No one-command install · Source | |
| 3826 | 83.3691 | caiovicentino-hyperliquidmcp · other | Hyperliquid DEX integration with 27 tools for perpetual futures trading, account management, and real-time market data | 35 stars · 9 forks | No one-command install · Source | |
| 3826 | 83.3691 | sivan22-sefaria-jewish-librarymcp · back-end | Integrates with the Sefaria Jewish Library API to provide access to Jewish texts and commentaries for textual analysis and religious study. | 35 stars · 9 forks | No one-command install · Source | |
| 3826 | 83.3691 | mcp-netmiko-servermcp · back-end | Enables LLMs to interact with network devices via SSH (netmiko), allowing command execution and configuration changes on routers and switches. | 35 stars · 9 forks | No one-command install · Source | |
| 3826 | 83.3691 | futureunreal-pdf2mdmcp · other | Converts PDF documents to Markdown format while preserving document structure, enabling content migration and making PDF content more accessible and… | 35 stars · 9 forks | No one-command install · Source | |
| 3832 | 83.3436 | braintrusteval · observability | Developer platform for logging, evaluating, and comparing LLM experiments with dataset versioning and scoring functions. | 28 stars · 14 forks | No one-command install · Source | |
| 3832 | 83.3436 | odata-mcp-proxymcp · back-end | A config-driven MCP server that exposes OData and REST APIs as MCP tools, enabling AI assistants to query, manage, and monitor SAP backends through… | 28 stars · 14 forks | No one-command install · Source | |
| 3834 | 83.3272 | spicebridgemcp · front-end | AI-powered circuit design through simulation — an MCP server that gives language models direct access to SPICE circuit simulation via ngspice… | 37 stars · 8 forks | No one-command install · Source | |
| 3835 | 83.3253 | mwhesse-dataversemcp · other | Integrates with Microsoft Dataverse to enable schema operations, data management, and configuration tasks across Power Platform environments through… | 20 stars · 15 forks | No one-command install · Source | |
| 3836 | 83.3224 | qualtrics-mcp-servermcp · back-end | A Model Context Protocol server that provides comprehensive control over the Qualtrics platform, enabling survey creation, question management, logic… | 33 stars · 10 forks | No one-command install · Source | |
| 3836 | 83.3224 | cursor-chat-historymcp · observability | Analyzes local Cursor chat history to extract development patterns, usage insights, and coding best practices with tools for searching conversations… | 33 stars · 10 forks | No one-command install · Source | |
| 3836 | 83.3224 | cbunting99-kiro-memorymcp · database | Provides intelligent memory management and task tracking for software development projects with automatic project detection, semantic search, and… | 33 stars · 10 forks | No one-command install · Source | |
| 3836 | 83.3224 | ocean-zhc-apache-seatunnelmcp · ai-agents | Interact with SeaTunnel through LLM interfaces like Claude. | 33 stars · 10 forks | No one-command install · Source | |
| 3836 | 83.3224 | asterisk-mcp-servermcp · back-end | Provides security vulnerability scanning for code snippets, codebases, and code changes through integration with the Asterisk security API. | 33 stars · 10 forks | No one-command install · Source | |
| 3836 | 83.3224 | zxfgds-code-indexermcp · database | Indexes and retrieves code snippets using embedding models and vector databases, enabling efficient code search and analysis for software development… | 33 stars · 10 forks | No one-command install · Source | |
| 3842 | 83.3181 | refinist-lanhu-contextmcp · front-end | Converts Lanhu design files into HTML/CSS with Tailwind classes and design token specifications. | 40 stars · 7 forks | No one-command install · Source | |
| 3842 | 83.3181 | bjeans-homelabmcp · devops | Unified access to homelab infrastructure through Docker/Podman containers, Ollama AI models, Pi-hole DNS, Unifi networks, UPS monitoring, and network… | 40 stars · 7 forks | No one-command install · Source | |
| 3842 | 83.3181 | ansys-aedt-mcpmcp · ai-agentsalso listed as laplaceyoung-ansys-aedt | Enables AI agents to control Ansys Electronics Desktop (HFSS, Maxwell, Q3D, etc.) using MCP tools for simulation automation. | 40 stars · 7 forks | No one-command install · Source | |
| 3842 | 83.3181 | bingal-fastdomaincheckmcp · other | Provides bulk domain registration status checking through WHOIS and DNS queries, supporting up to 50 domains simultaneously with dual verification… | 40 stars · 7 forks | No one-command install · Source | |
| 3842 | 83.3181 | pskill9-hacker-news-storiesmcp · other | Fetches and parses Hacker News stories using Cheerio, enabling tech news aggregation and trend analysis. | 40 stars · 7 forks | No one-command install · Source | |
| 3848 | 83.3162 | kridaydave-file-organizermcp · other | Security-hardened file organizer with smart categorization, duplicate detection, and rollback support. | 44 stars · 6 forks | No one-command install · Source | |
| 3848 | 83.3162 | auroraview-mcpmcp · browser | Enables AI agents to manage and interact with WebViews in DCC applications through tools like screenshot, load URL, eval JS, and event streaming via… | 44 stars · 6 forks | No one-command install · Source | |
| 3848 | 83.3162 | octsshmcp · ai-agents | Provides LLMs with safe, controllable, and stateful SSH access to shell environments, enabling remote command execution and file transfers with async… | 44 stars · 6 forks | No one-command install · Source | |
| 3848 | 83.3162 | pilotymcp · observabilityalso listed as yiwenlu66-piloty | PiloTY is an MCP server that provides AI agents with a persistent, interactive terminal, enabling long-running commands, log monitoring, and stateful… | 44 stars · 6 forks | No one-command install · Source | |
| 3848 | 83.3162 | h7lu-rimworld-code-searchmcp · search | Combine lexical and semantic search for RimWorld modding code with hybrid RAG system using Lucene and embeddings | 44 stars · 6 forks | No one-command install · Source | |
| 3848 | 83.3162 | codex-mcp-asyncmcp · ai-agents | Enables Claude Code to run OpenAI Codex (GPT-5) tasks asynchronously in the background, filtering out thinking logs to save 95% context tokens and… | 44 stars · 6 forks | No one-command install · Source | |
| 3848 | 83.3162 | teddyzxcv-ntfy-notificationsmcp · comms | Enables real-time notifications through ntfy.sh, allowing assistants to send customizable alerts with titles and summaries to users for task… | 44 stars · 6 forks | No one-command install · Source | |
| 3856 | 83.3095 | weirdmachine64-sharkmcpmcp · back-end | MCP server exposing Wireshark's sharkd interface for AI-driven network traffic analysis from PCAP files. | 74 stars · 3 forks | No one-command install · Source | |
| 3857 | 83.2844 | devnors-data-mcp-servermcp · back-end | Enables MCP clients to discover capabilities and call legal, enterprise, content, and express APIs using a Devnors Data API Key. | 410 stars · 1 fork | No one-command install · Source | |
| 3858 | 83.2833 | joelio-stockymcp · back-end | An MCP server for searching and downloading royalty-free stock photography from Pexels and Unsplash. Features multi-provider search, rich metadata… | 27 stars · 14 forks | No one-command install · Source | |
| 3859 | 83.2493 | auto-mobilemcp · otheralso listed as automobile | Mobile device interaction automation via MCP. | 49 stars · 5 forks | No one-command install · Source | |
| 3859 | 83.2493 | ofershap-real-browsermcp · browser | Connects to the user's actual Chrome browser via extension for real-session automation, inspection, and verification. | 49 stars · 5 forks | No one-command install · Source | |
| 3862 | 83.2353 | shadcn-svelte-mcpmcp · front-end | Provides real-time access to shadcn-svelte component documentation and developer utilities using web scraping. | 58 stars · 4 forks | No one-command install · Source | |
| 3862 | 83.2353 | lapfelix-xcodemcp · observability | Automates Xcode build processes and project management through JavaScript for Automation scripts, enabling project opening, building with specific… | 58 stars · 4 forks | No one-command install · Source | |
| 3864 | 83.2239 | samihalawa-smtp-email-managermcp · comms | Provides SMTP email functionality with tools for sending individual and bulk emails, managing configurations, and creating customizable templates with… | 19 stars · 15 forks | No one-command install · Source | |
| 3864 | 83.2239 | pine-script-mcp-servermcp · search | Enables AI assistants to look up any Pine Script function, search TradingView documentation, and find code examples in real time. | 19 stars · 15 forks | No one-command install · Source | |
| 3866 | 83.2214 | mcp-arenamcp · ai-agents | A production-ready Python library for building MCP servers with agent orchestration and domain-specific presets for platforms like GitHub, Slack, and… | 9 stars · 19 forks | No one-command install · Source | |
| 3867 | 83.2074 | fivetran-mcp-servermcp · back-end | Enables you to interact with your Fivetran environment through natural language, supporting read-only queries about connections and syncs, and write… | 26 stars · 14 forks | No one-command install · Source | |
| 3867 | 83.2074 | aditya2755-video-edit-moviepymcp · back-end | MoviePy-based video editing server that provides comprehensive video and audio processing capabilities including trimming, merging, resizing, effects… | 26 stars · 14 forks | No one-command install · Source | |
| 3869 | 83.1649 | makingchatbots-genesys-cloudmcp · observability | Provides a bridge between contact center analytics and routing data in Genesys Cloud, enabling conversational business intelligence through queue… | 31 stars · 11 forks | No one-command install · Source | |
| 3869 | 83.1649 | laptou-rust-docsmcp · search | Integrates with Rust documentation from docs.rs, enabling search for crates, retrieval of documentation, type information, feature flags, versions… | 31 stars · 11 forks | No one-command install · Source | |
| 3871 | 83.1618 | ninihen1-flow-studiomcp · ai-agents | Debug, build, and manage Microsoft Power Automate cloud flows via AI agents. | 34 stars · 9 forks | No one-command install · Source | |
| 3871 | 83.1618 | aiquila-mcp-servermcp · back-end | Enables AI assistants to securely read and write files, notes, tasks, bookmarks, projects, and recipes in a self-hosted Nextcloud instance. | 34 stars · 9 forks | No one-command install · Source | |
| 3871 | 83.1618 | jordanlyall-wc26mcp · other | FIFA World Cup 2026 data and information. | 34 stars · 9 forks | No one-command install · Source | |
| 3871 | 83.1618 | gabrielmaialva33-winx-code-agentmcp · ai-agents | A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via… | 34 stars · 9 forks | No one-command install · Source | |
| 3871 | 83.1618 | rss-feed-parsermcp · search | Provides RSS feed parsing and retrieval with RSSHub integration, automatically trying multiple instances when one fails and supporting custom… | 34 stars · 9 forks | No one-command install · Source | |
| 3871 | 83.1618 | tisu19021997-meta-promptingmcp · ai-agents | Transforms language models into dynamic multi-agent systems where the model alternates between a Conductor role that breaks down complex problems into… | 34 stars · 9 forks | No one-command install · Source | |
| 3871 | 83.1618 | un4ckn0wl3z-memmcpmcp · ai-agents | Memory scanning and modification tool that enables Cheat Engine-like functionality for manipulating application memory in Python | 34 stars · 9 forks | No one-command install · Source | |
| 3871 | 83.1618 | caesaryangs-prometheusmcp · observability | Integrates with Prometheus to query and analyze time-series metrics data for real-time system monitoring and performance insights. | 34 stars · 9 forks | No one-command install · Source | |
| 3879 | 83.1572 | kdpa-local-skillsmcp · back-endalso listed as local-skills-mcp | Universal MCP server for local filesystem skills with lazy loading and context-efficient discovery | 39 stars · 7 forks | No one-command install · Source | |
| 3879 | 83.1572 | mcp-india-stackmcp · back-end | An offline-first MCP server for Indian financial, tax, and government APIs, providing tools for identity validation (PAN, Aadhaar, GSTIN), tax… | 39 stars · 7 forks | No one-command install · Source | |
| 3879 | 83.1572 | ptt-mcp-servermcp · back-end | Enables AI clients to log in and interact with the PTT bulletin board system via MCP protocol, supporting article management, mailbox, and P-coin… | 39 stars · 7 forks | No one-command install · Source | |
| 3879 | 83.1572 | winapp-mcpmcp · back-end | A Model Context Protocol server that gives AI assistants full control over native Windows applications — launch, inspect, click, type, screenshot, and… | 39 stars · 7 forks | No one-command install · Source | |
| 3879 | 83.1572 | bornpresident-volatilitymcp · ai-agents | Integrates the Volatility 3 memory forensics framework with Claude and other MCP-compatible LLMs. | 39 stars · 7 forks | No one-command install · Source | |
| 3885 | 83.1564 | omniseekmcp · ai-agents | Your agent seeks what search can't find. A self-hosted perception MCP server that transcribes speech, reads behind logins, sees images and video… | 48 stars · 5 forks | No one-command install · Source | |
| 3885 | 83.1564 | jiegec-waveformmcp · other | Analyzes VCD and FST waveform files from digital circuit simulations for hardware verification | 48 stars · 5 forks | No one-command install · Source | |
| 3885 | 83.1564 | mcpware-pagecastmcp · browser | Records browser sessions as GIFs, WebM, and MP4 videos for demos and documentation. | 48 stars · 5 forks | No one-command install · Source | |
| 3885 | 83.1564 | ai-memorymcp · database | Production-ready semantic memory management server that stores, retrieves, and manages contextual knowledge across sessions using PostgreSQL with… | 48 stars · 5 forks | armory install ai-memory --cli claude | |
| 3885 | 83.1564 | himanshusanecha-osint-toolkitmcp · other | Provides a unified interface for network reconnaissance with parallel execution of OSINT tools including WHOIS, Nmap, DNS lookups, and typosquatting… | 48 stars · 5 forks | No one-command install · Source | |
| 3890 | 83.1496 | meeting-baasmcp · search | Automates meeting management across Zoom, Google Meet, and Microsoft Teams with tools for recording, transcribing, searching, and sharing meeting… | 30 stars · 12 forks | No one-command install · Source | |
| 3890 | 83.1496 | erebusnz-rigol-ds1000zmcp · other | Controls Rigol DS1000Z series oscilloscopes over LAN for measurements, waveform capture, and instrument configuration. | 30 stars · 12 forks | No one-command install · Source | |
| 3890 | 83.1496 | bsahane-ansiblemcp · devops | Provides infrastructure automation through Ansible with project-based configuration management, playbook execution with idempotence testing, inventory… | 30 stars · 12 forks | No one-command install · Source | |
| 3890 | 83.1496 | kukapay-hyperliquid-info-mcpmcp · back-end | An MCP server that provides real-time data and insights from the Hyperliquid perp DEX for use in bots, dashboards, and analytics. | 30 stars · 12 forks | No one-command install · Source | |
| 3894 | 83.1429 | blockbeats-mcpmcp · back-end | A crypto data gateway for AI assistants, providing real-time newsflashes, articles, on-chain metrics, ETF flows, stablecoin data, macro indicators… | 43 stars · 6 forks | No one-command install · Source | |
| 3895 | 83.1415 | kiki830621-che-icalmcp · other | Manages macOS Calendar events and Reminders using native Swift EventKit, supporting iCloud, Google, Exchange, and CalDAV accounts. | 36 stars · 8 forks | No one-command install · Source | |
| 3895 | 83.1415 | gh-selvage-lab-selvagemcp · ai-agentsalso listed as selvage | LLM-based code review with AST-powered smart context extraction. | 36 stars · 8 forks | No one-command install · Source | |
| 3895 | 83.1415 | webfetch-mcpmcp · back-end | Enables local LLMs to search the web and fetch clean content from URLs without API keys, using SearxNG and Mozilla Readability. | 36 stars · 8 forks | No one-command install · Source | |
| 3895 | 83.1415 | longmans-coin-apimcp · back-end | Integrates with CoinMarketCap's API to fetch and analyze cryptocurrency market data, supporting customizable queries for real-time information. | 36 stars · 8 forks | No one-command install · Source | |
| 3900 | 83.1339 | cfdude-mac-shellmcp · other | Enables secure execution of macOS terminal commands through a ZSH shell with a whitelist system that categorizes operations as safe, requiring… | 25 stars · 14 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.