Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3501 | 83.316 | 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 | |
| 3502 | 83.309 | 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 | |
| 3503 | 83.284 | 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 | |
| 3504 | 83.283 | 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 | |
| 3505 | 83.249 | auto-mobilemcp · otheralso listed as automobile | Mobile device interaction automation via MCP. | 49 stars · 5 forks | No one-command install · Source | |
| 3505 | 83.249 | 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 | |
| 3508 | 83.235 | 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 | |
| 3508 | 83.235 | 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 | |
| 3510 | 83.223 | 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 | |
| 3510 | 83.223 | 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 | |
| 3512 | 83.221 | 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 | |
| 3513 | 83.207 | 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 | |
| 3513 | 83.207 | 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 | |
| 3515 | 83.164 | 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 | |
| 3515 | 83.164 | 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 | |
| 3517 | 83.161 | 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 | |
| 3517 | 83.161 | 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 | |
| 3517 | 83.161 | jordanlyall-wc26mcp · other | FIFA World Cup 2026 data and information. | 34 stars · 9 forks | No one-command install · Source | |
| 3517 | 83.161 | 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 | |
| 3517 | 83.161 | 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 | |
| 3517 | 83.161 | 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 | |
| 3517 | 83.161 | 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 | |
| 3517 | 83.161 | 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 | |
| 3525 | 83.157 | 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 | |
| 3525 | 83.157 | 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 | |
| 3525 | 83.157 | 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 | |
| 3525 | 83.157 | 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 | |
| 3525 | 83.157 | 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 | |
| 3531 | 83.156 | 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 | |
| 3531 | 83.156 | 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 | |
| 3531 | 83.156 | 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 | |
| 3531 | 83.156 | 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 | |
| 3531 | 83.156 | 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 | |
| 3536 | 83.149 | 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 | |
| 3536 | 83.149 | 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 | |
| 3536 | 83.149 | 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 | |
| 3536 | 83.149 | 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 | |
| 3540 | 83.142 | 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 | |
| 3541 | 83.141 | 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 | |
| 3541 | 83.141 | 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 | |
| 3541 | 83.141 | 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 | |
| 3541 | 83.141 | 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 | |
| 3546 | 83.133 | 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 | |
| 3547 | 83.093 | memecoin-observatory-mcpmcp · back-end | A Solana MCP server for analyzing memecoins, tracking trends, and providing AI-powered insights using cultural analysis and on-chain data. | 29 stars · 13 forks | No one-command install · Source | |
| 3547 | 83.093 | ddukbg-github-enterprisemcp · github-vcs | Bridges GitHub Enterprise with natural language interaction, enabling repository management, issue tracking, and code access for streamlined… | 29 stars · 13 forks | No one-command install · Source | |
| 3547 | 83.093 | wenhuwang-k8s-eyemcp · devops | Kubernetes management tool that connects to clusters to list, analyze, and manipulate pods, execute container commands, and retrieve logs directly… | 29 stars · 13 forks | No one-command install · Source | |
| 3550 | 83.090 | congressmcp · github-vcs | Integrates with the Congress.gov API to provide access to US legislative data including bills, voting records, member activities, committee… | 32 stars · 10 forks | No one-command install · Source | |
| 3550 | 83.090 | firewallamcp · back-end | Integrates with Firewalla's MSP API v2 to provide real-time network monitoring, security analysis, and firewall management through 28 specialized… | 32 stars · 10 forks | No one-command install · Source | |
| 3550 | 83.090 | connorbritain-mssqlmcp · back-end | Enterprise Microsoft SQL Server integration with schema discovery, data profiling, and safe mutations | 32 stars · 10 forks | No one-command install · Source | |
| 3550 | 83.090 | etweisberg-mlb-statsmcp · back-end | Integrates with MLB Stats API and pybaseball library to provide comprehensive baseball statistics, Statcast data, player lookups, team standings… | 32 stars · 10 forks | No one-command install · Source | |
| 3550 | 83.090 | keepa-mcp-servermcp · back-end | Provides conversational access to Keepa's product and sales data for product research, sales velocity analysis, inventory optimization, and… | 32 stars · 10 forks | No one-command install · Source | |
| 3555 | 83.088 | amir-bengherbi-shopifymcp · back-end | Integrates with Shopify's GraphQL API to enable comprehensive store management, including product, customer, order, and discount operations. | 18 stars · 15 forks | No one-command install · Source | |
| 3556 | 83.083 | youtube-connector-mcpmcp · back-end | Enables AI assistants to search videos, channels, and playlists, retrieve video metadata, transcripts, and comments via the YouTube Data API v3. | 71 stars · 3 forks | No one-command install · Source | |
| 3557 | 83.073 | analookmcp · back-end | Remote MCP server for AI-powered competitor intelligence, enabling real-time analysis of any product URL through tools like analyze_competitor and… | 108 stars · 2 forks | No one-command install · Source | |
| 3557 | 83.073 | chatgpt2localbridgemcp · auth | Self-hosted MCP server that enables ChatGPT to access and operate on local project files after OAuth authorization, without uploading the workspace… | 108 stars · 2 forks | No one-command install · Source | |
| 3559 | 83.067 | context-enginemcp · search | A task-aware context compression layer for Agent workflows, RAG pipelines, and AI Coding assistants, reducing noisy logs, retrieval chunks, and code… | 353 stars · 1 fork | No one-command install · Source | |
| 3560 | 83.044 | sts2-modding-mcpmcp · devops | Provides 151 tools for reverse-engineering, code generation, building, deploying, live scene inspection, and automated playtesting for Slay the Spire… | 24 stars · 14 forks | No one-command install · Source | |
| 3560 | 83.044 | buryhuang-aws-resources-pythonmcp · devops | Provides a Python-based interface for executing AWS queries across services like S3 and CodePipeline, enabling DevOps tasks and cloud resource… | 24 stars · 14 forks | No one-command install · Source | |
| 3560 | 83.044 | kilo-dev-mcp-servermcp · back-end | An MCP server for internationalization (i18n) tasks, providing tools to translate, move, list, and remove translation keys in JSON files for the Kilo… | 24 stars · 14 forks | No one-command install · Source | |
| 3563 | 83.022 | indesign-cli-mcp-servermcp · back-end | Enables AI agents to directly control Adobe InDesign through CLI commands, providing 148 discoverable capabilities for document creation, editing, and… | 42 stars · 6 forks | No one-command install · Source | |
| 3563 | 83.022 | napari-mcp-servermcp · ai-agents | MCP server for remote control of napari viewers via Model Context Protocol, enabling AI-assisted microscopy analysis with Claude Desktop and other LLM… | 42 stars · 6 forks | No one-command install · Source | |
| 3565 | 82.990 | mcp-all-in-onemcp · other | Aggregates multiple MCP services into a single unified interface with self-configuration capabilities, enabling dynamic addition and removal of tools… | 70 stars · 3 forks | No one-command install · Source | |
| 3566 | 82.989 | touchpoint-labs-touchpointmcp · front-end | Playwright for the entire OS. Gives AI agents the ability to see, find, and interact with UI elements in any desktop application. | 47 stars · 5 forks | No one-command install · Source | |
| 3567 | 82.974 | deanward-hal-http-api-layermcp · back-end | Transforms OpenAPI/Swagger specifications into dynamic HTTP tools with secret management and URL restrictions, enabling secure API integration through… | 38 stars · 7 forks | No one-command install · Source | |
| 3567 | 82.974 | helenkwok-openbimmcp · other | Converts IFC building files to efficient fragment format and enables querying of BIM elements by category with configurable attributes and relations… | 38 stars · 7 forks | No one-command install · Source | |
| 3567 | 82.974 | ibrahimsaleem-pentestthinkingmcp · search | Advanced reasoning engine for penetration testing that implements Beam Search and Monte Carlo Tree Search algorithms to systematically analyze… | 38 stars · 7 forks | No one-command install · Source | |
| 3567 | 82.974 | landicefu-android-adbmcp · browser | Provides a bridge to Android devices through ADB, enabling device management, shell command execution, app installation, screenshot capture, and file… | 38 stars · 7 forks | No one-command install · Source | |
| 3571 | 82.959 | octave-mcpmcp · back-end | MCP server for deterministic document infrastructure, enabling canonical normalization, schema validation, and grammar compilation for structured AI… | 55 stars · 4 forks | No one-command install · Source | |
| 3572 | 82.948 | gh-spre-sre-luminomcp · devopsalso listed as lumino-mcp-server | SRE observability for Kubernetes and OpenShift with Tekton pipeline debugging tools. | 11 stars · 17 forks | No one-command install · Source | |
| 3572 | 82.948 | cisco-radkit-mcp-servermcp · back-end | Enables LLMs to interact with network devices via Cisco RADKit, supporting inventory discovery, device attribute inspection, CLI command execution… | 11 stars · 17 forks | No one-command install · Source | |
| 3575 | 82.946 | sefaria-mcp-servermcp · search | Enables LLMs to access and search Jewish texts from the Sefaria library through 15 MCP tools, including text retrieval, search, and manuscript access. | 23 stars · 14 forks | No one-command install · Source | |
| 3576 | 82.942 | stephenlb-pubnubmcp · back-end | Enables AI assistants to interact with PubNub's realtime communication platform for retrieving documentation, accessing SDK information, and utilizing… | 33 stars · 9 forks | No one-command install · Source | |
| 3576 | 82.942 | gh-chrisgleissner-c64bridgemcp · other | Control and program Commodore 64 Ultimate hardware and VICE emulator via MCP. | 33 stars · 9 forks | No one-command install · Source | |
| 3576 | 82.942 | cove-book-forge-mcpmcp · ai-agents | Turns PDF or EPUB books into reusable AI analysis, Obsidian notes, and agent Skills that can be installed into Codex, Claude Code, or other MCP… | 33 stars · 9 forks | No one-command install · Source | |
| 3576 | 82.942 | markelaugust74-google-calendarmcp · back-end | Integrates with the Google Calendar API to create and manage events using natural language interactions, enabling automated scheduling and event… | 33 stars · 9 forks | No one-command install · Source | |
| 3580 | 82.940 | iwork-mcpmcp · back-end | An MCP server that provides 113 tools for automating Apple iWork apps (Numbers, Pages, Keynote) via JavaScript for Automation, enabling AI assistants… | 35 stars · 8 forks | No one-command install · Source | |
| 3580 | 82.940 | saml1211-prd-creatormcp · database | Streamlines PRD creation and validation with TypeScript-based templates stored in SQLite, enabling product teams to generate consistent, high-quality… | 35 stars · 8 forks | No one-command install · Source | |
| 3580 | 82.940 | akshayvkt-lenny-podcastmcp · search | Provides searchable access to Lenny's Podcast transcripts for product management insights, using FlexSearch for fast full-text search across topics… | 35 stars · 8 forks | No one-command install · Source | |
| 3580 | 82.940 | dida365mcp · other | Integrates with Dida365 task management platform to enable creating, updating, and organizing tasks and projects through conversational interfaces. | 35 stars · 8 forks | No one-command install · Source | |
| 3580 | 82.940 | coles-woolworthsmcp · back-end | Integrates with Coles and Woolworths APIs to fetch real-time product information and prices, enabling grocery price comparison across Australia's two… | 35 stars · 8 forks | No one-command install · Source | |
| 3580 | 82.940 | samos123-pptxmcp · other | Enables creation and manipulation of PowerPoint presentations with tools for adding text, shapes, images, and rendering slides to PNG using… | 35 stars · 8 forks | No one-command install · Source | |
| 3586 | 82.934 | clickup-mcp-servermcp · back-end | Enables AI agents to manage ClickUp tasks, spaces, lists, and folders through natural language, supporting CRUD operations and workspace navigation. | 1 star · 124 forks | No one-command install · Source | |
| 3587 | 82.926 | dwsy-magic-apimcp · back-end | Integrates with Magic-API development environments to provide API management, debugging with breakpoints and step execution, documentation access… | 30 stars · 11 forks | No one-command install · Source | |
| 3587 | 82.926 | batianvolyc-telegram-bot-bridgemcp · comms | Bridges Telegram messaging with remote coding sessions, enabling mobile access to development environments through bot commands while maintaining… | 30 stars · 11 forks | No one-command install · Source | |
| 3587 | 82.926 | rpgmaker-mz-mcpmcp · other | Provides tools for managing RPG Maker MZ game data, maps, events, and system settings through natural language, enabling AI-assisted game development. | 30 stars · 11 forks | No one-command install · Source | |
| 3587 | 82.926 | giuseppe-coco-google-workspace-mcp-servermcp · back-end | MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on. | 30 stars · 11 forks | No one-command install · Source | |
| 3587 | 82.926 | gongrzhe-redismcp · database | Integrates with Redis databases to enable fast, in-memory key-value operations for caching, session management, and real-time data processing. | 30 stars · 11 forks | No one-command install · Source | |
| 3592 | 82.922 | mcpspendmcp · ai-agents | Track MCP tool call costs, latency, and errors across AI agent sessions with budget alerts and attribution. | 104 stars · 2 forks | No one-command install · Source | |
| 3593 | 82.891 | deepmemmcp · back-end | Mem0-compatible persistent memory for AI agents - write facts once, recall them semantically in any session. Self-hostable open-source server, or… | 103 stars · 2 forks | No one-command install · Source | |
| 3594 | 82.876 | douyin-video-knowledge-base-mcp-servermcp · database | Enables querying and retrieval of structured video summaries from a SQLite knowledge base through Claude or Cursor, supporting search, precise… | 41 stars · 6 forks | No one-command install · Source | |
| 3594 | 82.876 | veilbrowsermcp · browser | Stealth browser automation over raw CDP, driving a real unmodified Chrome with no Playwright or Puppeteer in the stack. Returns numbered element refs… | 41 stars · 6 forks | No one-command install · Source | |
| 3594 | 82.876 | kiran1689-storyblokmcp · front-end | Enables your AI assistants to directly access and manage your Storyblok spaces, stories, components, assets, workflows, and more. | 41 stars · 6 forks | No one-command install · Source | |
| 3597 | 82.868 | greptimeteam-greptimedbmcp · database | Enables AI interaction with GreptimeDB time-series databases through MySQL protocol for data exploration, analysis, and SQL query execution with… | 29 stars · 12 forks | No one-command install · Source | |
| 3597 | 82.868 | kukapay-opcuamcp · observability | Integrates with OPC UA industrial automation systems to enable reading and writing node values for monitoring and controlling connected devices | 29 stars · 12 forks | No one-command install · Source | |
| 3597 | 82.868 | apple-reminders-mcp-3mcp · search | Enables Claude to manage Apple Reminders on macOS, including creating, reading, updating, deleting, and searching reminders across multiple lists with… | 29 stars · 12 forks | No one-command install · Source | |
| 3597 | 82.868 | kukapay-jupiter-ultramcp · back-end | Provides a bridge to Jupiter's Ultra API for executing token swaps on Solana blockchain with optimal routing, competitive pricing, and transaction… | 29 stars · 12 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.