Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3901 | 54.838 | sysplorermcp · back-end | Official MCP server for Sysplorer modeling and simulation software by Suzhou Tongyuan. | 9 stars | No one-command install · Source | |
| 3901 | 54.838 | paralax-seldommonstermcp · back-end | Collection of cybersecurity MCP servers for threat intelligence, integrating Greynoise, Malpedia, OpenCTI, OTX, IBM XForce, and more. | 9 stars | No one-command install · Source | |
| 3901 | 54.838 | jmerelnyc-deep-contextmcp · back-end | Analyzes TypeScript and JavaScript codebases using the compiler API to build a complete symbol graph for semantic code navigation and cross-reference… | 9 stars | No one-command install · Source | |
| 3901 | 54.838 | nikhilbhima-mistral-ai-docsmcp · back-end | Unofficial MCP server providing BM25 search over Mistral AI developer documentation and API reference. | 9 stars | No one-command install · Source | |
| 3901 | 54.838 | joplin-mcp-servermcp · back-end | MCP server that provides standardized tools for querying and retrieving notes from Joplin personal knowledge manager through its API, enabling AI… | 9 stars | No one-command install · Source | |
| 3901 | 54.838 | a37ai-ansible-towermcp · back-end | Bridges AI systems with Ansible Tower/AWX instances for infrastructure automation, enabling inventory, host, job template, and credential management… | 9 stars | No commit datelisted | No one-command install · Source |
| 3907 | 54.693 | contrastapimcp · back-end | MCP server with 53 security intelligence tools — CVE/KEV, MITRE ATLAS+D3FEND, Sigma detection rules, email security posture (SPF/DMARC), domain & web… | 3,548 installs | No commit datelisted | No one-command install · Source |
| 3908 | 54.149 | clear-thought-1-5mcp · back-end | [FINAL UPDATE] future updates will be rolled out to Thoughtbox --> https://smithery.ai/server/@Kastalien-Research/clear-thought-two | 3,439 installs | No commit datelisted | No one-command install · Source |
| 3909 | 54.031 | uspto-fpd-mcpmcp · back-end | High-performance server that simplifies access to the USPTO Final Petition Decisions API, streamlining document analysis and enhancing intellectual… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | terminal-shellmcp · back-end | Enables AI to execute shell commands in containerized environments through a lightweight server with configurable authentication and SSE transport for… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | ddsky-gamebrain-api-clientsmcp · back-end | Search and discover hundreds of thousands of video games on any platform through the [GameBrain API](https://gamebrain.co/api). | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | vibgrate-ai-contextmcp · back-end | Local-first MCP server that gives AI assistants codebase intelligence—code graph, drift analysis, vulnerability attribution, and version-correct… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | mcp-filmmcp · back-end | The mcp.film directory as an MCP server — search a curated, continuously re-verified catalog of MCP servers for AI filmmaking, get install configs for… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | ebay-mcp-remote-editionmcp · back-end | An MCP server providing AI assistants comprehensive access to eBay's Sell APIs for inventory management, order fulfillment, marketing, analytics, and… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | uxieee-gohighlevelmcp · back-end | Exposes all 413 GoHighLevel CRM API endpoints for contacts, pipelines, conversations, and marketing automation. | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | mcp-samsaramcp · back-end | Fleet management in your assistant — vehicles, routes, drivers and HOS compliance over Samsara's public API. | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | igloo-mcpmcp · back-end | MCP server for searching and retrieving content from Igloo digital workplace instances. Enables AI assistants to search, fetch pages as Markdown, and… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | neo1228-swagger-bridgemcp · back-endalso listed as swagger-mcp-bridge | Spring Boot example that exposes SpringDoc OpenAPI operations as MCP tools via a containerized bridge. | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | supertone-mcpmcp · back-end | MCP server for the Supertone TTS API. Generate natural speech, browse and preview the voice catalog, predict synthesis cost, and create cloned voices… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | quire-mcp-servermcp · back-end | A Model Context Protocol server for the Quire project management platform, enabling AI assistants to securely interact with Quire projects, tasks, and… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | linux-mcp-server-2mcp · back-end | Enables remote execution of Linux commands via SSH, supporting system monitoring, file operations, and secure authentication with configurable safety… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | oitvoip-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides AI agents with seamless access to the NetSapiens VoIP platform for user management, call… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | sonarlint-mcp-servermcp · back-end | Enables real-time code analysis for JavaScript, TypeScript, and Python through Claude Desktop and other MCP clients, detecting bugs, code smells, and… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | hootsuite-mcp-servermcp · back-end | Integrates Hootsuite social media management with AI assistants, enabling post creation, scheduling, analytics, and profile management through natural… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | tableau-mcp-servermcp · back-end | Enables reading and writing to Tableau Server or Tableau Cloud via the REST API, supporting operations on sites, projects, workbooks, views, and data… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | cric-ai-mcp-servermcp · back-endalso listed as wuye-ai-mcp-server-wuye-ai | Enables users to access real estate property industry news daily and search a specialized knowledge base covering laws, regulations, company info, and… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | ljadach-remember-the-milkmcp · back-end | Integrates with Remember The Milk's task management API to enable natural language task creation, list management, note attachments, and Smart Add… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | climactic-umamimcp · back-end | MCP server providing 48 tools for read/write access to Umami Analytics data including statistics, sessions, events, and funnels. | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | vmware-aria-logsmcp · back-end | MCP server for querying and analyzing logs from VMware Aria Operations for Logs, enabling log search, incident detection, and vROps correlation. | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | aserper-etsymcp · back-end | Provides full access to the Etsy Open API v3 for listings, orders, and payments. | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | whatsapp-mcp-servermcp · back-end | Manages WhatsApp conversations, contacts, templates, campaigns, and channels through AI assistants like Claude using the Wati API v3. | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | zimbra-mcp-servermcp · back-end | Enables to manage Zimbra emails, tags, calendar, and contacts through natural language. Supports searching, sending, drafting emails, managing… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | homebox-mcp-servermcp · back-end | MCP server for managing Homebox inventory via AI assistants, enabling item management, location organization, and label categorization. | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | iterm2-mcp-servermcp · back-end | Enables AI assistants to read, write, and control iTerm2 terminal panes, including listing panes, reading contents, sending commands, and splitting… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | indonesian-stock-analysis-mcp-servermcp · back-end | Provides Indonesian stock (IDX) analysis tools for Claude Code, enabling real-time stock data, technical and fundamental analysis, and buy/sell… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | watsonx-data-document-library-retrieval-mcp-servermcp · back-end | Bridges AI agents with watsonx.data document libraries, enabling natural language queries and intelligent retrieval from document libraries. | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | ai-backend-mcp-servermcp · back-end | Enables AI clients to use custom tools, maintain memory, and follow structured prompts, built with TypeScript MCP SDK and deployable to Cloudflare. | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | twitterapi-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides access to Twitter data through the TwitterAPI.io service, enabling Claude and other MCP clients to… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | google-slides-mcp-servermcp · back-end | Provides MCP server for Google Slides API, enabling creation, reading, modification, and management of Google Slides presentations using service… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | mcp-server-browser-use-ollamamcp · back-end | Enables AI agents to automate web browsers using local Ollama models via the Model Context Protocol, supporting tasks like web search, data… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | talismanic-cleanuri-url-shortenermcp · back-end | Integrates with CleanURI API to transform long URLs into shortened links. | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | fhir-mcp-servermcp · back-end | A comprehensive MCP server that bridges AI applications with FHIR healthcare data systems, enabling patient data access, clinical data retrieval, and… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | afarhadi99-wordpress-woocommercemcp · back-end | Integrates with WordPress and WooCommerce REST APIs to provide complete site management including posts, pages, users, products, orders, customers… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | obinopaul-nba-statsmcp · back-end | Provides a Python-based interface to NBA statistics and live game data, offering tools for accessing game information, player statistics, team data… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | clafollett-fdic-bank-findmcp · back-end | Provides a Rust-based proxy for the FDIC BankFind API, enabling access to detailed financial institution data including institutions, locations… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | leee62-pickapiconmcp · back-end | Provides a bridge to the Iconify API for searching and retrieving SVG icons from various collections, enabling quick integration of icons into… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | yahoo-fantasy-baseball-mcp-servermcp · back-end | Enables interaction with Yahoo Fantasy Sports API for fantasy baseball, providing tools to manage rosters and player stats via Claude. | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | personal-context-technology-mcp-servermcp · back-end | Enables AI assistants to access and update personalized context data, creating persistent memory between sessions. | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | metcalfc-atraxmcp · back-end | Proxy service that aggregates multiple MCP servers into a unified endpoint with configurable conflict resolution, transparent proxying, and enhanced… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | shashwat-jain-shopifymcp · back-end | Provides a flexible bridge to Shopify store data, enabling interaction with product, order, and inventory information through GraphQL queries for… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | gorgias-mcp-servermcp · back-end | Enables interaction with the Gorgias helpdesk API, providing tools to manage tickets, customers, and other helpdesk functionalities through natural… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | freshlife001-pokermcp · back-end | Implements a Texas Hold'em poker game server with betting rounds, hand evaluation, and multi-player table management for training strategic decision… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | solana-web3-js-mcp-servermcp · back-end | Enables AI assistants to interact with the Solana blockchain, manage accounts and tokens, and develop and deploy smart contracts end-to-end. | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | mercury-mcpmcp · back-end | Simple MCP server that interfaces with the Mercury API, allowing you to talk to your Mercury banking data from any MCP client like Cursor or Claude… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | guilhermelirio-brasil-apimcp · back-end | Integrates with Brasil API to provide access to Brazilian data services including postal codes, company information, banking data, geographic… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | takuya0206-slack-searchmcp · back-end | Integrates with Slack workspaces to provide direct access to users, channels, messages, and search functionality through a TypeScript-based server… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | hanweg-sqlexpressmcp · back-end | Integrates with Microsoft SQL Server Express to enable database interactions, supporting query execution, table creation, and schema description with… | 4 stars · 3 forks | No one-command install · Source | |
| 3909 | 54.031 | flux159-modal-serverless-pythonmcp · back-end | Integrates with Modal's serverless platform to deploy and execute Python scripts in the cloud, enabling efficient distributed computing and data… | 4 stars · 3 forks | No one-command install · Source | |
| 3961 | 53.854 | avanan-mcpmcp · back-end | MCP server for Checkpoint Harmony Email & Collaboration (Avanan). Enables AI assistants to manage email security, anti-phishing, anti-malware, and… | 1 star · 4 forks | No one-command install · Source | |
| 3961 | 53.854 | phpipam-mcp-servermcp · back-end | Enables interaction with phpIPAM IP address management (IPAM) system, providing tools to manage IP sections, subnets, addresses, VLANs, and more… | 1 star · 4 forks | No one-command install · Source | |
| 3961 | 53.854 | connectwise-automate-mcpmcp · back-end | A Model Context Protocol server for ConnectWise Automate with decision tree architecture, enabling Claude to manage scripts, computers, groups, and… | 1 star · 4 forks | No one-command install · Source | |
| 3961 | 53.854 | huntress-mcpmcp · back-end | An MCP server for Huntress managed security platform, enabling management of agents, incidents, reports, and threat detections through Huntress's API. | 1 star · 4 forks | No one-command install · Source | |
| 3961 | 53.854 | rt-mcp-servermcp · back-end | Read-only MCP server for Request Tracker (RT) via REST2 API, enabling ticket search, retrieval, correspondence viewing, attachment download, and… | 1 star · 4 forks | No one-command install · Source | |
| 3961 | 53.854 | gxjansen-transistormcp · back-end | Integrates with Transistor.fm's API to manage podcasts, episodes, analytics, and subscribers for automating podcast workflows. | 1 star · 4 forks | No one-command install · Source | |
| 3961 | 53.854 | fastify-mcp-server-pluginmcp · back-end | A Fastify plugin that enables multi-tenant MCP servers with isolated tools per bearer token, allowing AI assistants to interact with custom services… | 1 star · 4 forks | No one-command install · Source | |
| 3961 | 53.854 | azure-terraform-mcp-servermcp · back-end | Provides intelligent assistance for Azure Terraform development, including documentation retrieval, code validation, security scanning, and best… | 1 star · 4 forks | No one-command install · Source | |
| 3961 | 53.854 | apple-health-mcp-servermcp · back-end | Streams Apple Watch health metrics (HRV, sleep, heart rate, etc.) to Claude via iOS Shortcuts and Redis, enabling personalized daily health briefings… | 1 star · 4 forks | No one-command install · Source | |
| 3961 | 53.854 | bitwarden-mcp-servermcp · back-end | Enables interaction with Bitwarden/Vaultwarden for password and secure note management, including creation, updating, deletion, and search of items… | 1 star · 4 forks | No one-command install · Source | |
| 3961 | 53.854 | github-copilot-custom-mcp-servermcp · back-end | Enables GitHub Copilot to perform markdown review, dependency checking, and AI-powered code review through serverless Azure Functions, demonstrating… | 1 star · 4 forks | No one-command install · Source | |
| 3961 | 53.854 | bogdan01m-zapcap-mcp-servermcp · back-end | MCP server for ZapCap API providing video caption and B-roll generation via natural language | 1 star · 4 forks | No one-command install · Source | |
| 3961 | 53.854 | nebula-block-data-nebulablock-mcp-servermcp · back-end | integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools | 1 star · 4 forks | No one-command install · Source | |
| 3961 | 53.854 | origintrail-dkg-mcp-servermcp · back-end | Connects MCP-compatible agents with the OriginTrail Decentralized Knowledge Graph, enabling creation, retrieval, linking, and exchange of verifiable… | 1 star · 4 forks | No one-command install · Source | |
| 3961 | 53.854 | rabbitmq-mcpmcp · back-end | An MCP server for RabbitMQ that exposes the RabbitMQ HTTP API as tools, enabling natural language interaction with RabbitMQ management. | 1 star · 4 forks | No one-command install · Source | |
| 3961 | 53.854 | mcp-evolution-api-supergatewaymcp · back-end | Acts as a gateway to interface with the Evolution API, exposing an MCP server via SSE for remote connections. | 1 star · 4 forks | No one-command install · Source | |
| 3977 | 53.198 | dns-security-mcpmcp · back-end | Comprehensive DNS security toolkit for AI agents: 103 tools across 13 categories including DNSSEC validation, subdomain takeover detection, email… | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | mogacode-ma-infomaniakmcp · back-end | Unofficial MCP server for Infomaniak cloud services covering web hosting, DNS, mail, kDrive, domains, SSL, and more via 59 tools. | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | sanctuary-mcp-servermcp · back-end | Wraps any AI agent harness with kernel-level protection, cryptographic signing, and portable audit trails, ensuring your agents act within your… | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | callosiummcp · back-end | One shared memory for every AI you use, in plain Markdown files you own. Teach one AI something and the rest know it, with per-AI folder permissions… | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | kotlin-lib-mcpmcp · back-end | MCP server that downloads and analyzes sources of Maven-published Kotlin/Java libraries, exposing structured API information, KDoc, and raw source to… | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | clearfront-mcp-servermcp · back-end | Enables AI-driven open-source intelligence investigations by exposing 30 tools for scanning emails, usernames, domains, IPs, and more, with real… | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | 2smcp · back-end | Pay-per-call AI agent APIs on Base via x402. Multiple tools across patents, law, AI, geo, weather, crypto, and more. Always growing. | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | nordstellarmcp · back-end | Official MCP server for NordStellar threat exposure management platform, enabling natural language queries for attack surface data, dark web search… | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | amcharts5mcp · back-end | On-demand access to the complete amCharts 5 knowledge base including documentation, code examples, and API references. | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | glm4v-vision-mcpmcp · back-end | MCP server that provides image analysis, OCR text extraction, and image description using the GLM-4V Flash model from Zhipu AI. | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | polygraphmcp · back-end | Open behavioral litmus for MCP servers — grades A–F across tool-output injection, egress, sensitive-data, and adversarial-input, with reproducible… | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | uburuntu-vas3k-clubmcp · back-end | Exposes the vas3k.club community platform API as MCP tools for searching members, citing posts, and retrieving links. | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | openaramcp · back-end | An open-source local MCP server for macOS that provides desktop control tools (click, type, scroll, etc.) callable from any MCP-aware client. | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | codesynapse-mcpmcp · back-end | An MCP server for code intelligence that maps source code into a knowledge graph, enabling AI tools to understand architecture and structure rather… | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | bettyguo-obsidianmcp · back-end | Provides direct filesystem access to Obsidian vaults with 22 MCP tools for reading, writing, searching, and linking notes without requiring the Local… | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | able-mcpmcp · back-end | An MCP server for parsing and analyzing Ableton Live .als project files offline, enabling queries about tempo, tracks, clips, and MIDI data through… | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | userb1ank-interactive-processmcp · back-end | MCP server for managing long-running interactive processes like SSH sessions, REPLs, and installers with PTY support. | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | spicelib-mcpmcp · back-end | A thin MCP server that wraps spicelib for circuit simulation. Exposes tools for running AC, transient, DC op, and parameter sweep analyses, enabling… | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | josuem1109-personal-financemcp · back-end | Self-hosted, read-only server connecting bank accounts and investments via the Plaid API. | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | htmx-mcpmcp · back-end | Chrome DevTools-based server for debugging and interacting with HTMX-powered web applications. | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | mujoco-mcp-servermcp · back-end | Exposes MuJoCo physics simulation to AI assistants via 65 MCP tools, enabling natural language control of robotics simulation, trajectory… | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | argentina-legal-law-mcp-servermcp · back-end | A specialized MCP server for Argentine legal professionals, enabling legal research, document processing, case analysis, and practice management… | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | ahrefs-universal-mcp-servermcp · back-end | Provides a standardized interface for interacting with Ahrefs's tools and services through a unified API. | 8 stars | No one-command install · Source | |
| 3977 | 53.198 | crispvibe-localshellmcp · back-end | Cross-platform PTY-based terminal server exposing shell execution, persistent sessions, and real-time I/O streaming to AI clients on macOS, Linux, and… | 8 stars | No commit datelisted | 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.