Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2101 | 71.077 | beautyfree-appstore-connectmcp · back-end | Integrates with Apple's App Store Connect API for managing iOS/macOS apps, TestFlight beta testing, reviews, subscriptions, and distribution… | 13 stars · 4 forks | No one-command install · Source | |
| 2101 | 71.077 | fiverr-mcp-servermcp · back-end | Search Fiverr gigs, sellers, pricing, and reviews without an API key. | 13 stars · 4 forks | No one-command install · Source | |
| 2101 | 71.077 | mcp-upstagemcp · back-end | Enables AI assistants to extract and structure content from documents (PDFs, images, Office files) via Upstage AI's APIs, with seamless Claude Desktop… | 13 stars · 4 forks | No one-command install · Source | |
| 2101 | 71.077 | reddit-summarizer-mcp-servermcp · back-endalso listed as sinanefeozler-reddit-summarizer-mcp | Summarizes a user's Reddit frontpage, subreddits, and post comments, with optional comment analysis and sorting options. | 13 stars · 4 forks | No one-command install · Source | |
| 2101 | 71.077 | librelink-mcp-servermcp · back-end | Enables Claude Desktop to securely access FreeStyle LibreLink continuous glucose monitoring data, providing real-time readings, historical analysis… | 13 stars · 4 forks | No one-command install · Source | |
| 2101 | 71.077 | external-reconnaissance-mcp-servermcp · back-end | Enables external reconnaissance activities including DNS enumeration, subdomain discovery, email security analysis, and SSL certificate inspection… | 13 stars · 4 forks | No one-command install · Source | |
| 2108 | 71.050 | canvas-api-mcpmcp · back-end | An MCP server for Canvas LMS that provides 15 curated tools for everyday student work and a gateway to reach every endpoint your Canvas instance… | 2 stars · 10 forks | No one-command install · Source | |
| 2109 | 71.025 | blake365-macrostratmcp · back-end | Integrates the Macrostrat API to enable geological data querying and analysis for earth sciences, resource exploration, and environmental studies. | 8 stars · 7 forks | No one-command install · Source | |
| 2109 | 71.025 | osdu-mcp-servermcp · back-end | Enables AI assistants to interact with OSDU platform services including search, data management, and schema operations. | 8 stars · 7 forks | No one-command install · Source | |
| 2109 | 71.025 | chai-pentest-toolmcp · back-end | Cyber Host Artificial Intelligence (C.H.A.I) An autonomous penetration testing MCP (Model Context Protocol) server with an integrated AI decision… | 8 stars · 7 forks | No one-command install · Source | |
| 2109 | 71.025 | data-360-query-mcp-servermcp · back-end | Enables executing SQL queries against Salesforce Data Cloud from Cursor, with tools to list tables and describe table structure. | 8 stars · 7 forks | No one-command install · Source | |
| 2109 | 71.025 | asusevski-opendotamcp · back-end | Integrates with the OpenDota API to provide real-time Dota 2 statistics, match data, and player information for game analysis, performance tracking… | 8 stars · 7 forks | No one-command install · Source | |
| 2109 | 71.025 | azure-pricingmcp · back-end | Integrates with Microsoft's Azure Retail Prices API to provide service family listings, product filtering, and monthly cost calculations for cloud… | 8 stars · 7 forks | No one-command install · Source | |
| 2115 | 71.020 | google-maps-lead-gen-mcp-local-business-enrichmentmcp · back-end | B2B lead generation tool: search Google Maps by 'plumbers in Austin', get back business profiles with emails, phone numbers, ratings, websites. The… | 6,766 installs | No commit datelisted | No one-command install · Source |
| 2115 | 71.020 | google-maps-lead-gen-mcp-local-business-enrichment-2mcp · back-end | B2B lead generation tool: search Google Maps by 'plumbers in Austin', get back business profiles with emails, phone numbers, ratings, websites. The… | 6,766 installs | No commit datelisted | No one-command install · Source |
| 2115 | 71.020 | google-maps-lead-gen-mcp-local-business-enrichment-3mcp · back-end | B2B lead generation tool: search Google Maps by 'plumbers in Austin', get back business profiles with emails, phone numbers, ratings, websites. The… | 6,766 installs | No commit datelisted | No one-command install · Source |
| 2115 | 71.020 | google-maps-lead-gen-mcp-local-business-enrichment-4mcp · back-end | B2B lead generation tool: search Google Maps by 'plumbers in Austin', get back business profiles with emails, phone numbers, ratings, websites. The… | 6,766 installs | No commit datelisted | No one-command install · Source |
| 2115 | 71.020 | google-maps-lead-gen-mcp-local-business-enrichment-5mcp · back-end | B2B lead generation tool: search Google Maps by 'plumbers in Austin', get back business profiles with emails, phone numbers, ratings, websites. The… | 6,766 installs | No commit datelisted | No one-command install · Source |
| 2120 | 70.949 | found-cake-kalimcp · back-end | MCP server exposing Kali Linux security and penetration testing tools for use in authorized security research workflows. | 24 stars · 1 fork | No one-command install · Source | |
| 2120 | 70.949 | talkthrough-mcpmcp · back-end | Feedback ingestion for AI agents. Record your screen and talk; your agent does the rest — files the bugs, writes the spec, builds the backlog. | 24 stars · 1 fork | No one-command install · Source | |
| 2120 | 70.949 | doorman11991-budget-awaremcp · back-end | Token-budget-aware code indexing MCP server that retrieves relevant code by walking dependency graphs within specified token limits for 155… | 24 stars · 1 fork | No one-command install · Source | |
| 2120 | 70.949 | anki-connect-mcp-servermcp · back-end | Enables AI assistants to interact with Anki flashcard collections through the AnkiConnect add-on, allowing creation, modification, searching, and… | 24 stars · 1 fork | No one-command install · Source | |
| 2124 | 70.897 | runapi-mcp-servermcp · back-end | Connects MCP-compatible coding tools to RunAPI for AI image, video, music, text-to-speech, and LLM generation using 130+ models from leading… | 55 stars | No one-command install · Source | |
| 2125 | 70.795 | harshalrathore-mcp-proxymcp · back-end | TypeScript MCP gateway consolidating multiple upstream servers with schema deferral and response shielding. | 17 stars · 2 forks | No one-command install · Source | |
| 2125 | 70.795 | mcp-easy-installermcp · back-end | A robust MCP server with tools to search, install, configure, repair, and uninstall MCP servers, automating setup and maintenance across multiple AI… | 17 stars · 2 forks | No one-command install · Source | |
| 2125 | 70.795 | dnspy-mcpmcp · back-end | A Model Context Protocol server for static .NET assembly analysis, offering decompilation, IL disassembly, metadata inspection, and protection… | 17 stars · 2 forks | No one-command install · Source | |
| 2125 | 70.795 | mcp-c64mcp · back-end | An MCP server for developing BASIC and Assembly Language programs for the Commodore 64, providing tools to assemble, tokenize, and run programs in the… | 17 stars · 2 forks | No one-command install · Source | |
| 2125 | 70.795 | social-mcpmcp · back-end | MCP server for extracting transcripts from Instagram videos using AssemblyAI, enabling timestamped transcriptions with speaker labels through natural… | 17 stars · 2 forks | No one-command install · Source | |
| 2125 | 70.795 | devsecops-mcp-servermcp · back-end | Integrates SAST, DAST, IAST, and SCA security testing tools for AI-powered DevSecOps automation, enabling comprehensive security scanning and… | 17 stars · 2 forks | No one-command install · Source | |
| 2131 | 70.579 | p4st4s-mcp-auditmcp · back-end | Transparent Go proxy that intercepts, signs, rate-limits, redacts, and audits all MCP JSON-RPC tool calls without modifying client or server. | 7 stars · 7 forks | No one-command install · Source | |
| 2131 | 70.579 | tweetlymcp · back-end | An MCP server that enables AI agents to automate actions on X (Twitter) through a real browser session, including posting, engaging, and reading via… | 7 stars · 7 forks | No one-command install · Source | |
| 2131 | 70.579 | mcp-factorymcp · back-end | An extensible Model Context Protocol server framework with a plugin architecture, enabling easy addition of API services like the bundled NASA APOD… | 7 stars · 7 forks | No one-command install · Source | |
| 2131 | 70.579 | ibm-storage-scale-mcp-servermcp · back-end | Model Context Protocol (MCP) server for interacting with IBM Storage Scale clusters, enabling management of storage resources through natural… | 7 stars · 7 forks | No one-command install · Source | |
| 2131 | 70.579 | simonpainter-netbox-mcpmcp · back-end | MCP server for interacting with NetBox API. | 7 stars · 7 forks | No one-command install · Source | |
| 2131 | 70.579 | pandoc-mcp-servermcp · back-end | Enables document conversion between various formats (Markdown, DOCX, HTML, PDF, etc.) using Pandoc, allowing AI agents to request conversions via… | 7 stars · 7 forks | No one-command install · Source | |
| 2131 | 70.579 | crazyrabbitltc-tally-dao-governancemcp · back-end | Integrates with the Tally API to query and analyze DAO governance data, enabling insights into decentralized decision-making processes. | 7 stars · 7 forks | No one-command install · Source | |
| 2138 | 70.564 | icoretech-warden-mcpmcp · back-end | MCP server for Bitwarden and Vaultwarden vault management. Search, create, edit, and organize logins, notes, cards, identities, SSH keys, folders… | 14 stars · 3 forks | No one-command install · Source | |
| 2138 | 70.564 | timetree-mcp-servermcp · back-end | Unofficial MCP server for accessing and managing TimeTree calendar data, including events, memos, and comments, with secure email/password… | 14 stars · 3 forks | No one-command install · Source | |
| 2138 | 70.564 | cyanheads-openalex-mcp-servermcp · back-endalso listed as openalex-mcp-server | Access the OpenAlex academic research catalog - 270M+ publications through MCP. Supports STDIO and Streamable HTTP. | 14 stars · 3 forks | No one-command install · Source | |
| 2138 | 70.564 | ultimate-gemini-mcpmcp · back-end | MCP server for Google's Gemini 3.1 Flash Image that enables fast, high-resolution image generation with advanced reasoning, up to 14 reference images… | 14 stars · 3 forks | No one-command install · Source | |
| 2138 | 70.564 | memoirmcp · back-end | An MCP memory server that gives AI tools persistent memory across sessions, tools, and machines. It supports 11 AI coding tools, with features like… | 14 stars · 3 forks | No one-command install · Source | |
| 2138 | 70.564 | tangos-consolemcp · back-end | Exposes a repo's decompilation tools as an MCP server, allowing AI to drive them with real-time visualization. | 14 stars · 3 forks | No one-command install · Source | |
| 2138 | 70.564 | google-maps-platform-mcp-servermcp · back-end | Provides MCP tools for Google Maps services including directions, geocoding, distance matrix, and places search. | 14 stars · 3 forks | No one-command install · Source | |
| 2138 | 70.564 | bncc-mcpmcp · back-end | MCP server that exposes skills from the Brazilian National Common Curricular Base (BNCC) with thematic units, knowledge objects, and prioritization… | 14 stars · 3 forks | No one-command install · Source | |
| 2138 | 70.564 | proxi666-ros2mcp · back-end | Native ROS 2 MCP server for AI-assisted robot development with tools for graph introspection, robot control, camera capture, and Nav2 navigation… | 14 stars · 3 forks | No one-command install · Source | |
| 2138 | 70.564 | security-framework-mcpmcp · back-endalso listed as zer0-kr-security-framework | Unified MCP server integrating NIST and OWASP security frameworks with live vulnerability data, enabling security searches, compliance mapping, threat… | 14 stars · 3 forks | No one-command install · Source | |
| 2138 | 70.564 | gh-kitakitsune0x-big-boss-botmcp · back-end | stdio MCP server providing read-only access to a self-hosted OSINT intelligence dashboard aggregating news, Telegram channels, military tracking, and… | 14 stars · 3 forks | No one-command install · Source | |
| 2138 | 70.564 | printer-ai-mcpmcp · back-end | A cross-platform MCP server that enables AI assistants to manage printers, query printer status, and print files on Windows, macOS, and Linux. | 14 stars · 3 forks | No one-command install · Source | |
| 2138 | 70.564 | trustmrrmcp · back-end | Provides access to the TrustMRR startup marketplace API for browsing, filtering, and analyzing SaaS startups available for acquisition. | 14 stars · 3 forks | No one-command install · Source | |
| 2138 | 70.564 | adminhuan-ai-rule-mcp-servermcp · back-end | Provides rule-based conversation management, mode switching, and feature request handling for structured AI interactions with content moderation and… | 14 stars · 3 forks | No one-command install · Source | |
| 2138 | 70.564 | gulbaki-swagger-explorermcp · back-end | Loads and explores Swagger/OpenAPI specifications from URLs or files, providing endpoint discovery, documentation access, and natural language… | 14 stars · 3 forks | No one-command install · Source | |
| 2138 | 70.564 | limitless-ai-mcp-servermcp · back-end | Enables AI assistants to interact with Limitless AI Pendant recordings, search, retrieve, and analyze lifelogs via the Model Context Protocol. | 14 stars · 3 forks | No one-command install · Source | |
| 2138 | 70.564 | bible-mcp-servermcp · back-end | Exposes Bible content from bible-api.com for LLMs, enabling retrieval of verses, chapters, random verses, and Bible study prompts with support for… | 14 stars · 3 forks | No one-command install · Source | |
| 2138 | 70.564 | rmtech1-txtai-assistantmcp · back-end | Configurable server environment for efficient memory-based operations with customizable settings and flexible limits for scalable applications. | 14 stars · 3 forks | No one-command install · Source | |
| 2138 | 70.564 | limitless-mcp-server-2mcp · back-end | MCP server that exposes the Limitless Developer API to list lifelogs via the getLifelogs tool. | 14 stars · 3 forks | No one-command install · Source | |
| 2159 | 70.551 | unigrokmcp · back-end | A local Grok MCP server and gateway that every coding agent on your machine shares, self-routing across xAI's API and Grok CLI subscription with… | 23 stars · 1 fork | No one-command install · Source | |
| 2159 | 70.551 | ollama-mcp-example-servermcp · back-end | A simple MCP server that exposes stock price lookup tools, demonstrating how to set up MCP from scratch with Ollama. | 23 stars · 1 fork | No one-command install · Source | |
| 2159 | 70.551 | major-porkbun-dnsmcp · back-endalso listed as porkbun-mcp | Manage DNS records, domains, DNSSEC, and SSL certificates through Porkbun's API. | 23 stars · 1 fork | No one-command install · Source | |
| 2159 | 70.551 | xuan-boms-solidworksmcp · back-end | MCP server for SolidWorks CAD automation via COM bridge, enabling AI-assisted part creation, sketching, extrusions, and model operations. | 23 stars · 1 fork | No one-command install · Source | |
| 2164 | 70.455 | mcp-aftereffectsmcp · back-end | MCP server that lets LLMs drive Adobe After Effects, enabling project inspection, comp/layer mutations with undo support, JSON checkpoint/restore, and… | 51 stars | No one-command install · Source | |
| 2165 | 70.383 | bawbel-scannermcp · back-end | Security scanner for MCP servers and skill files that detects AVE vulnerabilities before production. | 11 stars · 5 forks | No one-command install · Source | |
| 2165 | 70.383 | indonesia-civic-stackmcp · back-end | Provides access to Indonesian government data sources (BPOM, BPJPH, AHU, etc.) via a unified API and MCP tools. | 11 stars · 5 forks | No one-command install · Source | |
| 2165 | 70.383 | korean-rnd-regs-mcpmcp · back-end | Natural-language search and review of South Korea's national R&D regulations (acts, decrees, and administrative rules) for researchers and research… | 11 stars · 5 forks | No one-command install · Source | |
| 2165 | 70.383 | theyahia-1c-restmcp · back-endalso listed as theyahia-1c-rest-mcp | Integrates with 1C:Enterprise REST API for catalogs and documents. | 11 stars · 5 forks | No one-command install · Source | |
| 2165 | 70.383 | mailjet-mcp-servermcp · back-end | Enables AI agents to interact with Mailjet's contact, campaign, segmentation, statistics, and workflow APIs for managing email marketing operations… | 11 stars · 5 forks | No one-command install · Source | |
| 2165 | 70.383 | thunderclient-mcpmcp · back-end | Enables AI tools to create and manage API requests and collections in Thunder Client, with automated collection and folder creation. | 11 stars · 5 forks | No one-command install · Source | |
| 2165 | 70.383 | sap-business-data-cloud-mcp-servermcp · back-end | Enables AI assistants to manage SAP Business Data Cloud operations including data shares, Delta Sharing, and data product publishing through an MCP… | 11 stars · 5 forks | No one-command install · Source | |
| 2165 | 70.383 | zstack-mcp-servermcp · back-end | Enables AI to dynamically search, describe, and execute 2000+ ZStack Cloud APIs, plus query monitoring metrics and data. | 11 stars · 5 forks | No one-command install · Source | |
| 2165 | 70.383 | fortios-7-6-x-mcp-servermcp · back-end | A complete MCP server for Fortinet FortiOS 7.6.x that exposes the entire REST API as typed MCP tools for use with MCP-compatible clients like Claude… | 11 stars · 5 forks | No one-command install · Source | |
| 2165 | 70.383 | kurrentdb-mcp-servermcp · back-end | Provides tools to read and write events, list streams, and create, test, and debug projections on KurrentDB. | 11 stars · 5 forks | No one-command install · Source | |
| 2165 | 70.383 | neosun100-personalivemcp · back-end | Transforms static portrait images into expressive videos using driving motion from reference videos with real-time streaming and GPU memory… | 11 stars · 5 forks | No one-command install · Source | |
| 2165 | 70.383 | junhan2-gemini-nanobananamcp · back-end | Integrates with Google's Gemini 2.5 Flash Image API to provide text-to-image generation, single image editing with prompts, multi-image composition… | 11 stars · 5 forks | No one-command install · Source | |
| 2165 | 70.383 | amap-navigatormcp · back-end | Integrates with Amap API to provide location-based services including geocoding, weather information, driving routes, and location suggestions for… | 11 stars · 5 forks | No one-command install · Source | |
| 2165 | 70.383 | puchunjie-word-document-toolsmcp · back-end | Enables natural language-driven Word document creation, editing, and formatting through a Node.js server that integrates seamlessly with development… | 11 stars · 5 forks | No one-command install · Source | |
| 2180 | 70.328 | memoryvault-mcpmcp · back-end | A self-hosted, graph-aware memory server for AI assistants that provides persistent memory across sessions with hybrid search and knowledge graph… | 12 stars · 4 forks | No one-command install · Source | |
| 2180 | 70.328 | sportsdata-mcpmcp · back-end | An MCP server that exposes sports-data APIs from multiple providers (AFL, Sportsbet, Entain, NRL) as interchangeable tools, enabling cross-provider… | 12 stars · 4 forks | No one-command install · Source | |
| 2180 | 70.328 | padev1-nina-advanced-apimcp · back-end | Provides a bridge between natural language commands and N.I.N.A. astronomical software, enabling control of cameras, mounts, focusers, filter wheels… | 12 stars · 4 forks | No one-command install · Source | |
| 2180 | 70.328 | mcpfinder-devmcp · back-end | Free, open-source discovery and installation layer for MCP servers, aggregating the Official Registry, Glama, and Smithery. | 12 stars · 4 forks | No one-command install · Source | |
| 2180 | 70.328 | atimelogger-mcp-servermcp · back-end | Enables Claude to manage ATimeLogger time tracking: start/stop/pause activities, log intervals, and get reports via natural language. | 12 stars · 4 forks | No one-command install · Source | |
| 2180 | 70.328 | mcp-server-freesearchmcp · back-end | A free search MCP server powered by SearXNG, offering various search types without requiring an API key. | 12 stars · 4 forks | No one-command install · Source | |
| 2180 | 70.328 | finmap-org-mcp-servermcp · back-end | [finmap.org](https://finmap.org/) MCP server provides comprehensive historical data from the US, UK, Russian and Turkish stock exchanges. Access… | 12 stars · 4 forks | No one-command install · Source | |
| 2180 | 70.328 | temporal-community-durable-async-mcpmcp · back-end | Demo MCP server showing durable async workflow patterns for invoice processing using Temporal and the MCP Tasks protocol. | 12 stars · 4 forks | No one-command install · Source | |
| 2180 | 70.328 | specmatic-mcp-servermcp · back-end | Exposes Specmatic's API contract testing, resiliency testing, and mocking capabilities to AI coding agents via natural language, enabling automated… | 12 stars · 4 forks | No one-command install · Source | |
| 2180 | 70.328 | billingo-mcp-servermcp · back-end | An MCP server for the Billingo invoicing API (v3) that enables AI assistants like Claude to manage invoices, partners, products, expenses, and more… | 12 stars · 4 forks | No one-command install · Source | |
| 2180 | 70.328 | sharepoint-mcpmcp · back-end | A production-grade Model Context Protocol (MCP) server for Microsoft SharePoint that connects AI agents to read files, manage folders, and reason over… | 12 stars · 4 forks | No one-command install · Source | |
| 2180 | 70.328 | roland0511-feishu-projmcp · back-end | Integrates with Feishu Project management API, enabling direct interaction with project data, tasks, and resources through environment variable… | 12 stars · 4 forks | No one-command install · Source | |
| 2180 | 70.328 | dexcom-g7-mcp-servermcp · back-end | Provides access to Dexcom G7 continuous glucose monitor data, enabling AI assistants to retrieve current glucose readings and historical data. | 12 stars · 4 forks | No one-command install · Source | |
| 2180 | 70.328 | bashirk-inbound-lead-generationmcp · back-end | Automates lead generation and enrichment by combining Google CSE discovery, Hunter.io and Clearbit data enrichment, and LinkedIn scraping into a… | 12 stars · 4 forks | No one-command install · Source | |
| 2180 | 70.328 | prasanthmj-primitive-gomcp · back-end | Integrates with OpenAI's DALL-E API to generate and save images from text descriptions. | 12 stars · 4 forks | No one-command install · Source | |
| 2195 | 70.210 | lrnevmcp · back-end | AI-powered project governance engine for collaborative development with MCP server and CLI, file as source of truth, zero model dependency. | 16 stars · 2 forks | No one-command install · Source | |
| 2195 | 70.210 | obsidian-cli-restmcp · back-end | Enables programmatic control of Obsidian vaults via REST API and MCP server for automation and AI assistant integration. | 16 stars · 2 forks | No one-command install · Source | |
| 2195 | 70.210 | ksterx-srunxmcp · back-end | MCP server for the SLURM workload manager. Submit jobs, run YAML workflows, monitor GPU resources, manage SSH profiles, and sync files to remote HPC… | 16 stars · 2 forks | No one-command install · Source | |
| 2195 | 70.210 | philrox-rismcp · back-endalso listed as philrox-ris-mcp-ts, ris-mcp-server | Searches and retrieves Austrian federal laws, state laws, court decisions, law gazettes, and government bills from the official… | 16 stars · 2 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.