Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 5001 | 44.294 | jeffersonstatsmcp · back-end | Enables comprehensive statistical analysis including descriptive statistics, hypothesis testing, regression, and more via a FastMCP-based API. | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | time-workdays-timormcp · back-end | Integrates with the Timor API to provide current time information and workday calculations for scheduling systems and business logic that depends on… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | licensespringmcp · back-end | Integrates with LicenseSpring's license management platform to enable software license activation, validation, consumption tracking, customer… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | a2a-gomcp · back-endalso listed as a2a-go-by-theapemachine | A2A server in Go for facilitating communication between software agents | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | renant-tabnewsmcp · back-end | Provides access to TabNews content through API tools for retrieving listings, user posts, comments, and analytics data without requiring direct API… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | news-mcp-servermcp · back-end | Enables real-time monitoring and analysis of enterprise public opinion with sentiment statistics and news list retrieval for reputation management and… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | dialogflow-cx-mcp-servermcp · back-end | Enables AI assistants to integrate with Google Dialogflow CX for intent detection, session management, and conversational capabilities. | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | kushagra-dutta-fhir-healthcare-datamcp · back-end | Provides unified access to multiple FHIR healthcare data servers with intelligent server switching, clinical keyword extraction, and patient… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | hackdonalds-jiramcp · back-end | Integrates with JIRA through REST API v2 to provide complete issue management including retrieval, JQL searching, creation, updates, status… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | deeppath-ai-crew-riskmcp · back-end | Evaluates websites for crawling compliance and safety by analyzing robots.txt files, detecting anti-crawling mechanisms, identifying sensitive data… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | flyanima-open-searchmcp · back-end | Aggregates multiple search engines, academic databases, and content sources with intelligent load balancing and failover mechanisms to provide web… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | headstarter-linkedin-network-mcp-servermcp · back-end | Enables AI assistants to query, search, and analyze LinkedIn profiles from the Headstarter network for recruiting, networking, and community building. | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | fegizii-semantic-scholarmcp · back-end | Integrates with Semantic Scholar Academic Graph API to search papers, retrieve author profiles, analyze citations, and download PDFs with metadata… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | eliasuran-google-calendarmcp · back-end | Integrates the Google Calendar API to enable querying, creation, and modification of calendar entries and events. | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | el-el-san-vidumcp · back-end | Transforms static images into dynamic videos with customizable parameters through the Vidu AI video generation API, handling authentication, file… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | amankale376-profile-researchermcp · back-end | Combines Google Custom Search, Apollo.io, and Proxycurl APIs with OpenAI-powered query generation to systematically discover LinkedIn profiles… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | eprint-mcp-servermcp · back-end | Enables AI assistants to search and retrieve cryptographic research papers from the IACR Cryptology ePrint Archive. Supports smart search by title… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | a2a-sdk-by-ryukezmcp · back-end | A2A (Agent-to-Agent) SDK sample for Node.js | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | schemdraw-mcp-servermcp · back-end | Enables AI assistants like Claude to create and edit electronic circuit diagrams using the schemdraw library through the Model Context Protocol. | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | ish-joshi-canon-camera-controlmcp · back-end | Provides direct control over Canon cameras through the Canon Camera Control API, enabling remote adjustment of shooting settings like aperture… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | fisheep-easy-copymcp · back-end | Utility server that automatically reads Claude Desktop configuration files and presents all available MCP services in an easy-to-copy format for quick… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | hrishi0102-paymanmcp · back-end | Bridges to Payman AI's payment processing API, enabling creation of payees, search functionality, payment sending, and balance checking through… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | tanush-yadav-shopifymcp · back-end | Integrates with Shopify's GraphQL API to enable e-commerce management tasks like inventory tracking, customer segmentation, order processing, and… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | deep-search-mcpmcp · back-end | A deep web search MCP server using LinkUp API that provides a deep_search tool for performing deep web searches with optional max results. | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | faker-mcp-servermcp · back-end | Generates fake data like names, text, internet info, dates, and commerce data using Faker.js, supporting multiple locales and customizable parameters. | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | edkranz-up-bankmcp · back-end | Bridges to the Up Bank API for analyzing personal banking data, including accounts, transactions, categories, and tags for financial insights and… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | autospectra-mcp-servermcp · back-end | All-in-one automation platform for AI agents, providing browser automation, API testing, debugging, and testing tools via the MCP protocol. | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | bguiz-hedera-testnetmcp · back-end | Provides a bridge to the Hedera Testnet Mirror Node API, dynamically converting Zodios API endpoints into tools for querying blockchain data using… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | ragflow-mcp-servermcp · back-end | Enables listing datasets, creating chat assistants, and chatting with them via RAGFlow API. | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | dishant27-twittermcp · back-end | Integrates with Twitter's API to enable posting tweets, searching content, managing profiles, and handling follower relationships with robust error… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | gooboot-bosmcp · back-end | Modular server framework for building and managing extensible MCP services through a configuration-based approach that simplifies module loading and… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | emeryray2002-virustotalmcp · back-end | Bridges to the VirusTotal API for comprehensive threat intelligence, enabling security analysts to analyze file hashes, URLs, domains, and IP… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | tim10002-azure-resourcemcp · back-end | Integrates with Azure cloud services to enable resource listing, management, and cost analysis through service principal authentication and the Azure… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | missionsquad-helper-toolsmcp · back-end | Provides utility functions for encoding/decoding, geolocation, cryptography, QR code generation, and timezone conversions with intelligent caching and… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | dnsdumpstermcp · back-end | A Model Context Protocol (MCP) server for interacting with the DNSDumpster API, enabling AI assistants to perform detailed DNS reconnaissance through… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | launchthatbrand-graphqlmcp · back-end | Enables LLMs to interact with GraphQL APIs through schema introspection and query execution, with security measures like disabled mutations by… | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | vurtnec-jiramcp · back-end | Integrates with Jira's API to enable issue retrieval and project management tasks. | 3 stars · 1 fork | No one-command install · Source | |
| 5001 | 44.294 | sunwood-ai-labs-gitlab-kanbanmcp · back-end | Integrates with GitLab's API to enable Kanban-style project management and issue tracking for streamlined software development workflows. | 3 stars · 1 fork | No one-command install · Source | |
| 5040 | 43.589 | iwac-mcp-servermcp · back-end | A read-only MCP server for the Islam West Africa Collection (IWAC) digital archive, providing 37 tools to search and analyze newspaper articles… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | string-ai-web-access-mcp-servermcp · back-end | Provides web access tools (fetch, search, sitemap crawl) through String AI's API, automatically handling anti-bot bypass, CAPTCHA, and JavaScript… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | whmcs-mcp-servermcp · back-end | Enables AI agents to administrate WHMCS installations through the External API, providing ~50 tools for clients, billing, orders, services, domains… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | mcp-fdsnws-eventmcp · back-end | An MCP server for querying the FDSN Web Service Event APIs of multiple seismological datacenters and retrieving earthquake information as JSON. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | redfox-mcpmcp · back-end | Provides 40 MCP tools for searching and retrieving content from six major platforms (Douyin, Xiaohongshu, WeChat, Bilibili, Toutiao, TikTok) along… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | max-mcp-servermcp · back-end | Enables to fetch and update workspace profile settings for the Digital Crew Max AI sales agent via MCP tools. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | cvxmcp · back-end | MCP server for CVX, enabling AI assistants to create, validate, and build professional CV PDFs from YAML content, with tools for schema retrieval… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | shuji-bonji-xcomet-mcp-servermcp · back-end | Translation quality evaluation using xCOMET models. Provides quality scoring (0-1), error detection with severity levels (minor/major/critical), and… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | obsidian-headless-mcpmcp · back-end | MCP server that provides tools and resources for AI models to interact with an Obsidian vault, enabling file operations, search, and management via… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | amazon-sp-api-mcpmcp · back-end | A production-grade MCP server for the Amazon Selling Partner API that provides a complete registry of 353 operations across 49 API domains, enabling… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | wyre-technology-action1mcp · back-end | Action1 endpoint management server for querying device inventory, missing patches, and automation policies via AI assistants. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | datto-saas-protection-mcpmcp · back-end | An MCP server for Datto SaaS Protection, providing tools to manage cloud backup and recovery for Microsoft 365 and Google Workspace data through… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | deeptempo-mcp-serversmcp · back-end | Provides tools for DeepTempo AI SOC including findings and case management, investigation workflow orchestration, action approval workflows, and MITRE… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | datajud-cnjmcp · back-end | Enables querying public Brazilian court proceedings metadata and movements via the CNJ/DataJud API, covering multiple courts. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | tarot-mcp-servermcp · back-end | Provides tarot card meanings, spreads (three-card, yes/no), and random draws for any MCP-compatible client. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | ksei-mcpmcp · back-end | An unofficial MCP server for accessing KSEI (AKSes) portfolio data, including cash balances, equity holdings, mutual funds, bonds, and other… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | luogu-mcp-servermcp · back-end | A read-only MCP server for discovering and fetching Luogu problems, training sets, and user profiles. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | io-github-khglynn-spotify-bulk-actions-mcpmcp · back-end | An MCP server for bulk Spotify operations enabling batch playlist creation, library exports, and large-scale library management with confidence… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | gemini-image-gen-mcp-servermcp · back-end | Enables AI image generation, editing, and upscaling via Google Gemini and Imagen models, supporting dynamic model switching and multiple… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | eshipz-tracking-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides shipment tracking functionality through the eShipz API. This server enables Claude Desktop to… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | ticket-api-mcp-servermcp · back-end | An MCP server exposing the internal Ticket API to MCP clients, built with FastMCP's OpenAPI integration. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | wjl1224734792-visual-primitivesmcp · back-end | MCP server for multimodal vision understanding using a two-stage describe-then-locate workflow with DeepSeek Visual Primitives. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | actenon-kernelmcp · back-end | MCP server that verifies proof-bound consequential execution at the edge, acting as the open trust anchor for the Actenon ecosystem. It validates PCCB… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | jayanth-mkv-open-agent-searchmcp · back-end | Privacy-first metasearch engine providing text, image, video, news, and book search via DDGS library with both HTTP API and stdio transport. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | zeppelin-mcpmcp · back-end | MCP server that provides AI assistants direct access to the Apache Zeppelin REST API for data engineering workflows, enabling notebook and paragraph… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | kaleidoscopemcp · back-end | MCP server for responsive web app preview and inspection. It allows previewing URLs on multiple device profiles, capturing screenshots, recording… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | webtrace-mcp-servermcp · back-end | Exposes reverse engineering capabilities via MCP protocol, enabling AI agents to automatically detect, analyze, trace, and deobfuscate JSVMP protected… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | opengraph-io-mcpmcp · back-end | MCP server for OpenGraph.io API providing link unfurling, screenshots, HTML scraping, and Open Graph metadata extraction. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | ansa-mcpmcp · back-end | An MCP server that bridges MCP clients to ANSA CAE pre-processor via file IPC, enabling geometry operations, model management, and solver deck export. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | make-software-cspr-trade-mcpmcp · back-end | Non-custodial DEX trading on the Casper Network via [CSPR.trade](https://cspr.trade). 14 tools for market data, swaps, liquidity, and account queries… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | buspirate-mcpmcp · back-end | MCP server for BusPirate 6 hardware security testing. Exposes UART, SPI, I2C, 1-Wire, power supply, GPIO, and logic analyzer operations as tools. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | theyahia-voximplant-mcpmcp · back-end | MCP server for Voximplant API enabling calls, SMS, recordings, scenarios, and rules management with 11 tools and 2 skills. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | izzzzzi-iztolkmcpmcp · back-end | MCP server for the Tolk smart contract compiler on TON blockchain. Compile, syntax-check, and generate deployment deeplinks for TON contracts directly… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | jaspertvdm-mcp-server-openai-bridgemcp · back-end | Bridge to OpenAI API. Access GPT-4, GPT-4o and other OpenAI models through MCP. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | scrapebadgermcp · back-endalso listed as scrapebadger-mcp-server | Access Twitter/X data including profiles, tweets, trends, and communities via the ScrapeBadger API. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | deepgrammcp · back-end | Integrates Deepgram speech and audio intelligence APIs with AI assistants. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | mcp-time-servermcp · back-end | MCP server providing various date/time functions including current time, timezone conversion, and relative time calculations. Supports both local… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | ekas-io-open-sales-stackmcp · back-end | Collection of B2B sales intelligence MCP servers. Includes website analysis, tech stack detection, hiring signals, review aggregation, ad tracking… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | halopsa-api-gateway-mcp-servermcp · back-end | Enables interaction with the HaloPSA API for managing tickets, clients, assets, and more through natural language commands in Claude Desktop. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | fastmcp-trellomcp · back-end | A Trello MCP server that enables AI assistants to manage boards, cards, and lists via the Model Context Protocol. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | d-tools-mcp-servermcp · back-end | A production-ready MCP server that connects AI assistants to the D-Tools System Integrator platform, enabling natural language management of AV… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | fwrule-mcpmcp · back-end | An MCP server that analyzes firewall rule overlap, duplication, shadowing, and conflicts across multi-vendor firewall policies. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | todo-mcpmcp · back-end | Enables AI assistants to manage Microsoft To Do tasks via the Graph API, supporting multiple accounts, encrypted auth, and full CRUD operations. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | sinxne0-pentestmcp · back-end | Comprehensive ethical penetration testing server exposing 40+ industry-standard security tools. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | grain-mcp-servermcp · back-end | Enables browsing, retrieving, and downloading meeting recordings and transcripts from Grain via browser automation, bypassing the need for enterprise… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | auto-news-mcp-servermcp · back-end | Enables AI assistants to access and manage an Indonesian stock market news pipeline, including checking news status, running scraping, and reading… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | barevaluemcp · back-end | Podcast order submission, status tracking, and webhook management via the Barevalue API. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | waldurmcp · back-end | Integrates with Waldur's cloud management platform API to enable natural language-driven provisioning, monitoring, and billing of multi-provider cloud… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | azure-finops-mcp-servermcp · back-end | Analyzes Azure cloud costs, audits for waste, and provides budget insights via natural language through a secure local MCP server. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | remove-backgroundmcp · back-end | A Model Context Protocol server for removing backgrounds from images using AI-powered segmentation models. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | mcp-powerschoolmcp · back-end | A FastMCP server for PowerSchool that enables students to check grades, assignments, grade history, and attendance through the Model Context Protocol. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | mcp-justwatch-servermcp · back-end | Enables searching for movies and TV shows and retrieving streaming availability data across multiple platforms and countries. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | arjshiv-localutilsmcp · back-end | Provides access to system utilities for retrieving local information including time, hostname, IP address, directory listings, Node.js version, and… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | keyneg-mcp-servermcp · back-end | Enterprise-grade sentiment analysis tool for AI agents, enabling sentiment labeling, keyword extraction, and batch analysis via MCP. | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | rss3-networkmcp · back-end | Integrates with RSS3 API to enable querying data across decentralized chains, social media platforms, and the RSS3 network for real-time open web data… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | arduino-mcp-servermcp · back-end | A comprehensive Model Context Protocol (MCP) server for Arduino CLI interactions, built with FastMCP. This server enables AI agents to seamlessly… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | naver-map-mcp-servermcp · back-end | Provides Naver Map API functions (geocoding, reverse geocoding, directions, static map, and usage queries) as MCP tools for use in Claude Desktop, VS… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | tommertom-plugwise-mcpmcp · back-end | TypeScript-based smart home automation server for Plugwise devices with automatic network discovery. Features comprehensive device control for… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | ibm-qradar-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides comprehensive access to IBM QRadar security intelligence platform. Query logs, events, offenses… | 2 stars · 2 forks | No one-command install · Source | |
| 5040 | 43.589 | red-hat-api-mcp-servermcp · back-end | Integrates with Red Hat APIs to enable searching Knowledge Centered Support (KCS) solutions, retrieving solution details, searching support cases, and… | 2 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.