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Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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61,707 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
120122.557mcp-simple-servermcp · back-endProvides basic tools for echoing messages, adding numbers, and getting the current timestamp.1 starNo one-command install · Source
120222.557aula-mcp-servermcp · back-endEnables Claude to access the Danish school communication platform Aula.dk, allowing users to ask about their child's school day, upcoming events…1 starNo one-command install · Source
120322.557atlas-mcpmcp · back-endAn MCP server that brings AI-powered search and conversation to your FHIR clinical documents.1 starNo one-command install · Source
120422.557saaiaravindhraja-shieldopsmcp · back-endAutonomous SOC with specialized agents for triage, investigation, and containment using three custom security-focused servers.1 starNo one-command install · Source
120522.557cve-intelligence-mcp-servermcp · back-endProvides multi-source vulnerability intelligence for AI-powered security operations, combining NVD CVSS, CISA KEV, and EPSS scores without requiring…1 starNo one-command install · Source
120622.557hecatoncheire-mcpmcp · ai-agentsMulti-agent continuous development system with local LLM orchestration.1 starNo one-command install · Source
120722.557personal-memory-gatewaymcp · databaseA privacy-first memory layer for AI that securely bridges local knowledge with AI assistants through MCP tools, with intelligent redaction and local…1 starNo one-command install · Source
120822.557salesforce-mcp-server-extendedmcp · back-endEnables natural language interactions with Salesforce data, metadata, and reports, including report creation, discovery, and schema inspection.1 starNo one-command install · Source
120922.557evento-public-mcp-servermcp · back-endMCP server to list and get events from Evento's public API using an API key.1 starNo one-command install · Source
121022.557sandbox-mcpmcp · devopsProvides a local, isolated Linux VM sandbox for AI agents using Apple's Virtualization.framework, enabling fast command execution (~60ms) and package…1 starNo one-command install · Source
121122.557agencyanalytics-mcp-servermcp · back-endEnables AI assistants to manage campaigns, users, backlinks, keywords, and SEO rankings through natural language using the AgencyAnalytics API.1 starNo one-command install · Source
121222.557quotewise-mcp-servermcp · back-endEnables semantic quote search, attribution verification, and collection management for AI assistants, with source transparency via QuoteSightings.1 starNo one-command install · Source
121322.557quotewisemcp · searchSemantic quote search across 600K+ quotes with attribution verification and source transparency.1 starNo one-command install · Source
121422.557bharathjinka09-sqlite-memorymcp · databaseProvides persistent key-value memory storage using SQLite with CRUD operations for storing structured data, conversation history, and user preferences…1 starNo one-command install · Source
121522.557google-tasks-local-mcp-servermcp · back-endGoogle Tasks MCP Server is a local MCP server that provides AI agents with full, granular access to the Google Tasks API.1 starNo one-command install · Source
121622.557zotero-assistant-mcp-remotemcp · devopsA remote MCP server for reading, writing, and managing items in your Zotero library, deployed on Cloudflare Workers.1 starNo one-command install · Source
121722.557sky2608-case-managementmcp · databaseConverts natural language questions about legal case management into safe SQL queries with validation, business glossary mapping, and security…1 starNo one-command install · Source
121822.557hotelzeromcp · browserMCP server that searches hotels on Booking.com with 80+ filter options using Playwright browser automation.1 starNo one-command install · Source
121922.557kappaml-mcp-servermcp · back-endExposes the KappaML API as tools for AI assistants, enabling user management, model operations, predictions, learning, forecasting, metrics, and…1 starNo one-command install · Source
122022.557nocodeboy-youtubemcp · searchIntegrates with YouTube API to enable video search, channel discovery, and trending content retrieval for content research and analysis workflows.1 starNo one-command install · Source
122122.557berlin-group-mcp-servermcp · back-endProvides AI assistants with contextual access to Berlin Group Open Finance API specifications, enabling specification-compliant guidance through…1 starNo one-command install · Source
122222.557skillsmp-mcp-litemcp · back-endA lightweight MCP server that enables AI assistants to search and read skills from the SkillsMP marketplace with optional security scanning.1 starNo one-command install · Source
122322.557mpzarde-fabricmcp · ai-agentsIntegration with Fabric AI framework for running AI patterns and prompts.1 starNo one-command install · Source
122422.557idotmatrix-mcpmcp · back-endAn MCP server that lets AI assistants draw pixel art on iDotMatrix LED displays over Bluetooth.1 starNo one-command install · Source
122522.557kromula-servicenowmcp · back-endIntegrates with ServiceNow's REST Table API to enable CRUD operations on incidents, UI actions, business rules, and custom tables with specialized…1 starNo one-command install · Source
122622.557mcp-voicevox-servermcp · ai-agentsMCP server that synthesizes Claude Code responses into Japanese speech using VOICEVOX, enabling audible feedback during development.1 starNo one-command install · Source
122722.557martinfrasch-researchtwinmcp · searchFederated research discovery with S-Index metrics.1 starNo one-command install · Source
122822.557darkside-mcpmcp · ai-agentsAn MCP server that grants AI agents unrestricted file system, Python, and PowerShell access on Windows for real, unfiltered automation.1 starNo one-command install · Source
122922.557mcp-spring-db-toolsmcp · databaseEnables database schema querying and execution plan analysis for Spring Boot projects. Supports multiple databases including MySQL, PostgreSQL, MSSQL…1 starNo one-command install · Source
123022.557bookstore-mcp-servermcp · ai-agentsAn MCP server that exposes tools for querying a bookstore inventory, allowing AI agents to search and retrieve book information via the Model Context…1 starNo one-command install · Source
123122.557georanker-mcp-servermcp · back-endAn agent-friendly MCP server for the GeoRanker High-Volume API, enabling SEO rank tracking and keyword management through natural language.1 starNo one-command install · Source
123222.557mcp-elevenmcp · back-endAn open-source MCP server that turns any AI assistant into a football data analytics and scouting platform, enabling natural language queries over 40+…1 starNo one-command install · Source
123322.557code-monkeyzhang-emailmcp · back-endIntegrates with IMAP and SMTP email servers to enable comprehensive email management including sending messages with attachments, retrieving content…1 starNo one-command install · Source
123422.557mcp-ssh-servermcp · back-endEnables AI assistants to execute commands and transfer files on remote servers over SSH connections.1 starNo one-command install · Source
123522.557csound-mcp-servermcp · back-endEnables AI agents to synthesize sounds using Csound, including subtractive synthesis and drum synthesis, via Model Context Protocol tools.1 starNo one-command install · Source
123622.557devaloi-mcpservemcp · devopsFilesystem operations and markdown note management with path sandboxing and JSON Schema validation.1 starNo one-command install · Source
123722.557gh-nguyenanhducs-fantasy-premier-leaguemcp · otherFantasy Premier League analysis and strategy tools.1 starNo one-command install · Source
123822.557fantasy-premier-league-mcp-servermcp · back-endEnables AI assistants to analyze Fantasy Premier League data, providing tools for player search, fixture analysis, manager comparisons, and strategy…1 starNo one-command install · Source
123922.557xkelxmc-uraniummcp · otherNFT management tools for minting, listing, and managing digital assets on the permaweb1 starNo one-command install · Source
124022.557freshsk-onenote-graphmcp · back-endIntegrates with Microsoft OneNote through the Graph API to read and create notebooks, sections, and pages with automatic Azure AD authentication and…1 starNo one-command install · Source
124122.557freshsk-outlook-calendarmcp · authIntegrates with Microsoft Outlook through Azure AD authentication to provide email management, calendar operations, and automatic Microsoft Teams…1 starNo one-command install · Source
124222.557math-logic-mcpmcp · ai-agentsMCP server that gives small LLMs verified symbolic-math & logic tools.1 starNo one-command install · Source
124322.557ismailkerimov-math-logicmcp · observabilityProvides verified symbolic math and formal logic solvers including arithmetic evaluation, equation solving, calculus, and SAT/tautology checking with…1 starNo one-command install · Source
124422.557pdfcrowd-pdf-exportmcp · back-endProfessional PDF generation from prompts using the Pdfcrowd conversion API.1 starNo one-command install · Source
124522.557jupiterbroadcasting-nextcloudmcp · back-endComprehensive Nextcloud integration with file management, calendar, contacts, notes, tasks, bookmarks, Deck boards, and Talk messaging through the…1 starNo one-command install · Source
124622.557krngd2-monkeymcp · browserBridges AI coding agents to Chrome browser tabs via WebSocket, enabling custom JavaScript execution in authenticated sessions for scraping, testing…1 starNo one-command install · Source
124722.557mcp-sofascoremcp · otherProvides live football match data from Sofascore, including formations, injuries, betting odds, and league positions, enabling natural language…1 starNo one-command install · Source
124822.557milsonson-rdkit-3d-molecular-viewermcp · otherGenerates interactive 3D molecular structures from SMILES or InChI inputs with RDKit conformer generation, 3Dmol.js visualization, multiple rendering…1 starNo one-command install · Source
124922.557claude-code-mcp-runnermcp · ai-agentsThis MCP server enables remote control and management of Claude Code agents, allowing you to execute missions, configure agent personalities, and…1 starNo one-command install · Source
125022.557x402-mcp-servermcp · ai-agentsAn MCP server that provides DeFi data tools (crypto prices, whale concentration, funding rates) for AI agents via the x402 protocol.1 starNo one-command install · Source
125122.557shahraj91-log-analysismcp · observabilityAnalyzes log files with level aggregation, error clustering, and graph generation using deterministic signal extraction.1 starNo one-command install · Source
125222.557verified-repo-memorymcp · ai-agentsRepository-scoped memory with code citations and just-in-time verification, preventing stale information for AI coding agents.1 starNo one-command install · Source
125322.557cognitivemyriad-verified-repo-memorymcp · ai-agentsProvides stale-proof repository memory with code citations and just-in-time verification for coding agents.1 starNo one-command install · Source
125422.557sethwebster-rockmcp · searchDocumentation crawler that indexes websites into SQLite with full-text search, enabling AI agents to search, read, and expand on crawled content on…1 starNo one-command install · Source
125522.557coordmcpmcp · ai-agentsA coordination server that enables multiple AI coding agents to work together on the same project by providing shared memory, file locking, decision…1 starNo one-command install · Source
125622.557rainu-system-controlmcp · otherProvides cross-platform system control with command execution, filesystem access, and system information gathering through individually configurable…1 starNo one-command install · Source
125722.557mc-rcon-mcpmcp · back-endEnables Minecraft server management via RCON: execute commands, list players, get server info, manage whitelist and operators.1 starNo one-command install · Source
125822.557avr-9-forge-osmcp · back-endConverts web pages into MCP tools using LLM analysis, optimizes server performance via Bayesian tuning, and auto-generates composite tools from usage…1 starNo one-command install · Source
125922.557agent-runtime-mcpmcp · ai-agentsEnables persistent task and goal management with AI-powered decomposition, cross-session continuity, and fault-tolerant multi-agent pipelines.1 starNo one-command install · Source
126022.557manifoldhiker-neuralpulsemcp · github-vcsPersonalized content feed aggregation from RSS, YouTube, and GitHub sources with channel management and filtering.1 starNo one-command install · Source
126122.557thekingoffamily-cursor-task-trackermcp · ai-agentsTask management system for AI coding agents with kanban dashboard and role-based workflows.1 starNo one-command install · Source
126222.557cursor-task-trackermcp · ai-agentsAn MCP server for managing tasks in Cursor IDE, enabling AI agents to create, update, and comment on tasks via MCP tools, with a kanban dashboard and…1 starNo one-command install · Source
126322.557klyph-io-pii-redactormcp · commsDetects and redacts personally identifiable information from text including emails, phone numbers, credit cards, and SSNs.1 starNo one-command install · Source
126422.557klydo-mcpmcp · back-endFashion discovery MCP server for Indian Gen Z that enables AI assistants to search and discover fashion products from Klydo's platform.1 starNo one-command install · Source
126522.557samrajtheailyceum-adtech-suitemcp · ai-agentsSuite of advertising technology tools with multi-agent architectures for creative intelligence, attribution, brand safety, and campaign optimization.1 starNo one-command install · Source
126622.557crypto-tools-mcp-servermcp · back-endDefense-grade cryptographic compliance and analysis tools for MCP, including FIPS 140-3 validation, CNSA 2.0 analysis, post-quantum readiness…1 starNo one-command install · Source
126722.557gh-ramraaj25-swaitchmcp · otherBridges AI conversations across coding assistants, preserving context when switching IDEs.1 starNo one-command install · Source
126822.557epydios-policy-gatewaymcp · observabilityBoundary-enforced policy gateway for tool execution with allow/deny rules, step-up approval workflows, and audit logging.1 starNo one-command install · Source
126922.557mssql-agent-mcpmcp · databaseProvides tools for querying and managing Microsoft SQL Server databases, including stored procedures and SQL Server Agent jobs as code with version…1 starNo one-command install · Source
127022.557tkoyama010-screenstreammcp · browserCaptures screenshots from ScreenStream Android screen mirroring app via MJPEG feed for visual analysis.1 starNo one-command install · Source
127122.557soundraw-game-bgmmcp · ai-agentsEnables AI agents to generate dynamic game background music by analyzing game scenes with DeepSeek and generating royalty-free tracks via Soundraw…1 starNo one-command install · Source
127222.557dowangoo-trendradarmcp · observabilityMonitors RSS feeds and analyzes content to generate trend reports with automated data collection, configurable scheduling, and real-time…1 starNo one-command install · Source
127322.557surya-fireworkhq-seleniummcp · browserProvides browser automation capabilities including navigation, element interaction, form filling, file uploads, and screenshot capture using Selenium…1 starNo one-command install · Source
127422.557udaykumar-dhokia-postgresqlmcp · databaseProvides direct PostgreSQL database interaction with table creation, schema inspection, and SQL query execution through API key authentication.1 starNo one-command install · Source
127522.557skorotkiewicz-tron-light-cyclemcp · ai-agentsMultiplayer Tron light-cycle game where AI agents compete by navigating grids while avoiding crashes, with five difficulty levels and real-time web…1 starNo one-command install · Source
127622.557ctx4-aimcp · authMCP server for portable context management across AI assistants, providing tools to store and retrieve persistent context, instructions, and execute…1 starNo one-command install · Source
127722.557basegrid-mcp-servermcp · ai-agentsGives Claude Desktop, Cursor, Cline, and other MCP-compatible AI tools persistent memory, enabling them to store and recall information seamlessly…1 starNo one-command install · Source
127822.557lib4u-open-notebookmcp · databaseConnects to an Open Notebook instance for managing notebooks, sources, notes, and chat sessions with vector and text search capabilities.1 starNo one-command install · Source
127922.557jrigada-foundry-zksyncmcp · devopsExposes foundry-zksync CLI tools for zkSync Era smart contract development, testing, deployment, and blockchain interaction.1 starNo one-command install · Source
128022.557bdbrown4-github-portfoliomcp · github-vcsExposes GitHub user profile, repository listings, language statistics, and README content through a dual-mode MCP server for portfolio analysis.1 starNo one-command install · Source
128122.557saurabhsing21-europe-pmcmcp · searchProvides structured evidence retrieval from Europe PMC biomedical literature database with citation-weighted ranking for therapeutic target discovery…1 starNo one-command install · Source
128222.557saurabhsing21-depmapmcp · observabilityProvides read-only access to DepMap gene dependency data for searching gene symbols, computing dependency metrics, and identifying top cell-line…1 starNo one-command install · Source
128322.557deepmap-mcpmcp · searchEnables LLMs to directly access and analyze cancer dependency data from the DepMap, including gene search, dependency summaries, and top cell line…1 starNo one-command install · Source
128422.557docs-to-aimcp · searchEnables LLMs to query documents using semantic search, supporting PDFs, Word, Excel, and more. Organizes documents by topics from folder structure and…1 starNo one-command install · Source
128522.557mcp-daktelamcp · back-endRead-only MCP server for the Daktela contact center REST API, providing 40 tools to access tickets, calls, emails, chats, contacts, CRM records…1 starNo one-command install · Source
128622.557midl-mcp-servermcp · back-endEnables AI assistants to interact with the MIDL blockchain, supporting smart contract deployment, balance queries, asset bridging, Bitcoin Rune…1 starNo one-command install · Source
128722.557jamiesonchase2-spotifymcp · back-endIntegrates with Spotify Web API and Last.fm for music search, playlist management, playback control, and similar artist discovery via Azure Container…1 starNo one-command install · Source
128822.557aow4-tomes-mcp-servermcp · ai-agentsMCP server for Age of Wonders 4 that helps AI agents guide players in selecting tomes and skills, leveraging tome data from the official wiki.1 starNo one-command install · Source
128922.557stacksherpamcp · back-endCompare API providers based on real-time pricing, performance benchmarks, and known issues. Evaluate detailed project profiles and past decision data…1 starNo one-command install · Source
129022.557postgrid-mcp-servermcp · back-endEnables sending letters and MICR-encoded checks, managing contacts and templates, and verifying US/Canadian addresses via the PostGrid Print & Mail…1 starNo one-command install · Source
129122.557luogu-mcpmcp · otherFetches and structures programming problem data from Luogu, enabling AI tools to query problem details such as title, difficulty, tags, samples, and…1 starNo one-command install · Source
129222.557nokia-sr-os-netconf-mcp-servermcp · back-endEnables managing Nokia SR OS devices via NETCONF from Claude Desktop, supporting MD-CLI commands, configuration retrieval and editing, candidate…1 starNo one-command install · Source
129322.557epfl-enac-it4r-datashieldmcp · otherProvides PICO methodology guidance for systematic reviews in health research.1 starNo one-command install · Source
129422.557hansdoebel-lancedbmcp · databaseZed editor extension integrating LanceDB vector database for document ingestion with auto-embeddings, vector search, full-text search, and hybrid…1 starNo one-command install · Source
129522.557skvilmcp · ai-agentsSecurity verification for AI agent skills with community-powered scanning, reputation scoring, and on-chain Solana certifications.1 starNo one-command install · Source
129622.557gh-stucchi-italy-opendatamcp · otherItalian open data for municipalities, provinces, regions, postal codes, and coordinates.1 starNo one-command install · Source
129722.557mcp-crawl4ai-ragmcp · searchA database-agnostic MCP server that integrates web crawling with Retrieval Augmented Generation, supporting multiple AI providers and vector database…1 starNo one-command install · Source
129822.557edutechenterprises2023-ops-kali-toolsmcp · databaseProvides containerized access to Kali Linux penetration testing tools including nmap, sqlmap, metasploit-framework, gobuster, nikto, and hydra for…1 starNo one-command install · Source
129922.557wangicheng-online-judgemcp · otherConnects to Online Judge platforms for competitive programming practice.1 starNo one-command install · Source
130022.557ton-dev-skills-mcp-servermcp · back-endEnables AI assistants to audit, migrate, scaffold, and manage TON smart contracts using the TON Dev Skills platform.1 starNo 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.

Leaderboard · Armory