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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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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

65,239 results
RankScoreComponentDescriptionEvidenceLast commitInstall
220122.557dontsovcmc-yandex-market-sellermcp · otherManage Yandex Market seller listings, orders, and catalog data.1 starNo one-command install · Source
220222.557gpavan1992-globalpulsemcp · otherProvides real-world macroeconomic, climate, disaster, trade, aviation, and country data from institutional sources.1 starNo one-command install · Source
220322.557globalpulse-mcpmcp · back-endA Model Context Protocol server that provides real-world intelligence including macroeconomics, climate, disasters, aviation, trade, and country data…1 starNo one-command install · Source
220422.557vitrine3d-mcpmcp · other3D product viewer platform with a visual editor. Upload GLB models, style scenes with lighting, camera, and backgrounds, and embed on any website…1 stararmory install vitrine3d-mcp --cli claude
220522.557ares-mcpmcp · back-endCzech & Slovak business registry MCP server. Look up companies by IČO, search by name, check insolvency status, and query the Slovak ORSR — all in one…1 starNo one-command install · Source
220622.557tor-mcpmcp · otherRoutes web requests from AI tools through Tor for anonymized fetching, with selective per-URL routing to bypass Tor-blocking sites.1 starNo one-command install · Source
220722.557tokenhub-mcpmcp · back-endA production-packaged Model Context Protocol server for coding agents that routes large file, git, web, database, and other tasks through…1 starNo one-command install · Source
220822.557romanpert-aempsmcp · back-endMCP server for the Spanish AEMPS CIMA pharmaceutical registry with 20,000+ authorised medicines.1 starNo one-command install · Source
220922.557mcp-aempsmcp · ai-agentsEnables AI agents to query the official Spanish AEMPS/CIMA registry for real-time pharmaceutical data, including medications, supply problems, and…1 starNo one-command install · Source
221022.557doc-breach-mcpmcp · back-endA local MCP server that extracts clean Markdown from any developer portal using military-grade heuristics, bypassing WAFs, SPAs, and PDFs with zero…1 starNo one-command install · Source
221122.557mcp-discord-extendedmcp · commsExtended MCP server for Discord with advanced server management capabilities including roles, channels, messages, permissions, forums, webhooks, and…1 starNo one-command install · Source
221222.557kogollones-discordmcp · back-endComprehensive Discord server with role, channel, message, and moderation features.1 starNo one-command install · Source
221322.557mcp-server-4mcp · back-endA simple MCP server that exposes a createUser tool to add users to a local JSON file via stdio transport.1 starNo one-command install · Source
221422.557vegalite-viewermcp · back-endMCP server for creating interactive Vega-Lite data visualizations that render inline in chat via MCP Apps.1 starNo one-command install · Source
221522.557git-mcpmcp · github-vcsStandalone MCP server for GitHub that enables repository management, branch operations, pull request handling, and commit retrieval via tools listed…1 starNo one-command install · Source
221622.557setlistifymcp · back-endAn MCP server that fetches real setlists from setlist.fm and creates Spotify playlists from them, supporting fuzzy matching and various modes like…1 starNo one-command install · Source
221722.557emretheus-claude-remindmcp · searchSearches and retrieves past Claude Code conversation history using BM25 full-text indexing.1 starNo one-command install · Source
221822.557claude-remind-mcpmcp · searchSearches your local Claude Code conversation history to recall and resume past solutions.1 starNo one-command install · Source
221922.557archivarix-tube-searchmcp · searchYouTube archive search MCP providing access to 1.5B+ indexed videos including deleted content and transcripts.1 starNo one-command install · Source
222022.557sonic-boommcp · otherEncodes a TypeScript/JavaScript codebase into a deterministic PNG heatmap that vision-capable AI models can read to bypass token limits for…1 starNo one-command install · Source
222122.557eighty-mcpmcp · otherEnables MCP-compatible clients to read and write a gamified self-improvement RPG character sheet, including quest management, profile viewing, skills…1 starNo one-command install · Source
222222.557eightymcp · otherGamified personal development app where users complete real-world quests, build character stats, and progress through skill trees.1 starNo one-command install · Source
222322.557plaid-mcp-servermcp · ai-agentsA self-hosted MCP server that lets Claude query your bank accounts, balances, and transactions through Plaid.1 starNo one-command install · Source
222422.557apogeoapimcp · otherGeographic data MCP providing country info, states, cities, IP geolocation, and live currency rates.1 starNo one-command install · Source
222522.557giuliohome-org-doc-managermcp · ai-agentsPersonal document vault on Azure Blob Storage with a built-in MCP server. Client-side AES-256-GCM zero-knowledge encryption: encrypted docs stay…1 starNo one-command install · Source
222622.557verified-human-mcp-servermcp · back-endEnables querying the Verified Human Cert registry to verify human-made music certifications by ISRC, artist, track, or cert number.1 starNo one-command install · Source
222722.557arena-mcp-servermcp · ai-agentsEnables running position-driven adversarial debates and code reviews between AI agents via MCP tools, supporting custom positions, multiple rounds…1 starNo one-command install · Source
222822.557tickerrmcp · ai-agentsLive status, API pricing, and rate limits for ChatGPT, Claude, Gemini, Cursor, and 42+ AI tools.1 starNo one-command install · Source
222922.557rundeck-mcp-servermcp · back-endEnables AI assistants to manage Rundeck operations including jobs, executions, projects, nodes, system management, key storage, webhooks, and ACL…1 starNo one-command install · Source
223022.557mariomorenodev-rundeckmcp · commsManages Rundeck automation jobs, executions, projects, nodes, system settings, and webhooks through 50 MCP tools.1 starNo one-command install · Source
223122.557gsc-mcp-connectormcp · ai-agentsSelf-hosted MCP server that exposes Google Search Console tools (list sites, query analytics, inspect URL, list sitemaps) via natural language to AI…1 starNo one-command install · Source
223222.557fundchain-mcpmcp · paymentsEnables AI agents to create and manage crypto crowdfunding campaigns on Fundchain.ai, including creating campaigns, checking status, and donating via…1 starNo one-command install · Source
223322.557fundchainmcp · paymentsCrypto crowdfunding for AI agents, supporting ETH and USDC donations via the x402 protocol.1 starNo one-command install · Source
223422.557claud-earmcp · ai-agentsAn MCP server that gives AI agents the ability to listen to and understand music/audio files, enabling semantic analysis, stem separation, lyrics…1 starNo one-command install · Source
223522.557jobhoundmcp · back-endEnables autonomous job search by scanning, scoring, and applying to jobs via APIs like Ashby, Greenhouse, and Lever, with a TUI dashboard for…1 starNo one-command install · Source
223622.557olaola-supplement-mcpmcp · otherConnects a model to OlaOla supplement store data for personalized supplement recommendations, order history, and cart planning.1 starNo one-command install · Source
223722.557chunk97-bot-bagsxmcp · back-endConnects to the Bags.fm API for Solana token trading, launches, fee management, and portfolio analytics with unsigned transaction security.1 starNo one-command install · Source
223822.557harness-to-mcpmcp · ai-agentsExposes internal tools from agent harnesses (Claude Code, Codex, etc.) as a standard MCP server by intercepting LLM API calls.1 starNo one-command install · Source
223922.557jcc-ne-mcp-skill-servermcp · back-endSkill directory mounting with deterministic deployment.1 starNo one-command install · Source
224022.557sergical-plausible-analyticsmcp · observabilityQueries traffic metrics, conversions, and time-period comparisons from Plausible Analytics.1 starNo one-command install · Source
224122.557paper-access-mcpmcp · back-endLocal MCP server that enables downloading papers from arXiv, OpenReview, INFORMS, and Wiley by reusing your Chrome login state.1 starNo one-command install · Source
224222.557reka-vision-mcp-servermcp · back-endEnables AI agents to upload, index, search, and analyze videos through the Reka Vision API, supporting natural language search, visual question…1 starNo one-command install · Source
224322.557reka-visionmcp · searchUpload, index, search, and analyze videos via the Reka Vision API.1 starNo one-command install · Source
224422.557nba-mcpmcp · back-endMCP server for NBA live data and stats, providing read-only tools to query live scores, box scores, player info, standings, and more from NBA.com.1 starNo one-command install · Source
224522.557pquattro-memora-eumcp · ai-agentsProvides encrypted persistent memory for Claude with client-side AES-256-GCM encryption and semantic search for privacy-preserving context retention.1 starNo one-command install · Source
224622.557memoraeu-mcpmcp · ai-agentsZero-knowledge persistent memory layer for Claude with client-side encryption and semantic search.1 starNo one-command install · Source
224722.557agent-memory-2mcp · ai-agentsMCP server providing persistent memory management for AI agents using SQLite and FTS5, enabling storage, full-text search, and recall of memories with…1 starNo one-command install · Source
224822.557lumetra-engram-memorymcp · searchProvides persistent memory capabilities through explainable retrieval mechanisms that transparently surface stored information with clear reasoning…1 starNo one-command install · Source
224922.557code-indexmcp · databaseA local, SQLite-backed code index for Claude Code, exposed over MCP, enabling targeted code retrieval without external APIs.1 starNo one-command install · Source
225022.557achreftlili-code-indexmcp · databaseSQLite-backed hybrid search combining vector embeddings and full-text search for code repositories.1 starNo one-command install · Source
225122.557tlaplus-mcpmcp · otherExposes the TLA+ toolchain (TLC, SANY, PlusCal, TLATeX) as structured JSON tools via the Model Context Protocol, enabling AI assistants to parse…1 starNo one-command install · Source
225222.557allooloo-acm-68000mcp · ai-agentsCPG product eligibility checker for AI agents — resolve product eligibility via the ACM-68000 DPU.1 starNo one-command install · Source
225322.557debtfree-mcp-servermcp · back-endEnables AI assistants to answer debt-payoff questions with structured math, including snowball/avalanche strategies, minimum payment traps, and extra…1 starNo one-command install · Source
225422.557debtfreemcp · paymentsCalculate debt payoff timelines using snowball and avalanche methods with extra-payment analysis.1 starNo one-command install · Source
225522.557declan142-calcnook-mcp-servermcp · back-endPersonal finance calculations across 7 countries (US, UK, CA, AU, AE, SA, India) plus Sharia-compliant Islamic finance (Zakat, Murabaha, Ijarah…1 stararmory install declan142-calcnook-mcp-server --cli claude
225622.557srinivasan-sundaresan95-orihimemcp · back-endCross-repository code knowledge graph MCP server for Java, Kotlin, JavaScript, and TypeScript. Indexes source into embedded KuzuDB via tree-sitter…1 starNo one-command install · Source
225722.557tpjnorton-swiss-public-transportmcp · otherJourney planning, live station boards, delays, and SBB ticket links for Swiss public transport.1 starNo one-command install · Source
225822.557swiss-public-transport-mcpmcp · back-endMCP server for Swiss public transport — connections, stationboards, real-time delays, and direct booking links for SBB.1 starNo one-command install · Source
225922.557code-rag-mcpmcp · searchEnables semantic search over codebases using natural language queries, returning relevant code snippets with source locations. Integrates with Claude…1 starNo one-command install · Source
226022.557chiliz-mcpmcp · back-endAdvanced MCP server for the Chiliz blockchain ecosystem, providing tools for fan token management, DeFi operations, sports analytics, and social…1 starNo one-command install · Source
226122.557navigravitymcp · ai-agentsAn intelligent MCP server that enables AI agents to act as sophisticated music curators for self-hosted Navidrome libraries, focusing on quality…1 starNo one-command install · Source
226222.557fancy-control-mcp-servermcp · back-endMCP server for controlling PowerExchange/Fancy Control devices via HTTP. Provides tools like tilt, shock, beep, and various training modes.1 starNo one-command install · Source
226322.557mcp-whatsappmcp · commsEnables sending messages, images, documents and more on WhatsApp directly from any MCP-compatible AI, with tools for chat management, groups, and…1 starNo one-command install · Source
226422.557qso-graph-potamcp · otherLive activator spots, park info, activator/hunter stats, and scheduled activations.1 starNo one-command install · Source
226522.557io-github-qso-graph-pota-mcpmcp · back-endMCP server for Parks on the Air (POTA) providing live activator spots, park details, activator/hunter stats, and scheduled activations through any…1 starNo one-command install · Source
226622.557sota-mcpmcp · back-endMCP server for Summits on the Air (SOTA) — live spots, activation alerts, summit info, and nearby summits through any MCP-compatible AI assistant.1 starNo one-command install · Source
226722.557qso-graph-sotamcp · otherLive spots, activation alerts, summit info, and nearby summits for SOTA operations.1 starNo one-command install · Source
226822.557qso-graph-lotwmcp · otherQuery ARRL LoTW confirmations, uploaded QSOs, DXCC credits, and user activity.1 starNo one-command install · Source
226922.557lotw-mcpmcp · authMCP server for ARRL Logbook of The World (LoTW) that enables querying confirmations, uploaded QSOs, DXCC credits, and user activity through any…1 starNo one-command install · Source
227022.557adobe-extensibility-mcpmcp · back-endThis MCP server provides AI coding assistants with curated Adobe developer knowledge on demand, enabling automatic retrieval of guidance and patterns…1 starNo one-command install · Source
227122.557local-llm-delegation-mcpmcp · ai-agentsOptimizes token costs by intelligently delegating low-complexity tasks to local LLMs via LiteLLM, enabling cost-effective development workflows.1 starNo one-command install · Source
227222.557swarm-mcp-3mcp · databaseMCP server that lets multiple coding-agent sessions on the same machine discover each other and collaborate through a shared SQLite database.1 starNo one-command install · Source
227322.557undisk-mcpmcp · ai-agentsProvides versioned file storage for AI agents with immutable writes, auditing, and rollback capabilities.1 starNo one-command install · Source
227422.557undiskmcp · ai-agentsUndo-first versioned file storage for AI agents — every write is versioned, every file is reversible.1 starNo one-command install · Source
227522.557gh-ndoteddy-disaster-alert-centermcp · observabilityMonitor disaster alerts and analyze incidents with real-time streaming.1 starNo one-command install · Source
227622.557kovy-agentforge-trust-mcpmcp · back-endQuery the AgentForge Trust Score (0-100 across five dimensions: security, code health, behavioral audit, community trust, EU compliance) for any MCP…1 starNo one-command install · Source
227722.557vault-mcp-servermcp · ai-agentsBuilt on Obsidian Vault, this MCP server integrates with Claude Code to provide personal knowledge management including note saving, full-text search…1 starNo one-command install · Source
227822.557keikomcp · authEnables AI agents to securely use secrets by running commands with environment-injected credentials and sanitizing output to prevent leakage.1 starNo one-command install · Source
227922.557spacemandomains-mcp-registry-searchmcp · back-endSearch and browse every MCP server in the Model Context Protocol registry.1 starNo one-command install · Source
228022.557xitoringmcp · back-endConnect AI assistants to Xitoring infrastructure monitoring: servers, uptime, SSL, incidents, and alerts.1 starNo one-command install · Source
228122.557mcp-server-saas-gatewaymcp · back-endA single MCP server that fronts multiple REST APIs, each configured via environment variables, allowing Claude to orchestrate across several SaaS…1 starNo one-command install · Source
228222.557zippmcp · otherMulti-language crypto news aggregator with editorial sentiment and importance scoring.1 starNo one-command install · Source
228322.557sharedmemory-mcp-servermcp · ai-agentsGives Claude Code, Claude Desktop, Cursor, VS Code Copilot, and other MCP-compatible tools persistent memory.1 starNo one-command install · Source
228422.557shared-memorymcp · ai-agentsPersistent shared memory for AI agents with a knowledge graph backend.1 starNo one-command install · Source
228522.557docs-navigator-mcp-suse-editionmcp · searchAn AI-powered documentation navigator that enables intelligent search, summarization, and exploration of SUSE, Rancher, and related open-source…1 starNo one-command install · Source
228622.557dialogbrainmcp · commsUnified inbox for AI agents covering WhatsApp, Telegram, email, and voice with read, send, and search.1 starNo one-command install · Source
228722.557mobileshop9991-clipwisemcp · otherAccess Clipwise tools for short-form video creators, including TikTok trend research, platform guidance, and viral content analysis.1 starNo one-command install · Source
228822.557shelby-mcpmcp · ai-agentsMCP server for Shelby Protocol that enables AI agents to read, write, and manage files on decentralized storage (Aptos) through tools like upload…1 starNo one-command install · Source
228922.557brianmeyer-mollygraphmcp · databaseLocal-first self-improving knowledge graph for AI agents with three-layer entity extraction, parallel graph and vector retrieval, and automated LoRA…1 starNo one-command install · Source
229022.557code-quality-mcpmcp · ai-agentsProvides deterministic Python code quality analysis using flake8, mypy, McCabe, and vulture, enabling LLMs to access real linting and type checking…1 starNo one-command install · Source
229122.557felippeyann-agentfimcp · paymentsCrypto transaction tools for AI agents. 28 MCP tools covering swaps (Uniswap V3, Curve), yield (Aave V3, Compound V3, any ERC-4626 vault), transfers…1 starNo one-command install · Source
229222.557blackklegend-postgresmcp · databaseProvides direct PostgreSQL database access with schema discovery, table exploration, DDL retrieval, data sampling, and SQL execution capabilities with…1 starNo one-command install · Source
229322.557crypto-agent-mailmcp · ai-agentsHosted email service for AI agents with inboxes, send and receive, memory, and credit-based billing.1 starNo one-command install · Source
229422.557jackx201-mulesoft-anypointmcp · back-endTemplate MCP server built with MuleSoft's Anypoint Platform demonstrating how to expose Mule integration flows as MCP tools for AI clients.1 starNo one-command install · Source
229522.557things-cloud-mcpmcp · back-endMCP server that gives AI agents read/write access to your Things3 tasks via the Things API.1 starNo one-command install · Source
229622.557selfpy-science-aimcp · otherAcademic peer-review, research gap analysis, journal recommendations, and article writing tools.1 starNo one-command install · Source
229722.557open-memorymcp · databaseGives AI tools (Copilot, Claude, etc.) access to a personal knowledge base stored as plain markdown files, indexed and searched via QMD (BM25 + vector…1 starNo one-command install · Source
229822.557ps-mcpmcp · back-endAn MCP server for PowerSchool plugin developers, providing read/write access to plugin workspaces, scaffolding, validation, packaging, and access to…1 starNo one-command install · Source
229922.557gh-rengon0x-noesismcp · otherAnalyzes Solana blockchain tokens, wallets, and on-chain activity with 19 intelligence tools.1 starNo one-command install · Source
230022.557opsconduit-jobbermcp · back-endRead-only MCP server for Jobber field-service operations reports via the GraphQL API.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