Armory
Source

Leaderboard

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
Sort
ScoreUsageTestedMentionsStarsName
Lowest FirstRows50100250Export

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

65,239 results
RankScoreComponentDescriptionEvidenceLast commitInstall
130122.557mcp-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
130222.557edutechenterprises2023-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
130322.557wangicheng-online-judgemcp · otherConnects to Online Judge platforms for competitive programming practice.1 starNo one-command install · Source
130422.557ton-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
130522.557wems-mcp-servermcp · back-endA powerful MCP server that connects AI assistants to authoritative natural hazard data sources, enabling monitoring of earthquakes, tsunamis…1 starNo one-command install · Source
130622.557gh-heliosarchitect-wemsmcp · observabilityReal-time natural hazard monitoring: earthquakes, tsunamis, volcanoes, solar weather, and air quality.1 starNo one-command install · Source
130722.557upxill-math-operationsmcp · otherProvides basic arithmetic operations including addition, subtraction, multiplication, and division for mathematical calculations.1 starNo one-command install · Source
130822.557jackglick-discordmcp · back-endProvides Discord server administration through 33 tools covering channel management, role management, member moderation, and server configuration with…1 starNo one-command install · Source
130922.557chord-synthmcp · otherGenerates chord progression WAV files with 28 presets, 22 arpeggio patterns, 7 instruments, and drum tracks via MCP tools like generate_wav and…1 starNo one-command install · Source
131022.557paper-mcpmcp · searchEnables retrieval of academic paper metadata, PDFs, full text, citations, and references by title via Semantic Scholar, arXiv, and other sources.1 starNo one-command install · Source
131122.557mjiga-notion-financemcp · databaseBridges natural language commands with Notion databases for personal finance management, enabling expense tracking, income recording, credit card…1 starNo one-command install · Source
131222.557jkang8-obsidianmcp · searchProvides direct vault access for file operations, full-text search, frontmatter manipulation, wikilink analysis, tag management, and daily note…1 starNo one-command install · Source
131322.557hughedward-agent-browsermcp · browserWraps Vercel's agent-browser CLI for Playwright-based browser automation with 44 tools, token-efficient element referencing, and session persistence.1 starNo one-command install · Source
131422.557agent-browser-mcp-servermcp · back-endProvides complete browser automation capabilities for AI agents via 44 tools, including navigation, element interaction, state management, and session…1 starNo one-command install · Source
131522.557phantom-touchmcp · front-endAn MCP server for iOS simulator automation with reliable clipboard-based text input that works with React Native.1 starNo one-command install · Source
131622.557devin-mcpmcp · back-endMCP server for creating, monitoring, and managing Devin AI sessions.1 starNo one-command install · Source
131722.557host-mcp-jenkinsmcp · back-endA local MCP server for Jenkins that provides 17 tools to interact with Jenkins jobs, builds, logs, SCM, and test results via REST API, no plugin…1 starNo one-command install · Source
131822.557saft-mcpmcp · back-endAn MCP server that enables AI assistants to parse, validate, and analyze Portuguese SAF-T tax files, providing tools for querying invoices, customers…1 starNo one-command install · Source
131922.557bybloom-ai-saft-portugalmcp · otherParses and validates Portuguese SAF-T XML tax audit files with schema validation, business rule compliance, and executive reporting for Portuguese tax…1 starNo one-command install · Source
132022.557synthetic-health-datamcp · otherPrivacy-preserving synthetic health data generation. FHIR R4/R5 compliant.1 starNo one-command install · Source
132122.557samdreamsmaker-facturxmcp · paymentsGenerates, validates, and manages Factur-X electronic invoices compliant with EN 16931 and French B2B 2026 reform requirements.1 starNo one-command install · Source
132222.557uk-visa-sponsor-mcpmcp · back-endAn MCP server that lets AI assistants search the UK Register of Licensed Visa Sponsors (125,000+ companies), enabling queries about company…1 starNo one-command install · Source
132322.557dawdler-g-atomic-computermcp · otherProvides low-level desktop automation with screen capture, window inspection, and mouse/keyboard input.1 starNo one-command install · Source
132422.557atomic-computer-mcpmcp · front-endEnables automation of native Windows desktop applications through screen capture, mouse/keyboard control, and waiting for UI changes, exposing them as…1 starNo one-command install · Source
132522.557user-intent-mcpmcp · ai-agentsA multi-modal user intent collection MCP server that allows AI agents to ask users questions and receive text/image replies.1 starNo one-command install · Source
132622.557mingdao-mcp-servermcp · back-endMCP server for Mingdao Worksheet API. Enables listing worksheets, querying records, and performing CRUD operations on Mingdao (明道云) works through…1 starNo one-command install · Source
132722.557yashkashte5-codelensmcp · back-endIntegrates with GitHub API and Libraries.io to provide intelligent code search, dependency health checking across multiple package managers, and…1 starNo one-command install · Source
132822.557db-schenker-shipment-information-mcp-servermcp · back-endEnables users to retrieve and structure shipment tracking information from DB Schenker's website using natural language queries.1 starNo one-command install · Source
132922.557kennystrawnmusic-mcpenummcp · back-endCommand-line tool that enumerates all prompts, resources, and tools exposed by any MCP server for security testing and API discovery.1 starNo one-command install · Source
133022.557lfm2-5-localmcp · ai-agentsRun Liquid AI's LFM2.5 model locally on Mac with a chat UI and MCP server for integration with Claude Desktop, Cursor, and other tools. Offers fast…1 starNo one-command install · Source
133122.557fetter-mcpmcp · ai-agentsProvides real-time Python package vulnerability data, enabling AI agents to check CVEs, CVSS scores, and safe versions for informed dependency…1 starNo one-command install · Source
133222.557fettermcp · ai-agentsReal-time Python package metadata and vulnerability data for AI coding agents.1 starNo one-command install · Source
133322.557finnng-rethinkdbmcp · databaseRead-only access to RethinkDB databases.1 starNo one-command install · Source
133422.557forensic-rag-mcpmcp · searchMCP server providing semantic search over incident response knowledge from 23 authoritative security sources.1 starNo one-command install · Source
133522.557hrizzle-hr-assistmcp · otherMCP-based HR automation tool that streamlines employee onboarding, leave management, and equipment requests via natural language conversations.1 starNo one-command install · Source
133622.557boardroom-mcpmcp · ai-agentsMulti-advisor debate, institutional memory, trust scoring, and cognitive governance for AI agents, all running locally.1 starNo one-command install · Source
133722.557pgx-mcpmcp · databaseEnables real-time pharmacogenomics analysis, including variant clinical significance, drug-gene interactions, and dosing guidelines, by connecting to…1 starNo one-command install · Source
133822.557nucleotide-archive-mcpmcp · back-endAn MCP server for searching and accessing RNA sequencing datasets from the European Nucleotide Archive (ENA), supporting bulk, single-cell, and…1 starNo one-command install · Source
133922.557powerbi-mcpmcp · back-endMCP server for Power BI — local PBIX file analysis, cloud API operations, report export, and semantic model extraction from Power BI Desktop.1 starNo one-command install · Source
134022.557fintom8-e-invoice-mcp-servermcp · back-endEnables autonomous agents to validate, audit, and correct e-invoices against European standards (EN16931) and Peppol regulations.1 starNo one-command install · Source
134122.557tessie-mcp-servermcp · back-endEnables AI assistants to control and monitor Tesla vehicles via natural language through the Tessie API, supporting battery, climate, security…1 starNo one-command install · Source
134222.557putput-mcpmcp · ai-agentsFile uploads for AI agents. Upload, list, and manage files from AI coding assistants like Claude, Cursor, Windsurf, and VS Code Copilot with no signup…1 starNo one-command install · Source
134322.557putputmcp · ai-agentsFile uploads for AI agents with CDN delivery and no signup required.1 starNo one-command install · Source
134422.557johnie-traktamentemcp · otherSwedish travel expense rates from Skatteverket for per diem calculations and tax compliance1 starNo one-command install · Source
134522.557geo-agentmcp · front-endAI search engine optimization platform for automated SEO landing page creation and product knowledge injection.1 starNo one-command install · Source
134622.557rtbrick-mcp-servermcp · back-endGives AI assistants direct access to RTBrick's website, technical documentation, and YouTube training videos with no API key required.1 starNo one-command install · Source
134722.557mcp-abuseipdbmcp · ai-agentsEnables AI agents to check IP reputation and abuse reports via AbuseIPDB, including abuse confidence scores, report details, and bulk IP triage.1 starNo one-command install · Source
134822.557mcp-win-toastmcp · commsEnables AI assistants to send Windows toast notifications and dialog boxes, allowing them to actively notify users and request confirmations through…1 starNo one-command install · Source
134922.557devscontextmcp · ai-agentsDevsContext is an MCP server that provides AI coding agents with synthesized engineering context—requirements, decisions, architecture, and…1 starNo one-command install · Source
135022.557enhanced-word-document-mcp-servermcp · back-endA consolidated MCP server for creating, reading, and manipulating Microsoft Word documents with 25 tools including search/replace, track changes, and…1 starNo one-command install · Source
135122.557vault-mcpmcp · ai-agentsEnables LLM agents to securely use credentials like passwords and API keys without exposing them in the context window, through encrypted storage and…1 starNo one-command install · Source
135222.557chill-ai-space-vaultmcp · back-endCredential isolation for AI agents — bots use passwords and API keys without seeing them in context.1 starNo one-command install · Source
135322.557mcp-server-xlwingsmcp · back-endEnables Excel automation via xlwings COM, supporting DRM-protected files and live Excel sessions with tools to read, write, format, run macros, and…1 starNo one-command install · Source
135422.557gh-geniuskey-excel-xlwings-commcp · otherExcel automation via xlwings COM with support for DRM-protected files, live sessions, and VBA macros.1 starNo one-command install · Source
135522.557mcp-banana-imagemcp · back-endAI-powered image generation MCP server with 16 specialized tools for generating, editing, analyzing, and processing images using Google's Nano Banana…1 starNo one-command install · Source
135622.557gh-cesco345-capital-equipmentmcp · searchSearch, book, and manage scientific research equipment across STEM core facilities.1 starNo one-command install · Source
135722.557proxy-doctormcp · otherDiagnoses proxy misconfigurations that break AI coding tools like Cursor, VS Code, and Windsurf.1 starNo one-command install · Source
135822.557jiansen-proxy-doctormcp · otherDiagnose proxy misconfigurations that break AI coding tools on macOS.1 starNo one-command install · Source
135922.557jiansen-mcp-doctormcp · back-endCheck and improve the contract quality of any MCP server across six dimensions.1 starNo one-command install · Source
136022.557tsserver-mcp-servermcp · back-endExposes TypeScript language service tools (completions, go-to-definition, type info, diagnostics) via MCP for use by AI or IDE clients.1 starNo one-command install · Source
136122.557mcp-goveemcp · back-endEnables AI assistants to control Govee smart devices, including lights, via natural language. Supports turning on/off, changing colors, adjusting…1 starNo one-command install · Source
136222.557grabinsurance-mcpmcp · otherEnables contextual insurance recommendation and quoting for e-commerce deals through natural language, with tools to classify deal intents, retrieve…1 starNo one-command install · Source
136322.557gaelic-ghost-cardhopmcp · otherIntegrates with Cardhop contacts app on macOS using AppleScript and URL schemes to parse natural language contact information, add new contacts, and…1 starNo one-command install · Source
136422.557sparkforgemcp · back-end20+ pay-per-use APIs: image gen, crypto data, email verify, SSL check, web scraping, and more.1 starNo one-command install · Source
136522.557nextscanmcp · back-endMCP server that scans Next.js projects and returns a compact summary of routes, API endpoints, schema, and security issues.1 starNo one-command install · Source
136622.557gh-berkayderin-nextscanmcp · back-endScans Next.js projects and returns a compact summary of routes, API endpoints, schema, and security issues.1 starNo one-command install · Source
136722.557yodlee-mcp-servermcp · back-endConnects Claude Desktop to Yodlee financial data, enabling account management, transaction queries, spending summaries, and audio narrations.1 starNo one-command install · Source
136822.557gerrit-mcp-servermcp · back-endAn MCP server that enables language models to query and manage Gerrit code reviews via the REST API.1 starNo one-command install · Source
136922.557server-mcpmcp · back-endProvides math and weather tools accessible via LangGraph agent using MCP protocol with stdio and streamable HTTP transports.1 starNo one-command install · Source
137022.557einvoice-mcpmcp · ai-agentsMCP server for German e-invoice compliance (XRechnung 3.0 & ZUGFeRD 2.x) enabling AI agents to validate, generate, parse, and check compliance of…1 starNo one-command install · Source
137122.557lixvyang-mixin-safemcp · back-endWraps Mixin Safe APIs for cryptocurrency transfers, asset management, messaging, and conversation handling on the Mixin Network.1 starNo one-command install · Source
137222.557franzferdinan51-finance-datamcp · otherRead-only financial market data from Yahoo Finance, Coinbase, and Polymarket for stock quotes, cryptocurrency prices, and prediction markets.1 starNo one-command install · Source
137322.557proxybase-mcpmcp · ai-agentsGive AI Agents Residential SOCKS5 Passports to Bypass Bot Defenses.1 starNo one-command install · Source
137422.557prolog-debug-mcpmcp · back-endAn MCP server that uses SWI-Prolog for logical deduction to find root causes of errors in service dependencies, enabling root cause analysis, impact…1 starNo one-command install · Source
137522.557ashkuc-charlieplan-plankamcp · authIntegrates with Planka kanban boards for project management with board operations, card manipulation, custom fields, labels, and OAuth authentication.1 starNo one-command install · Source
137622.557seo-gaca-mcpmcp · front-endA comprehensive MCP server for SEO, performance, GEO, and UX audits with 37 tools covering technical SEO, Lighthouse performance, AI search…1 starNo one-command install · Source
137722.557mcp-yandex-voicemcp · ai-agentsMCP server for Cursor that generates text responses via Yandex GPT and converts them to speech using Yandex SpeechKit TTS, enabling voice replies to…1 starNo one-command install · Source
137822.557cognos-session-memorymcp · ai-agentsEnables persistent session memory for LLMs by trust-scoring and injecting verified context between conversations.1 starNo one-command install · Source
137922.557base76-research-lab-cognos-session-memorymcp · ai-agentsVerified context injection via epistemic trust scoring for session continuity between conversations.1 starNo one-command install · Source
138022.557godot-test-mcpmcp · ai-agentsMCP server for automated Godot 4 game testing. Enables launching games, capturing errors, and verifying changes from Claude Code or any MCP client.1 starNo one-command install · Source
138122.557gitcode-mcp-servermcp · back-endMCP server for the GitCode API, enabling AI assistants to interact with GitCode repositories, issues, pull requests, and more.1 starNo one-command install · Source
138222.557huanwang0-privacyguardmcp · ai-agentsRoutes sensitive prompts to local Ollama instances instead of cloud LLMs using keyword-based pattern matching for PII, PHI, and credential detection.1 starNo one-command install · Source
138322.557krwl3rmcp · ai-agentsMCP server for web scraping and browser automation, enabling AI agents to extract clean, token-efficient content from web pages.1 starNo one-command install · Source
138422.557resume-news-mcpmcp · otherEnables fetching daily news summaries from multiple RSS feeds, with tools to add, remove, and list news sources.1 starNo one-command install · Source
138522.557swarm-atmcp · ai-agentsEnables agent settlement, trust verification, and ledger operations for multi-agent workflows, with tools for blueprint management, credit tracking…1 starNo one-command install · Source
138622.557mediaeater-swarm-atmcp · ai-agentsSettlement protocol for AI agent swarms with hash-chained ledger, trust scoring, blueprints, and cross-vendor agent coordination.1 starNo one-command install · Source
138722.557intervals-icu-mcp-servermcp · back-endEnables interaction with Intervals.icu data, including activities, wellness, and calendar events, via natural language.1 starNo one-command install · Source
138822.557samsung-tv-mcp-servermcp · back-endA Model Context Protocol server that lets AI assistants control Samsung Smart TVs (Tizen OS, 2016+) over the local network. No cloud, no SmartThings…1 starNo one-command install · Source
138922.557syncause-debug-mcpmcp · observabilityEnables AI agents to query runtime debugging facts (stack traces, logs, function arguments) captured by Syncause, allowing them to fix root causes…1 starNo one-command install · Source
139022.557pinchtab-mcpmcp · browserMCP server that wraps PinchTab's HTTP API for browser automation, enabling AI agents to control Chrome via actions like navigation, clicking, typing…1 starNo one-command install · Source
139122.557lacework-alerts-mcp-servermcp · back-endExposes Lacework API v2 alert operations as MCP tools, allowing AI agents to list, search, and manage alerts with flexible time ranges and…1 starNo one-command install · Source
139222.557universal-image-mcpmcp · ai-agentsMCP server for multi-provider AI image generation (AWS Bedrock, OpenAI, Google Gemini) enabling image generation, transformation, and editing through…1 starNo one-command install · Source
139322.557geoscore-mcp-servermcp · back-endEnables scanning websites for AI search readiness, generating fixes like llms.txt, and comparing GEO scores across domains.1 starNo one-command install · Source
139422.557io-github-r09722akabennett-nano-pdf-mcpmcp · searchEnables AI-powered PDF editing and generation via natural language prompts using Google Gemini, with local storage and OCR for searchable text.1 starNo one-command install · Source
139522.557diamondmcp · searchEnables AI assistants to search and read offline documentation from synced libraries via MCP tools, providing hybrid keyword and semantic search…1 starNo one-command install · Source
139622.557gridpane-mcpmcp · back-endManage GridPane WordPress servers and sites through MCP clients like Claude or Cursor, enabling server and site operations via natural language.1 starNo one-command install · Source
139722.557urltomarkdown-mcpmcp · otherConverts URLs and raw HTML to clean Markdown, enabling AI assistants to read web pages for summarization, analysis, or ingestion.1 starNo one-command install · Source
139822.557gh-nextonexus-163-emailmcp · commsIntegrates with 163.com email accounts via IMAP and SMTP to read, search, send, and manage emails with attachments.1 starNo one-command install · Source
139922.557hifriendbot-ailistmcp · searchSearch, discover, and submit AI projects to a curated directory from within AI coding assistants.1 starNo one-command install · Source
140022.557ailist-mcpmcp · back-endEnables AI agents to search and browse a curated directory of AI projects, including MCP servers, CLI tools, libraries, and APIs, and submit new…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