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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
170122.557sentry-self-hosted-mcpmcp · observabilityMCP server for integrating self-hosted Sentry with AI assistants, enabling project and issue listing, issue details with stack traces, and event…1 starNo one-command install · Source
170222.557debatetalkmcp · otherStructured multi-model AI debates that synthesize findings into agreement points, disagreements, blind spots, and actionable questions.1 starNo one-command install · Source
170322.557mahammadnuriyev62-telegrammcp · commsSends Telegram notifications including messages, photos, and documents via Claude.1 starNo one-command install · Source
170422.557computer-use-windowsmcp · back-endA standalone MCP server for Windows desktop control, enabling screenshots, mouse and keyboard input, app launch, window/display management, and…1 starNo one-command install · Source
170522.557pytorch-mcpmcp · searchA full-featured MCP server for PyTorch documentation workflows, providing tools for search, symbol lookup, code examples, troubleshooting, and…1 starNo one-command install · Source
170622.557fortnox-mcp-servermcp · back-endEnables AI agents to manage invoices, customers, suppliers, accounting entries, orders, and more through Fortnox's cloud accounting platform via…1 starNo one-command install · Source
170722.557jactus-mcp-servermcp · back-endEnables AI assistants like Claude to discover, validate, and simulate all 18 ACTUS financial contract types using JACTUS, with tools for contract…1 starNo one-command install · Source
170822.557red-hat-api-mcp-server-2mcp · back-endMCP server providing tools to search Red Hat KCS solutions, retrieve solution details, search cases, and get case details via Red Hat APIs.1 starNo one-command install · Source
170922.557witnessmcp · ai-agentsWitness is an MCP server that integrates with Obsidian to allow AI assistants like Claude to read, write, and organize notes in your vault. It…1 starNo one-command install · Source
171022.557dach3r-airbrakemcp · devopsIntegrates with Airbrake's error tracking platform to monitor application errors, manage error states, track deployments, analyze trends, and…1 starNo one-command install · Source
171122.557theyahia-bitrix24mcp · commsIntegrates with Bitrix24 CRM via webhooks for deal, contact, and task management.1 starNo one-command install · Source
171222.557theyahia-mango-officemcp · back-endIntegrates with Mango Office telephony API for call history and user management.1 starNo one-command install · Source
171322.557theyahia-vk-mcpmcp · back-endAn MCP server that provides 8 tools for interacting with VK API, including wall posts, messaging, friends, groups, and statistics.1 starNo one-command install · Source
171422.557theyahia-vkmcp · back-endIntegrates with VK social network API for accessing wall posts, searching content, retrieving user profiles, and browsing community data.1 starNo one-command install · Source
171522.557github-readme-mcpmcp · back-endAn MCP server that reviews README files using transparent, deterministic rules, scoring them and suggesting improvements.1 starNo one-command install · Source
171622.557odoo-mcp-uvxmcp · back-endA read-only MCP server that enables AI assistants to query Odoo instances via XML-RPC, supporting search, read, count, and field inspection without…1 starNo one-command install · Source
171722.557win-cli-mcp-servermcp · ai-agentsHardened MCP server providing controlled access to PowerShell, CMD, Git Bash, and SSH from MCP clients like Claude Desktop.1 starNo one-command install · Source
171822.557ecriswell7-award-flight-dailymcp · ai-agentsProvides AI agents access to 12.3 million award flight records across 25 loyalty programs for travel rewards analysis.1 starNo one-command install · Source
171922.557agent-social-mcpmcp · ai-agentsA social protocol for AI agents to communicate with each other through a central Hub, enabling messaging, online status, and broadcasts.1 starNo one-command install · Source
172022.557commercial-registrymcp · searchEnables searching and retrieving Korean commercial registration precedents (617 cases) from the Supreme Court's portal for legal practice.1 starNo one-command install · Source
172122.557nofomo-mcp-servermcp · ai-agentsMCP server and SDK for AI agents to interact with NoFOMO News, enabling reading articles, chatting, rating, and commenting.1 starNo one-command install · Source
172222.557figma-context-mcp-airmcp · front-endAn MCP server that gives AI coding agents access to Figma design data, enabling pixel-perfect implementation of designs through structured data…1 starNo one-command install · Source
172322.557compassalessandrolorenz-figma-context-airmcp · front-endExtended fork of the Figma Context MCP server providing AI coding tools with access to Figma design data, assets, and code documentation.1 starNo one-command install · Source
172422.557google-maps-transitmcp · back-endA Model Context Protocol (MCP) server for Google Maps — routing, place discovery, and commute comparison over stdio.1 starNo one-command install · Source
172522.557scamverifyai-scamverify-mcpmcp · back-endAI-powered scam and threat verification MCP server. Check phone numbers, URLs, text messages, emails, documents, and QR codes against 8M+ threat…1 starNo one-command install · Source
172622.557proto-labs-rnd-mesh-statusmcp · ai-agentsMonitors homelab mesh network status for multi-agent AI systems using FastMCP.1 starNo one-command install · Source
172722.557electron-dev-bridgemcp · browserMaps Electron app IPC handlers to MCP tools and provides 33 built-in CDP tools for DOM automation, screenshots, interaction, and debugging, enabling…1 starNo one-command install · Source
172822.557frankxmx-dailyhotmcp · github-vcsTrending content aggregated from 55+ platforms including Weibo, Zhihu, Bilibili, and GitHub.1 starNo one-command install · Source
172922.557dailyhotmcp · otherAggregates hot trending data from 55+ platforms (e.g., Bilibili, Weibo, Zhihu) via MCP, enabling AI assistants to fetch real-time popular content.1 starNo one-command install · Source
173022.557nextcloud-mcpmcp · back-endMCP server integrating Nextcloud services (tasks, calendar, notes, email, files, Deck) for AI assistant interaction.1 starNo one-command install · Source
173122.557thelongevityvault-decoder-3am-mcpmcp · otherSleep disruption cause classifier using The Longevity Vault's 5-cause framework. Identifies the biological mechanism behind 3am wakeups from symptom…1 starNo one-command install · Source
173222.557wholock2210-lunamcp · back-endLocal development server providing file system operations, git workflows, search, command execution, and migration snapshots with built-in safety…1 starNo one-command install · Source
173322.557terminal-bridge-mcpmcp · back-endAn MCP server that bridges AI assistants to real terminal sessions, enabling creation, management, and interaction with persistent PTY processes for…1 starNo one-command install · Source
173422.557donghch-remote-exec-gatewaymcp · otherProvides a secure remote execution gateway for running commands on remote systems via MCP.1 starNo one-command install · Source
173522.557agent-audit-trail-mcp-servermcp · back-endProvides tamper-proof audit logging for AI agents using SHA-256 hash chains, integrity verification, and compliance reporting for the EU AI Act.1 starNo one-command install · Source
173622.557agent-context-optimizer-mcpmcp · ai-agentsAnalyzes tasks to recommend the minimal set of MCP servers needed, reducing context window waste by up to 85%.1 starNo one-command install · Source
173722.557llm-benchmark-mcp-servermcp · ai-agentsEnables AI agents to compare LLM benchmarks, get pricing, and receive model recommendations for tasks and budgets.1 starNo one-command install · Source
173822.557political-finance-mcp-servermcp · ai-agentsMCP server giving AI agents access to US political finance data: campaign contributions, PAC spending, lobbying records, and voting behavior.1 starNo one-command install · Source
173922.557aiagentkarl-solana-mcp-servermcp · back-endSolana blockchain data for AI agents — wallet balances, token prices, DeFi yields (Raydium + Orca), and token safety checks (RugCheck scores, holder…1 starNo one-command install · Source
174022.557shared-context-cache-mcp-servermcp · ai-agentsMCP server for shared context caching with trust verification -- AI agents share and verify computed results to reduce token cost and increase…1 starNo one-command install · Source
174122.557preset-mcpmcp · ai-agentsMCP server for Preset (managed Apache Superset). Manage dashboards, charts, and datasets from Claude Code and other LLM agents.1 starNo one-command install · Source
174222.557gov-data-mcpmcp · back-endMCP server with 562 tools accessing 114 government data APIs covering economic, health, education, energy, and more from federal, state, and…1 starNo one-command install · Source
174322.557cyntrica-gov-datamcp · back-endProvides access to 114 government data APIs with 562 tools covering federal, state, and international data across economics, health, education…1 starNo one-command install · Source
174422.557retrograde-mcpmcp · back-endA Model Context Protocol server that provides real astronomical data (planetary positions, lunar phases, space weather) with astrological…1 starNo one-command install · Source
174522.557brokeriamcp · back-endBrazilian real estate platform MCP server for property search, mortgage simulation, CRM lead registration, and visit scheduling.1 starNo one-command install · Source
174622.557jeandelest-screen-capturemcp · observabilityLinux screen capture with monitor detection, timeline recording, and chunked session-based transfers for reliable large image delivery.1 starNo one-command install · Source
174722.557trello-mcp-server-2mcp · back-endProvides programmatic access to Trello's API to manage boards, lists, cards, and organizations via MCP.1 starNo one-command install · Source
174822.557agentic-ai-cyber-security-mcp-servermcp · ai-agentsProvides AI agents with 25 security analysis tools including vulnerability scanning, package hallucination detection, prompt injection firewall, and…1 starNo one-command install · Source
174922.557gh-revmischa-agentbasemcp · ai-agentsShared knowledge base for AI agents with persistent memory, document storage, and cross-agent information sharing.1 starNo one-command install · Source
175022.557saketh12e-cortexmcp · databaseLocal-first persistent memory system for AI agents using hybrid semantic and keyword search over a shared SQLite database.1 starNo one-command install · Source
175122.557figma-dash-mcp-servermcp · front-endConnects IDE to Figma Desktop App, enabling AI assistants to generate and manipulate layouts, shapes, and designs directly inside the Figma canvas.1 starNo one-command install · Source
175222.557deathwalker-47-openai-compatmcp · back-endRoutes MCP tool calls to any OpenAI-compatible chat or completions API backend.1 starNo one-command install · Source
175322.557bybit-mcp-servermcp · back-endEnables AI assistants to interact with the Bybit cryptocurrency exchange via the V5 API, supporting market data, trading, and account management with…1 starNo one-command install · Source
175422.557flrngel-local-shellmcp · otherExecutes shell commands and uploads files within a specified local directory.1 starNo one-command install · Source
175522.557gh-jobxdubai-bubblyphonemcp · paymentsControl phone calls, voice agents, and billing on the BubblyPhone telephony platform.1 starNo one-command install · Source
175622.557farraskuy-godotmcp · other168 AI-powered tools for Godot 4 Editor enabling game development through natural language commands.1 starNo one-command install · Source
175722.557vicampuzano-jamie-aimcp · searchIntegrates with Jamie AI meeting assistant to access meeting summaries, transcripts, action items, and semantic search.1 starNo one-command install · Source
175822.557ezpay-e-invoice-mcp-servermcp · back-endAn MCP server that exposes tools for Taiwan's ezPay e-invoice lifecycle, enabling AI assistants to issue, void, and query invoices and allowances…1 starNo one-command install · Source
175922.557optical-context-mcpmcp · ai-agentsCompress OCR-heavy PDFs into dense packed images so agents can work with long visual documents.1 starNo one-command install · Source
176022.557chrboebel-optical-contextmcp · ai-agentsCompresses OCR-heavy PDFs into dense packed images for agent-friendly document processing.1 starNo one-command install · Source
176122.557systems-thinking-mcpmcp · devopsProvides systems thinking models as composable analysis lenses for architecture, infrastructure, DevOps, incident analysis, and technical…1 starNo one-command install · Source
176222.557preslaff-llama-local-llmmcp · back-endBridges MCP clients with local LLM models via llama-server or Ollama for GPU-accelerated text and code generation.1 starNo one-command install · Source
176322.557furkankoykiran-coderlegion-mcpmcp · ai-agentsTypeScript MCP server for CoderLegion — connect AI agents (Claude, Cursor, Cline) to the developer community platform.1 starNo one-command install · Source
176422.557dazzlemcp · browserCloud stages for live streaming and AI agents with browser rendering, content sync, and broadcast management.1 starNo one-command install · Source
176522.557anon767-action-guardmcp · back-endPolicy-based tool filtering library for MCP deployments to control and restrict tool execution.1 starNo one-command install · Source
176622.557tedoneobichajavascript-readyoraimcp · back-endZero-cost local code inspection MCP server analyzing complexity, security vulnerabilities, naming conventions, and documentation quality.1 starNo one-command install · Source
176722.557readyoraimcp · back-endEnables local code inspection and analysis for clean code practices, best practices, and actionable recommendations without external API calls or…1 starNo one-command install · Source
176822.557gh-himanshu231204-google-drivemcp · authManage Google Drive files with OAuth2 multi-user authentication.1 starNo one-command install · Source
176922.557harinarayn-adf-cost-intelligencemcp · otherAzure Data Factory FinOps intelligence for pipeline cost ranking, waste detection, and optimization.1 starNo one-command install · Source
177022.557mcp-activecampaignmcp · commsEnables AI assistants to manage ActiveCampaign CRM, marketing automation, and contact data via 33 tools including contacts, deals, tags, automations…1 starNo one-command install · Source
177122.557extended-mindmcp · ai-agentsA single MCP server that gives Claude, ChatGPT, Codex, and any MCP-compatible AI access to the same personal context via two tools: context_get and…1 starNo one-command install · Source
177222.557mcporter-bridgemcp · ai-agentsBridges a local mcporter registry into a single MCP server, enabling clients like Codex and Claude to list, inspect, and call tools from multiple MCPs…1 starNo one-command install · Source
177322.557mayankjanmejay-bopmarketmcp · otherAutomates buying, selling, and product tracking across Amazon, eBay, AliExpress, and other e-commerce platforms.1 starNo one-command install · Source
177422.557gh-gautamk1512-tradingview-morning-briefmcp · browserConnects to TradingView Desktop via Chrome DevTools Protocol for automated watchlist scanning and trading bias analysis.1 starNo one-command install · Source
177522.557narayanareddy11-devops-toolkitmcp · back-endCollection of 15 MCP servers for a complete local DevOps stack, covering CI/CD, K8s, security, observability, and storage.1 starNo one-command install · Source
177622.557why-did-you-render-mcpmcp · front-endBridges unnecessary React re-render data from the browser to coding agents, enabling performance diagnosis and optimization through MCP tools.1 starNo one-command install · Source
177722.5570x1f320-why-did-you-rendermcp · front-endCaptures React re-render reports from the browser and exposes them to AI coding agents for performance debugging.1 starNo one-command install · Source
177822.557solana-token-analysismcp · ai-agentsReal-time Solana token risk scoring and pump.fun graduation signals for AI assistants and trading agents. Built by Sol, an autonomous AI agent. 6…1 starNo one-command install · Source
177922.557autonsol-sol-mcpmcp · paymentsSolana token risk scoring and pump.fun graduation signals. Score any token by mint address (0-100 risk, risk_label, holder concentration, liquidity)…1 starNo one-command install · Source
178022.557esewa-khalti-mcpmcp · paymentsIntegrates eSewa and Khalti payment gateways into Claude, enabling payment processing via natural language.1 starNo one-command install · Source
178122.557darak-mcp-servermcp · back-endRemote MCP server for Saudi real estate data, giving AI assistants access to 65,000+ rental and sale property listings across 5 Saudi cities with…1 starNo one-command install · Source
178222.557sherman94062-sqlmeshmcp · databaseInteract with SQLMesh data transformation pipelines for model management and plan application.1 starNo one-command install · Source
178322.557majimboo-rexd-fridamcp · otherEnables runtime instrumentation and reverse engineering using Frida with 21 tools.1 starNo one-command install · Source
178422.557heuris-biomcpmcp · back-endA bioinformatics MCP server that connects AI clients to over 30 life science databases and 32 curated tools for research, drug discovery, and clinical…1 starNo one-command install · Source
178522.557kbbi-mcpmcp · back-endAn MCP server for querying KBBI (Kamus Besar Bahasa Indonesia / KBBI Daring).1 starNo one-command install · Source
178622.557unity-mcpmcp · back-endThe first Model Context Protocol server for Unity projects. It gives AI assistants real understanding of Unity scenes, prefabs, and C# scripts through…1 starNo one-command install · Source
178722.557bun-mcp-startermcp · ai-agentsA modern MCP server template built with Bun and TypeScript, supporting stdio and HTTP transports for easy integration with AI assistants like Claude.1 starNo one-command install · Source
178822.557axis-mcpmcp · back-endMCP server for configuring Axis IP cameras via VAPIX, supporting device info, snapshots, image settings, overlays, network, PTZ, and system…1 starNo one-command install · Source
178922.557vaultbridgemcp · ai-agentsSecret management MCP server for AI coding agents that prevents secrets from entering the LLM context window by returning metadata only and using…1 starNo one-command install · Source
179022.557chess-mcp-servermcp · back-endEnables AI assistants to explore player profiles, ratings, game archives, leaderboards, clubs, and puzzles via the Chess.com API.1 starNo one-command install · Source
179122.557voipbin-mcp-servermcp · back-endAn MCP server that enables AI assistants to interact with the VoIPbin CPaaS platform, exposing tools for managing calls, flows, messaging…1 starNo one-command install · Source
179222.557start-trek-niceguimcp · front-endProvides documentation lookup, code analysis, safe fixes, and starter code generation for NiceGUI Python UI framework development.1 starNo one-command install · Source
179322.557nicegui-mcpmcp · back-endNiceGUI MCP is a docs-first Model Context Protocol server for local NiceGUI development, providing guidance lookup, code analysis, safe fixes, and…1 starNo one-command install · Source
179422.557pageguardmcp · otherScans websites for privacy compliance issues, detecting tracking technologies, cookie problems, and data gaps that could create regulatory risk.1 starNo one-command install · Source
179522.557shane-js-ghostfreemcp · github-vcsScans repository dependencies for known security vulnerabilities using CVE data from OSV.dev, NVD, and CISA.1 starNo one-command install · Source
179622.557ghostfreemcp · back-endA local MCP server that scans repository dependencies for known vulnerabilities (CVEs) using OSV.dev, enriches findings with NVD and CISA KEV data…1 starNo one-command install · Source
179722.557memory-quality-mcpmcp · ai-agentsAudits your Claude Code memory store with 4-dimension quality scoring and actionable cleanup recommendations, including a visual dashboard.1 starNo one-command install · Source
179822.557gh-ladyiceberg-memory-quality-auditormcp · ai-agentsAudit and manage Claude Code memory files with quality scoring and conflict detection.1 starNo one-command install · Source
179922.557vs-mcp-servermcp · back-endControls Visual Studio 2022 through MCP using COM/DTE automation, enabling file management, building, debugging, and breakpoint operations directly…1 starNo one-command install · Source
180022.557kimkun07-k-visual-studiomcp · otherControls Visual Studio 2022 through COM/DTE automation for file operations, building, and debugging.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