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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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65,239 results
RankScoreComponentDescriptionEvidenceLast commitInstall
230122.557justice8096-sagemathmcp · ai-agentsAccess SageMath's computer algebra system with 10 symbolic-math tools for LLMs.1 starNo one-command install · Source
230222.557zotero-grounded-mcpmcp · back-endAn MCP server that gives any MCP-compatible assistant access to your Zotero reference library, enabling search, citation, bibliography generation, and…1 starNo one-command install · Source
230322.557mcp-react-frontendmcp · front-endEnables AI agents to analyze and scaffold React/Next.js applications enforcing Feature-Sliced Design (FSD) conventions, providing tools for project…1 starNo one-command install · Source
230422.557nexus-aimcp · databaseDeploy full-stack apps with Postgres, Redis, S3, and workers from Claude or curl using AI-native infrastructure.1 starNo one-command install · Source
230522.557gh-andysalvo-agentic-platformmcp · ai-agentsMCP validator, governance scoring, and cost estimation tools for AI agents.1 starNo one-command install · Source
230622.557mcp-openscad-render-loopmcp · back-endOpenSCAD wrapped as an MCP server. Render .scad with parameter overrides, run parametric sweeps, validate syntax, compute STL metrics. Curated by…1 starNo one-command install · Source
230722.557handle-figma-mcpmcp · front-endEnables AI assistants to read and modify Figma designs programmatically through the Model Context Protocol.1 starNo one-command install · Source
230822.557vighriday-verismcp · devopsBehavioral verification infrastructure for AI coding agents with 17 MCP tools.1 starNo one-command install · Source
230922.557unfetchmcp · back-endA download manager for humans and AI with a native MCP server: add_task, list_tasks, wait_for_task with progress notifications from any MCP host…1 starNo one-command install · Source
231022.557static-mcpifymcp · back-endEnables AI agents to access structured content by building static Markdown/JSON files served as a Model Context Protocol server.1 starNo one-command install · Source
231122.557peliqan-mcp-servermcp · back-endEnables AI assistants to interact with the Peliqan platform, providing access to hundreds of data connectors for reading and writing data in business…1 starNo one-command install · Source
231222.557startvest-llc-idealift-mcp-servermcp · commsDecision intelligence MCP server with signal aggregation, RICE scoring, and decision audit trails. Captures product feedback from Slack, Teams…1 starNo one-command install · Source
231322.557componentizemcp · front-endConverts design screenshots into reusable Tailwind HTML components via MCP protocol, enabling any AI to extract and export individual UI elements.1 starNo one-command install · Source
231422.557boolsai-signalsmcp · authTradeable signals from public-company website stack changes for quant research: 7 tools, no auth required.1 starNo one-command install · Source
231522.557boolsaimcp · authEnables AI agents to live-scan any public site's tech stack and query a pre-indexed directory of ecommerce vendors, account IDs, and quant signals…1 starNo one-command install · Source
231622.557x402-triage-mcpmcp · paymentsEnables no-payment triage of x402 payment surfaces, 402 Index health checks, and paid review handoff for authorized inspection.1 starNo one-command install · Source
231722.557tatelyman-x402-triagemcp · paymentsAnalyze x402 payment protocol surfaces, endpoint health checks, and 402 Index metadata.1 starNo one-command install · Source
231822.557vola-trebla-playwright-network-chaosmcp · browserGives AI agents dynamic network chaos control over Playwright browser sessions.1 starNo one-command install · Source
231922.557playwright-network-chaos-mcpmcp · browserEnables AI agents to simulate network failures and test application resilience in Playwright browser sessions.1 starNo one-command install · Source
232022.557humanmcpmcp · back-endA personal content server that lets individuals publish content with cryptographic proof of authorship and explicit license terms, allowing AI agents…1 starNo one-command install · Source
232122.557rlm-mcpmcp · searchImplements the Recursive Language Model pattern, enabling LLMs to process arbitrarily long contexts through session-based document management…1 starNo one-command install · Source
232222.557vola-trebla-v8-cpu-profile-decodermcp · ai-agentsDecodes V8 CPU profiles into token-efficient bottleneck summaries for AI agents.1 starNo one-command install · Source
232322.557v8-cpu-profile-decoder-mcpmcp · ai-agentsAn MCP server that decodes V8 CPU profiles into token-efficient bottleneck summaries for AI agents, enabling them to analyze CPU consumption, call…1 starNo one-command install · Source
232422.557mister-franklin-gdpr-decisionsmcp · searchSemantic search across EU GDPR enforcement decisions, DPA rulings, and EDPB guidelines.1 starNo one-command install · Source
232522.557io-github-mister-franklin-gdpr-decisionsmcp · databaseProvides AI-powered access to the largest EU GDPR enforcement decisions database, enabling semantic search, GDPR article lookup, and enforcement…1 starNo one-command install · Source
232622.557justinthevoid-xcforgemcp · browser95 MCP tools for iOS development — build, test, simulate, automate UI, capture screenshots, and diagnose.1 starNo one-command install · Source
232722.557postaldatapi-postaldatapi-mcpmcp · searchGlobal postal code lookups, validation, and city search for 240+ countries with timezone, admin region, and elevation metadata. Sub-10ms responses at…1 starNo one-command install · Source
232822.557yang1bai-claw-tsavermcp · ai-agents__ 🐍 🏠 🍎 🪟 🐧 - Token-saving MCP proxy that intercepts oversized tool returns and replaces them with a preview + on-demand handle. Real benchmark…1 starNo one-command install · Source
232922.557mouser-search-mcpmcp · back-endProvides tools to search the Mouser Electronics parts catalog via keyword, part number, and manufacturer queries using the Mouser Search API.1 starNo one-command install · Source
233022.557goww7-acttracemcp · otherClassify AI systems under the EU AI Act and generate Article 50 transparency notices.1 starNo one-command install · Source
233122.557acttracemcp · back-endMCP server for EU AI Act compliance, providing risk classification of AI features and Article 50 transparency notices.1 starNo one-command install · Source
233222.557vibebrowser-chrome-devtools-mcpmcp · browserA fork of Chrome DevTools MCP that adds Streamable HTTP transport for multiple AI agents to concurrently control and inspect a live Chrome browser via…1 starNo one-command install · Source
233322.557minimax-unified-mcpmcp · ai-agentsUnifies MiniMax's multimodal generation, web search, image understanding, audio, video, and music tools into a single MCP server for use with Claude…1 starNo one-command install · Source
233422.557youtube-researcher-mcp-servermcp · back-endAn MCP server for researching YouTube niches. It searches videos, fetches metadata, calculates engagement metrics, downloads thumbnails, and produces…1 starNo one-command install · Source
233522.557rpgmais-n8nmcp · authComprehensive n8n workflow automation integration with 43 tools covering workflows, data tables, tags, credentials, users, and audit.1 starNo one-command install · Source
233622.557cloudscraper-mcpmcp · browserEnables AI agents to bypass Cloudflare protection and scrape web content, returning clean Markdown with smart chunking and file export.1 starNo one-command install · Source
233722.557eyeot-mcpmcp · authAn MCP server that bridges AI agents to the eyeot ERP, exposing ~600 business actions (CRM, sales, stock, HR, finance, etc.) as MCP tools over stdio…1 starNo one-command install · Source
233822.557margins-mcpmcp · ai-agentsEnables Claude to read and propose updates to your Obsidian vault using your Claude subscription, keeping files local.1 starNo one-command install · Source
233922.557marginsmcp · ai-agentsLocal MCP server for Claude to read, search, and propose edits to your Obsidian vault using your existing subscription.1 starNo one-command install · Source
234022.557cli-anything-hub-mcpmcp · ai-agentsPaid remote MCP server enabling CLI tool execution with structured receipts, usage logs, and audit-ready evidence for agent and CI workflows.1 starNo one-command install · Source
234122.557clauxel-cli-anything-hubmcp · otherExposes CLI tools to AI assistants with tool listing, command execution, schema validation, and result receipts.1 starNo one-command install · Source
234222.557mssql-mcp-server-2mcp · back-endA Model Context Protocol server that exposes SQL Server metadata and read-only query execution as a structured HTTP API, with safety validation and…1 starNo one-command install · Source
234322.557yashagldit-mysql-webuimcp · databaseWeb-based interface for connecting Claude to MySQL databases with granular permission controls1 starNo one-command install · Source
234422.557pugzui-axommcp · front-endPersistent AI memory with four memory types, file operations, shell commands, code analysis, and chain-reaction workflows.1 starNo one-command install · Source
234522.557nano-banana-2-mcp-servermcp · back-endProvides read-only access to Nano Banana 2's image generation workflows, styles, pricing, FAQ, and official links for MCP-compatible AI clients like…1 starNo one-command install · Source
234622.557vola-trebla-playwright-trace-decodermcp · browserUnpacks and analyzes Playwright trace.zip archives for AI agent test diagnosis.1 starNo one-command install · Source
234722.557playwright-trace-decoder-mcpmcp · ai-agentsAn MCP server that unpacks and structures Playwright trace.zip archives so AI agents can perform root-cause analysis on CI failures, with 16 focused…1 starNo one-command install · Source
234822.557indiamcp-razorpaymcp · paymentsRead-only MCP server for Razorpay payment data: payments, subscriptions, refunds, and analytics.1 starNo one-command install · Source
234922.5570-mcpmcp · back-endTurns Django models into MCP tools and a REST API from a single class, and can generate a Django project from a MySQL or Postgres schema.1 starNo one-command install · Source
235022.557olddun-agent-revenue-copilotmcp · paymentsAudit tool for legal AI agent revenue routes, x402 monetization, and payout verification.1 starNo one-command install · Source
235122.557agent-revenue-copilotmcp · paymentsProvides AI agents with tools to purchase a starter audit or triage for legal USDC earning routes, supporting checkout, triage, and payment processes.1 starNo one-command install · Source
235222.557warpweb-mcpmcp · back-endEnables building, revising, and deploying AI-generated websites for local service businesses via the Warpweb API, with support for domain management…1 starNo one-command install · Source
235322.557warpwebmcp · back-endResearch, build, and deploy AI-generated websites via the Warpweb API.1 starNo one-command install · Source
235422.557google-trends-mcp-2mcp · ai-agentsEnables Claude to query Google Trends data such as keyword interest, related queries, and regional popularity, with robust proxy rotation to bypass…1 starNo one-command install · Source
235522.557google-trends-mcpmcp · ai-agentsEnables Claude to query Google Trends data such as keyword interest, related queries, and regional popularity, with robust proxy rotation to bypass…1 starNo one-command install · Source
235622.557den-indance-google-trendsmcp · otherGoogle Trends MCP with proxy rotation and auto-retry to work around Google anti-bot measures.1 starNo one-command install · Source
235722.557brasil-mcp-essentialsmcp · back-endA privacy-first MCP server providing 14 offline Brazilian utilities including document validation, boleto parsing, PIX BR Code generation/parsing, and…1 starNo one-command install · Source
235822.557rwa-attestmcp · otherProvides cryptographically verifiable RWA trust attestations and multi-chain DeFi data (TVL, top protocols, positioning scorecards) via MCP tools for…1 starNo one-command install · Source
235922.557kvc-mcpmcp · back-endMCP server for managing Krystal Voice Caller tenants, including tenant config, DNC, call history, reception captures, digest send-now, Script Author…1 starNo one-command install · Source
236022.557krystal-voice-callermcp · ai-agentsControls Krystal Voice Caller tenant operations including call management and telephony automation from AI agents.1 starNo one-command install · Source
236122.557entropy0mcp · ai-agentsSource trust and URL safety tools for AI agents: evaluate domains before your agent fetches them.1 starNo one-command install · Source
236222.557voxmcp · ai-agentsA native macOS MCP server for voice input and output, allowing Claude to listen and speak with offline speech recognition and TTS.1 starNo one-command install · Source
236322.557boska-voxmcp · otherNative macOS voice I/O for AI assistants using SFSpeechRecognizer and optional ElevenLabs TTS.1 starNo one-command install · Source
236422.557musaddiq-dev-postgresqlmcp · databaseInspects and queries PostgreSQL databases with schema discovery, read-only query execution, query plan analysis, and optional write operations.1 starNo one-command install · Source
236522.557contextfulmcp · ai-agentsEfficient context management layer for AI coding agents: code search, evidence packs, and cross-session memory.1 starNo one-command install · Source
236622.557fluid-postgres-mcpmcp · ai-agentsA PostgreSQL MCP server for AI agents that streams large result sets to CSV, enforces per-query timeouts, auto-reconnects with backoff, and supports…1 starNo one-command install · Source
236722.557mcp-arr-suitemcp · searchEnables interaction with the *arr media management suite (Sonarr, Radarr, Lidarr, Prowlarr, SABnzbd) and TRaSH Guides through MCP tools, allowing…1 starNo one-command install · Source
236822.557mcp-demo-servermcp · back-endModel Context Protocol (MCP) server implementation demonstrating production-ready patterns in TypeScript, with tools for calculation, weather, and…1 starNo one-command install · Source
236922.557silentfailmcp · ai-agentsDiagnose MCP servers — health checks, tool testing, token cost audits, conflict detection, and security scanning with 50+ prompt injection patterns…1 starNo one-command install · Source
237022.557krissanders-ai-visibility-mcpmcp · ai-agentsAudit how AI sees your website. Per-bot robots.txt verdicts for 22 known AI user-agents (GPTBot, ClaudeBot, PerplexityBot, Google-Extended…1 starNo one-command install · Source
237122.557sn-patterns-mcpmcp · ai-agentsPattern-intelligence MCP server for ServiceNow Discovery that enables AI agents to read, search, validate, author, surgically edit, and reason about…1 starNo one-command install · Source
237222.557brainfuel-mcp-browsermcp · ai-agentsNative macOS browser that exposes a local MCP server for AI agents to drive a WKWebView.1 starNo one-command install · Source
237322.557mt4ctlmcp · back-endAn MCP server for operating headless MetaTrader 4 terminals remotely over SSH, enabling status checks, logs, screenshots, systemd control, and…1 starNo one-command install · Source
237422.557codemaxmcp · back-endCross-stack MCP server that scans frontend and backend code together, detects mismatches like phantom calls, dead endpoints, and field drift, and…1 starNo one-command install · Source
237522.557ip2whois-mcp-ip2whoismcp · back-endMCP server that provides comprehensive WHOIS lookup capabilities using the IP2WHOIS API. This server allows AI agents to query domain registration…1 starNo one-command install · Source
237622.557legalsearchmcp · searchGrounds external agents in public Indian judgments and statutes through MCP, enabling legal search and bounded document packets without requiring the…1 starNo one-command install · Source
237722.557den-indance-network-diagrammcp · otherAI-driven network topology editor with 44 tools: nmap/CSV import, SSH access, and multi-sheet support.1 starNo one-command install · Source
237822.557assiststudio-runnermcp · ai-agentsA Windows-only headless LLM task automation engine that executes natural language tasks on schedule and delivers results through configured channels…1 starNo one-command install · Source
237922.557believe-sa-datadogmcp · observabilityIntegrates with Datadog's monitoring platform to provide access to metrics, logs, and observability data through API authentication for DevOps teams…1 starNo one-command install · Source
238022.557globalfishingwatch-gfw-mcp-jsmcp · searchAccess Global Fishing Watch data from any MCP-compatible AI assistant or terminal: search vessels, retrieve fishing activity and port events, look up…1 starNo one-command install · Source
238122.557bmbrickmcp · otherConvert local images into LEGO-style brick mosaic previews with AI-powered color quantization.1 starNo one-command install · Source
238222.557scholar-mcpmcp · ai-agentsMulti-source academic paper search, citation graph exploration, and PDF download as an MCP server, designed for LLM agents doing research.1 starNo one-command install · Source
238322.557negative-results-mcpmcp · databaseNegative results intelligence for drug discovery: inactive compounds, failed selectivity panels, terminated clinical trials, failed CRISPR screens…1 starNo one-command install · Source
238422.557taiwan-data-hubmcp · ai-agentsAn open-source MCP server that aggregates Taiwan public data sources (data.gov.tw, TWSE, MOEA, CWA, etc.) and exposes them through the Model Context…1 starNo one-command install · Source
238522.557rev2ret-secureaudit-mcpmcp · back-endModel Context Protocol (MCP) server for static C/C++ memory-safety scanning and compiled PE/ELF binary protections auditing (ASLR, DEP/NX, SafeSEH…1 starNo one-command install · Source
238622.557magnifica-humanitas-mcpmcp · searchEnables exploration of Pope Leo XIV's encyclical on AI and human dignity, providing tools to fetch chapters, sections, paragraphs, and search the full…1 starNo one-command install · Source
238722.557mcp-clinical-doc-agentmcp · ai-agentsEnables analysis of clinical trial protocols using MCP tools for document listing, entity extraction, adverse event clustering, and summarization.1 starNo one-command install · Source
238822.557pyautogui-mcp-servermcp · back-endEnables GUI automation by executing Python code with instrumented pyautogui, providing MCP-friendly output and inline screenshot delivery.1 starNo one-command install · Source
238922.557buygit-mcp-servermcp · back-endThe only MCP that returns license + supply-chain risk + popularity + price in a single call. 78,094 curated Git assets. Zero config. MIT. Free…1 starNo one-command install · Source
239022.557f5-distributed-cloud-api-mcp-servermcp · back-endEnables natural language interaction with F5 Distributed Cloud (F5XC) infrastructure through Claude, VS Code, and other MCP-compatible tools…1 starNo one-command install · Source
239122.557ssm82-vkmcp · back-endVK social network API integration with 180+ tools — users, wall, groups, friends, photos, and messages via MCP.1 starNo one-command install · Source
239222.557lihtness-gnomon-mcpmcp · ai-agentsDeterministic batch tools so LLM agents stop next-token-guessing dates and math. Rich `now()` snapshot (18 fields), `calendar(ops)` batch dispatcher…1 stararmory install lihtness-gnomon-mcp --cli claude
239322.557gnomon-mcpmcp · back-endA small MCP server for the boring-but-essential utilities every model needs: dates, calendars, arithmetic, unit conversion. Use it so your assistant…1 starNo one-command install · Source
239422.557dingdawg-compliancemcp · otherEU AI Act and Colorado AI Act compliance scoring in 60 seconds.1 starNo one-command install · Source
239522.557pythia-oracle-blockchainmcp · ai-agentsDelivers on-chain technical indicators including EMA, RSI, Bollinger Bands, VWAP, and volatility for smart contracts and AI agents via Chainlink.1 starNo one-command install · Source
239622.557revit-converter-mcpmcp · ai-agentsAI-powered BIM tool that connects Claude to a Revit file conversion and BIM query service, enabling users to convert .rvt files to XKT, IFC, and DWG…1 starNo one-command install · Source
239722.557revit-convertermcp · otherConvert Revit BIM files and query building data via natural language through MCP.1 starNo one-command install · Source
239822.557agent-architects-mcpmcp · searchEnables searching and retrieving lessons, posts, comments, and member profiles from the Agent Architects community knowledge base for use with AI…1 starNo one-command install · Source
239922.557index9mcp · searchUp-to-date model data for AI coding assistants1 starNo one-command install · Source
240022.557sparkit-science-sparkit-mcpmcp · ai-agentsMCP server for [SPARKIT](https://sparkit.science), a scientific research agent that searches the literature, reads papers, and returns cited Markdown…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