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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

61,707 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
10119.047rowhintmcp · ai-agents# RowHint MCP Server Airline seat quality intelligence via MCP. Per-seat quality scores (1-10) with plain-English notes for **66+ aircraft…1,039 installsNo commit datelisted No one-command install · Source
10219.319cerebrochainmcp · paymentsSupply chain intelligence APIs for AI agents. Real-time freight rates (85+ carriers), crypto/forex/commodity prices, port congestion (NOAA), shipping…1,060 installsNo commit datelisted No one-command install · Source
10319.591kyrgyz-newsmcp · searchAccess the latest news and trending stories from Kyrgyzstan. Search for specific topics using natural language and follow developing stories across…1,064 installsNo commit datelisted No one-command install · Source
10419.682crabbitmqmcp · back-endAsync message queue for AI agents. Self-provision queues via MCP or REST — no human signup required. Push messages to other agents, poll your own…418 installsNo commit datelisted No one-command install · Source
10520.136spain-legalmcp · observabilitySpain immigration, residency, NIE/TIE, and tax MCP for agents from Legal Fournier, https://legalfournier.com/. Helps screen visa and residence routes…1,065 installsNo commit datelisted No one-command install · Source
10620.136agentdm-agent-to-agent-messagingmcp · ai-agentsAgent to Agent communication Platforms, Allows every MCP compatible agent to connect1,065 installsNo commit datelisted No one-command install · Source
10720.317awsmcp · devopsaws429 installsNo commit datelisted No one-command install · Source
10820.408doorvault-ideal-scoringmcp · otherReal estate investment tools powered by DoorVault IDEAL Scoring v2.0. Analyze any rental property deal and get a structured verdict…1,073 installsNo commit datelisted No one-command install · Source
10920.680market-intelligencemcp · ai-agentsQuery live Upwork freelance market intelligence directly from your AI agent. Get real-time data about: - Trending skills with week-over-week change…1,119 installsNo commit datelisted No one-command install · Source
11020.952test-101-2mcp · othertest-101438 installsNo commit datelisted No one-command install · Source
11120.952test-101mcp · othertest-101438 installsNo commit datelisted No one-command install · Source
11220.952etapa-2mcp · otherEtapa is an AI cycling coach for beginners and returning riders. Most cycling apps assume you already speak the language (FTP, TSS, zone 2). Etapa…1,168 installsNo commit datelisted No one-command install · Source
11321.224malaysia-transit-mcpmcp · back-endA Model Context Protocol server that taps access to real-time bus and train information across 12 Malaysian cities. Get live arrivals, vehicle…1,175 installsNo commit datelisted No one-command install · Source
11421.496arabi-maak-gulf-arabic-dictionarymcp · otherLook up Gulf Arabic words with pronunciation, example sentences, and cultural context. 30 essential words across 12 categories — greetings, slang…1,185 installsNo commit datelisted No one-command install · Source
11521.587ai-compliance-monitormcp · observabilityai-compliance-monitor458 installsNo commit datelisted No one-command install · Source
11621.768sterdan-steel-furnituremcp · back-end斯特丹STERDAN天猫旗舰店产品咨询MCP Server — 洛阳高端钢制办公家具，1374个SKU，涵盖保密柜、更衣柜、公寓床、货架、快递柜等产品线。 #e-commerce #product-catalog #steel-furniture #china1,200 installsNo commit datelisted No one-command install · Source
11722.040gaprollmcp · authEU Directive 2023/970 (Pay Transparency) compliance tools for Polish employers. Check deadlines by headcount, get penalty information, and calculate…1,210 installsNo commit datelisted No one-command install · Source
11822.222korean-cryptomcp · otherAccess real-time price data, order books, and candle information from major Korean exchanges like Upbit and Bithumb. Track the Kimchi premium by…473 installsNo commit datelisted No one-command install · Source
11922.312uk-private-number-plate-searchmcp · back-endEasyReg is a UK private number plate search and transfer service. This MCP server provides live access to over 71 million DVLA and reseller…1,219 installsNo commit datelisted No one-command install · Source
12022.557yaxin9luo-openai-agents-sdkmcp · searchProvides access to OpenAI Agents SDK documentation and GitHub repository through search tools, content retrieval, and code examples with…1 starNo commit datelisted No one-command install · Source
12122.557xkumakichi-veridictmcp · observabilityRuntime verification layer that monitors tool execution and provides trust judgments based on success rate metrics.1 starNo commit datelisted No one-command install · Source
12222.557wutian122-linux-sshmcp · otherProvides secure SSH connectivity to Linux systems with connection pooling, intelligent caching, and token-optimized output for remote command…1 starNo commit datelisted No one-command install · Source
12322.557voidlymcp · payments116 tools for censorship intelligence, encrypted agent messaging, and agent-to-agent payments.1 starNo commit datelisted No one-command install · Source
12422.557visual-understandingmcp · ai-agentsMCP server for multimodal understanding and object grounding (bounding boxes) across images, videos, and documents, with support for multiple AI…1 starNo commit datelisted No one-command install · Source
12522.557uncletim-gz-oprocessmcp · otherProcess classification engine using APQC, ITIL, and SCOR reference frameworks with KPI mapping.1 starNo commit datelisted No one-command install · Source
12622.557twn39-xiaohongshu-rednotemcp · browserAutomates Xiaohongshu (RedNote) interactions through browser automation for searching posts, extracting content, and analyzing trends.1 starNo commit datelisted No one-command install · Source
12722.557tomkalina-shoptetmcp · back-endMCP server for the Shoptet e-commerce platform with 48 tools covering orders, products, customers, and webhooks.1 starNo commit datelisted No one-command install · Source
12822.557systemr-risk-intelligencemcp · ai-agentsPre-trade risk validation, position sizing, regime detection, and 48 trading tools for AI agents.1 starNo commit datelisted No one-command install · Source
12922.557styx-searchmcp · searchEnables MCP clients such as Claude to search over 450,000+ open-access papers, standards, and legal documents, download PDFs, retrieve citations, and…1 starNo commit datelisted No one-command install · Source
13022.557state-blueprint-mcpmcp · back-endEnables automation and external tool interaction with a digital business process model through structured API tools for model editing, validation, and…1 starNo commit datelisted No one-command install · Source
13122.557sntl-depin-oracle-mcpmcp · observabilityEnables access to DePIN RF telemetry, spatial heuristics, and threat intelligence through metered MCP tools with per-record spend caps and on-chain…1 starNo commit datelisted No one-command install · Source
13222.557smart-npv-mcpmcp · ai-agentsEnables AI agents to interact with the Smart NPV CRM for Israeli mortgage advisors, allowing natural language management of client files, statuses…1 starNo commit datelisted No one-command install · Source
13322.557scribemcp · searchEnables AI assistants to securely manage Google Calendar events using natural language, including scheduling, rescheduling, deleting, and searching…1 starNo commit datelisted No one-command install · Source
13422.557saml7n-parbakedmcp · back-endScaffold invite-only Python FastAPI apps with auth, admin dashboard, local dev server, and Fly.io deployment.1 starNo commit datelisted No one-command install · Source
13522.557rivalmcp · otherQuery AI model benchmarks, pricing, and comparisons from rival.tips.1 starNo commit datelisted No one-command install · Source
13622.557rippermercs-terminalfeedmcp · back-endReal-time data dashboard with 30+ live feeds featuring free and premium API access via Agent Fair-Trade Agreement standard.1 starNo commit datelisted No one-command install · Source
13722.557redpanda-docsmcp · otherGet authoritative answers to questions about Redpanda1 starNo commit datelisted No one-command install · Source
13822.557recoursemcp · ai-agentsConsequence evaluation for AI agents to check action recoverability before executing destructive operations.1 starNo commit datelisted No one-command install · Source
13922.557pypen-mcpmcp · browserEnables LLM-powered browser automation and security testing with features like browser management, network monitoring, DOM manipulation, and captcha…1 starNo commit datelisted No one-command install · Source
14022.557py-canoemcp · ai-agentsMCP server that enables AI agents to interact with Vector CANoe for automotive bus testing and diagnostics using natural language commands.1 starNo commit datelisted No one-command install · Source
14122.557provider-config-syncmcp · ai-agentsUnified management of AI-agent configuration across Claude, Codex, and Gemini, keeping native config files intact while enabling comparison, editing…1 starNo commit datelisted No one-command install · Source
14222.557production-mcp-servermcp · back-endMCP server that exposes immutable CAN signal and MISRA reference facts as read-only resources and provides a human-gated defect filing tool with…1 starNo commit datelisted No one-command install · Source
14322.557polovnjak-mcpmcp · searchEnables agents to search and analyze used-vehicle listings across multiple Serbian marketplaces, including price statistics, history, and per-user…1 starNo commit datelisted No one-command install · Source
14422.557oskelly-mcpmcp · back-endMCP server for browsing the public oskelly.ru catalog using 14 anonymous read-only tools to search products, apply filters, explore categories/brands…1 starNo commit datelisted No one-command install · Source
14522.557openclaw-output-vetter-mcpmcp · ai-agentsVerify AI agent output claims against reality: grounding checks, swallowed-exception detection, and transcript review.1 starNo commit datelisted No one-command install · Source
14622.557one-ea-monolith-blogmcp · observabilityManage Monolith blog platform content with 30 tools covering posts, comments, media, analytics, and backups.1 starNo commit datelisted No one-command install · Source
14722.557nowah-travelmcp · otherAI travel concierge with flights, hotels, 116M+ points of interest, visa requirements, live flight tracking, and trip management.1 starNo commit datelisted No one-command install · Source
14822.557nouva-mcp-servermcp · ai-agentsCentralized repository for modular, portable skills and memory, enabling AI agents and IDEs to access personalized tools and memory via stdio or SSE…1 starNo commit datelisted No one-command install · Source
14922.557mylocalaichat-csv-postgresmcp · databaseLoads CSV files into PostgreSQL databases with automatic table creation, data validation, and bulk import using COPY commands for efficient data…1 starNo commit datelisted No one-command install · Source
15022.557mctx-example-appmcp · ai-agentsReference implementation of an mctx-hosted MCP server demonstrating tools, resources, prompts, and channel events.1 starNo commit datelisted No one-command install · Source
15122.557mcp-prediction-marketsmcp · searchProvides search, trending, odds, arbitrage, and category browsing for prediction markets (Polymarket & Kalshi) via the Model Context Protocol…1 starNo commit datelisted No one-command install · Source
15222.557matthewalexong-neo-visionmcp · browserGenerates spatial DOM maps for AI agent browser navigation with anti-bot stealth capabilities.1 starNo commit datelisted No one-command install · Source
15322.557logixdesigner-mcpmcp · front-endMCP server wrapping the Rockwell Automation Logix Designer SDK to open ACD files, export to L5K/L5X, read rung logic, and enumerate tags and program…1 starNo commit datelisted No one-command install · Source
15422.557kantamcp · back-endIntegrates with the Kanta API to manage French accounting compliance workflows including customer creation, user assignments, risk assessments, and…1 starNo commit datelisted No one-command install · Source
15522.557jessemarshall-coalesce-transformmcp · back-endManage Coalesce data transformation workspaces, nodes, pipelines, environments, jobs, and runs through the Coalesce Transform API.1 starNo commit datelisted No one-command install · Source
15622.557itunified-io-tailscalemcp · authManages Tailscale networks with 48 tools for devices, DNS, ACL policies, auth keys, users, and webhooks.1 starNo commit datelisted No one-command install · Source
15722.557gvnrmcp · devopsAI agent infrastructure providing spend caps, rate limits, idempotency, reconciliation, and approval bridges.1 starNo commit datelisted No one-command install · Source
15822.557gh-robocular-frostbytemcp · back-endAccess 40+ developer APIs through one gateway for geo, crypto, DNS, screenshots, and more.1 starNo commit datelisted No one-command install · Source
15922.557gh-readmigo-shipkitmcp · otherUnified app publishing for Google Play, App Store, and 10+ Chinese stores.1 starNo commit datelisted No one-command install · Source
16022.557gh-leszini-memoriamcp · ai-agentsProvide persistent structured memory across conversation sessions.1 starNo commit datelisted No one-command install · Source
16122.557gh-c2mv96-letxipu-searchmcp · searchAcademic research engine with 26 sources, PDF analysis, and bilingual Spanish/English support.1 starNo commit datelisted No one-command install · Source
16222.557enigma-memorymcp · ai-agentsEnables AI assistants to keep and retrieve private context locally, with verifiable receipts and optional Solana anchoring for public proofs.1 starNo commit datelisted No one-command install · Source
16322.557elite-reasoning-mcpmcp · ai-agentsA 66-tool reasoning pipeline that intercepts prompts to classify intent, check past mistakes, and generate execution plans, enabling any LLM to think…1 starNo commit datelisted No one-command install · Source
16422.557eidetic-works-nucleusmcp · ai-agentsCross-platform memory synchronization between dev environments using persistent knowledge stores called engrams.1 starNo commit datelisted No one-command install · Source
16522.557eanscan-mcpmcp · back-endMCP server for looking up EAN/UPC barcodes to get localized product details like title, description, price, and images.1 starNo commit datelisted No one-command install · Source
16622.557dreliq9-caidmcp · ai-agentsValidated 3D CAD modeling for AI agents via CAiD and OpenCASCADE, providing 54 tools with geometry validation, volume tracking, and automatic failure…1 starNo commit datelisted No one-command install · Source
16722.557document-search-mcp-servermcp · back-endA local MCP server providing read-only access to documents like Word, PDF, Excel, and images, with file listing, reading, and metadata extraction.1 starNo commit datelisted No one-command install · Source
16822.557datavorous-puchai-reddit-productivitymcp · otherCombines Reddit content analysis with personal productivity features, scraping posts across multiple subreddits using fuzzy keyword matching and…1 starNo commit datelisted No one-command install · Source
16922.557dam-butler-brevillemcp · authIntegrates with Breville's digital asset management system using natural language processing and brand intelligence to provide quick access to…1 starNo commit datelisted No one-command install · Source
17022.557cyberia-to-bostrommcp · otherComprehensive Bostrom blockchain tools for reading chain state and signing transactions.1 starNo commit datelisted No one-command install · Source
17122.557cpavloske-neat-pulsemcp · back-endManages Neat video conferencing devices, sensor data, rooms, and organization settings through the Neat Pulse REST API.1 starNo commit datelisted No one-command install · Source
17222.557cognee-mcp-server-2mcp · back-endBuilds and searches knowledge graphs from input text using the cognee AI memory engine.1 starNo commit datelisted No one-command install · Source
17322.557claude-amplifiermcp · ai-agentsAn MCP server that gives Claude persistent, locally-stored memory with verification-gated lessons and a Pattern Oracle to prevent unverified guesses…1 starNo commit datelisted No one-command install · Source
17422.557classroomscribemcp · ai-agentsIntegrates Google Classroom with LLMs and AI agents via MCP. Enables listing courses, assignments, announcements, and generating prioritized TODO…1 starNo commit datelisted No one-command install · Source
17522.557clarencyu-boop-sentinel-botmcp · paymentsIntegrates with Sentinel Bot for crypto trading backtesting, bot deployment, exchange management, and payment operations.1 starNo commit datelisted No one-command install · Source
17622.557ci1tmcp · observabilityPrediction stability engine for detecting model drift, ghost predictions, and fleet monitoring.1 starNo commit datelisted No one-command install · Source
17722.557caseshy-aicoreutilsmcp · devopsProvides 114 JSON-first coreutils CLI commands for AI agents with sandbox and dry-run support.1 starNo commit datelisted No one-command install · Source
17822.557camofox-mcpmcp · back-endA stdio MCP server that bridges the camofox-browser anti-detection browser automation API as MCP tools, with built-in SSRF and prompt injection…1 starNo commit datelisted No one-command install · Source
17922.557cachetank-mcp-servermcp · authProvides persistent personal context (identity, projects, decisions, knowledge) to MCP-compatible AI tools, eliminating the need to re-explain…1 starNo commit datelisted No one-command install · Source
18022.557cachetankmcp · authPersistent personal context layer that loads your identity, projects, and decisions into any MCP-compatible AI tool automatically.1 starNo commit datelisted No one-command install · Source
18122.557brainrotmcp · databaseProvides persistent context management for coding sessions through FastAPI backend with SQLite storage, vector search capabilities, and semantic…1 starNo commit datelisted No one-command install · Source
18222.557ashtonvaughan-agentbrowsermcp · ai-agentsSemantic browser automation runtime that translates web pages into structured models with dynamic tool registries, site memory, and self-healing…1 starNo commit datelisted No one-command install · Source
18322.557ansvar-automotive-cybersecuritymcp · otherAutomotive cybersecurity standards reference covering R155/R156, ISO 21434, TISAX, and AUTOSAR.1 starNo commit datelisted No one-command install · Source
18422.557ambivo-crmmcp · authIntegrates with Ambivo's CRM API to enable natural language querying of leads, contacts, opportunities, and other business objects with secure JWT…1 starNo commit datelisted No one-command install · Source
18522.557alx99-db-querymcp · databaseConnects AI models to multiple database systems for executing queries and retrieving results across PostgreSQL, MySQL, and SQLite.1 starNo commit datelisted No one-command install · Source
18622.557agent2canoe-mcp-servermcp · back-endEnables AI agents to safely control Vector CANoe for automotive electronic automation, with capability discovery, plan execution, and structured…1 starNo commit datelisted No one-command install · Source
18722.557agent-memorymcp · databaseA persistent, trust-scored project memory for AI coding agents, backed by PostgreSQL + pgvector, providing durable memory of architecture decisions…1 starNo commit datelisted No one-command install · Source
18822.557advocatemcp · back-endMCP server that makes local businesses discoverable to AI assistants with verified data.1 starNo commit datelisted No one-command install · Source
18922.557canlgz-markitdownmcp · otherConverts various file formats including PDF, PowerPoint, Word, Excel, images, audio, HTML, and text-based formats to Markdown through a simple '/md'…1 starNo one-command install · Source
19022.557lexiconalex-better-authmcp · authProvides tools for setting up, migrating to, and maintaining Better-Auth authentication systems in web applications, with capabilities for project…1 starNo one-command install · Source
19122.557sticky-notes-servermcp · front-endA MCP server for managing sticky notes with CRUD operations, search, tags, conversations, and a React UI.1 starNo one-command install · Source
19222.557kfischer-okarin-joplinmcp · back-endBridges Claude with Joplin's note-taking application, enabling direct interaction with notebooks and notes through a Ruby-based API implementation…1 starNo one-command install · Source
19322.557pedrodnt-deepwebresearchmcp · browserEnables deep web research through parallel multi-query execution, intelligent content extraction, and screenshot capture using TypeScript and…1 starNo one-command install · Source
19422.557kotelberg-playwright-web-browsermcp · browserEnables web browsing capabilities through Playwright automation for navigating websites, extracting content, identifying interactive elements, and…1 starNo one-command install · Source
19522.557caue397-google-calendarmcp · authProvides a robust bridge to the Google Calendar API, enabling calendar management tasks like listing calendars, creating/updating/deleting events, and…1 starNo one-command install · Source
19622.557urlscanmcp · otherProvides a bridge to urlscan.io for analyzing website security and content information through a single tool that accepts URL parameters and returns…1 starNo one-command install · Source
19722.557kilicmu-web-content-pickmcp · browserExtracts structured content from web pages using customizable selectors for crawling, parsing, and analyzing HTML elements without leaving the…1 starNo one-command install · Source
19822.557script-generatormcp · ai-agentsGenerates professional video scripts using a multi-agent workflow with OpenAI's GPT-4o and Tavily's research capabilities, enabling efficient content…1 starNo one-command install · Source
19922.557imiborbas-pocketbasemcp · back-endProvides a TypeScript-based server for interacting with PocketBase, enabling flexible database management and configuration through natural language…1 starNo one-command install · Source
20022.557brian-knows-blockchain-transactionsmcp · searchRetrieves blockchain transaction data from specified addresses using natural language prompts, translating user queries into structured data retrieval…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