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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
240122.557virgilio-murillo-kiro-investigationmcp · ai-agentsOrchestrates parallel multi-agent investigation workflows using kiro-cli.1 starNo one-command install · Source
240222.557wardrowbe-mcpmcp · observabilityExposes the Wardrowbe wardrobe API as MCP tools, enabling outfit suggestions, item management, wear/wash logging, and analytics via natural language.1 starNo one-command install · Source
240322.557gaudiolab-audio-aimcp · otherSeparate audio stems, extract dialogue from video, and sync lyrics with timestamps.1 starNo one-command install · Source
240422.557mcp-fimcp · databaseQuery databases in plain English using Claude. Supports SQLite, CSV, PostgreSQL, and MySQL.1 starNo one-command install · Source
240522.557yarrowmcp · back-endAn I-Ching oracle MCP server for casting hexagrams, looking up bilingual classical sources, and generating grounded Wilhelm/Baynes-style reflections.1 starNo one-command install · Source
240622.557windowspc-mcpmcp · browserGives AI agents their own virtual display on Windows, enabling isolated clicking, typing, and screenshots without interfering with the user's desktop.1 starNo one-command install · Source
240722.557usenami-mcpmcp · paymentsPerp-first funding rate & RWA spread data for AI agents. 30+ CEX/DEX venues, 6 tools (4 x402-paywalled, 2 free), bring-your-own-wallet via Base…1 starNo one-command install · Source
240822.557kubeleashmcp · ai-agentsA local MCP server for Kubernetes that applies RBAC-style, context-scoped access control to constrain AI agents, with tools for common Kubernetes…1 starNo one-command install · Source
240922.557mcp-docupletemcp · back-endDocuplete automates document completion for businesses — PDF templates, client interview forms, and e-signatures in one platform. The MCP server lets…1 starNo one-command install · Source
241022.557aslam-devloper-engrammcp · ai-agentsPersistent memory system for AI tools that preserves project knowledge, rules, and skills across sessions.1 starNo one-command install · Source
241122.557paladin-swapmcp · ai-agentsMulti-aggregator DeFi swap routing for AI agents on Base with non-custodial execution.1 starNo one-command install · Source
241222.557mobile-automator-mcp-servermcp · ai-agentsAn MCP server that gives AI agents the power to record, replay, and mock mobile app interactions — combining Maestro UI automation with Proxyman…1 starNo one-command install · Source
241322.557jon2allen-command-shellmcp · back-endProvides secure shell command execution, directory navigation, and interactive program automation with configurable safety controls and file access…1 starNo one-command install · Source
241422.557veeemlab-itglue-mcpmcp · back-endAn MCP server for IT Glue that provides 56 tools for managing organizations, configurations, passwords, documents, flexible assets, contacts…1 starNo one-command install · Source
241522.557bartonguestier1725-collab-scout-mcpmcp · searchMulti-source search across code registries (GitHub, npm, PyPI), academic indexes (arXiv, Semantic Scholar), social platforms (HN, Reddit, X), and…1 starNo one-command install · Source
241622.557engram-3mcp · ai-agentsEngram is an epistemic engine that provides persistent, confidence-ranked memory with contradiction detection and autonomous learning, enabling AI…1 starNo one-command install · Source
241722.557tdarr-mcpmcp · back-endMCP server for interacting with Tdarr, a distributed transcoding system. Provides 21 tools for monitoring workers, managing flows, and controlling…1 starNo one-command install · Source
241822.557foundersignalmcp · ai-agentsAsk Claude what SaaS ideas are worth building. Aggregates revenue data, growth signals and pain points from AppSumo, TrustMRR, Product Hunt, Indie…1 starNo one-command install · Source
241922.557playidea-lab-pcqmcp · ai-agentsAgent-operable ML experiment contract (cq.yaml + JSON contracts) with a built-in MCP server exposing 14 tools…1 starNo one-command install · Source
242022.557chrisbusbin-pixel-prop-firm-deal-findermcp · otherEnables AI assistants to query live discount codes and compare funded trading challenges across 19+ prop firms.1 starNo one-command install · Source
242122.557letmediffmcp · ai-agentsA review handoff tool for agent-driven coding sessions that captures worktree diffs, creates shareable review URLs, and streams reviewer feedback back…1 starNo one-command install · Source
242222.557recruiter-roles-job-board-and-salary-reportsmcp · searchSearch Recruiter Roles: live recruiter jobs, companies, sectors, locations, and market stats.1 starNo one-command install · Source
242322.557grpc-invoke-mcpmcp · back-endAn MCP server for calling gRPC methods from AI agents, enabling them to inspect gRPC APIs and invoke unary RPCs using server reflection or local…1 starNo one-command install · Source
242422.557mcp-relay-kitmcp · back-endA unified MCP gateway that reduces context token usage by exposing all services through just two tools (search and execute), supporting built-in…1 starNo one-command install · Source
242522.557maorfr-registrymcp · back-endProvides a bridge to the MCP Registry service for checking server health, listing entries, retrieving details, and publishing new server…1 starNo one-command install · Source
242622.557localgym-mcp-servermcp · back-endRead-only MCP server for searching, comparing, and recommending UK gyms using the public LocalGym Agent API.1 starNo one-command install · Source
242722.557avansaber-tailtest-clinemcp · ai-agentsAdversarial test generation for AI coding sessions. Detects language and framework; writes tests; runs them; classifies failures via R12 (real_bug /…1 starNo one-command install · Source
242822.557clarik-mcp-servermcp · ai-agentsClarity and memory for Claude. Persistent memory, intelligent context ranking, safety modes, and session checkpoints for Claude Desktop & Claude Code…1 starNo one-command install · Source
242922.557cdisc-sdtm-validator-mcpmcp · otherValidates CDISC SDTM datasets against SDTMIG 3.4 specifications, offering tools for required variables, controlled terminology, and full dataset…1 starNo one-command install · Source
243022.557ebay-mcpmcp · back-endMCP server for eBay buyer-side workflows enabling search, watch, bid, buy, and management of MyeBay via a hybrid REST and Trading API stack.1 starNo one-command install · Source
243122.557anomalyarmormcp · observabilityMCP server for AnomalyArmor data observability — monitor data quality, detect schema drift, and manage alerts from your AI assistant.1 starNo one-command install · Source
243222.557mcp-console-hubmcp · browserStreams browser DevTools console, network, storage, and performance data to your IDE's AI agent for real-time debugging and analysis.1 starNo one-command install · Source
243322.557leekangbum-networklytics-mcpmcp · back-endYouTube comment social network analysis (SNA): influencer centrality ranking, community detection (Louvain), sentiment analysis, and public JSON API…1 starNo one-command install · Source
243422.557vibie-mcpmcp · authDeploy HTML folders to vibie.page from Claude or Cursor with OAuth authentication and automatic updates.1 starNo one-command install · Source
243522.557bulkrender-mcpmcp · ai-agentsMCP server for BulkRender — generate bulk DOCX and PDF documents from Claude, Cursor, Windsurf, and any MCP-compatible AI assistant1 starNo one-command install · Source
243622.557ayo-nci-bulkrendermcp · back-endMCP server for generating DOCX and PDF documents from templates via the BulkRender API.1 starNo one-command install · Source
243722.557arifur9993-attendance-engine-mcpmcp · otherWorkforce attendance, overtime, overnight shifts, rotating rosters, and California wage-and-hour compliance (Labor Code §§ 226.7, 512; Donohue v…1 starNo one-command install · Source
243822.557carbonomcp · front-endEnables AI to generate images by describing them with HTML using Tailwind CSS and DaisyUI, which are rendered to PNG images.1 starNo one-command install · Source
243922.557voxell-forge-mcpmcp · back-endMCP server for Forge's hosted text-embedding API, providing tools to embed text into vectors and list available models.1 starNo one-command install · Source
244022.557agoradigest-mcpmcp · ai-agentsMCP server that connects your AgoraDigest A2A agent to MCP-compatible clients, enabling drive of agent actions like sending DMs, checking inbox…1 starNo one-command install · Source
244122.557rusty4444-changedetectionmcp · observabilityMonitors websites and tracks change history via ChangeDetection.io through MCP.1 starNo one-command install · Source
244222.557changedetection-mcpmcp · ai-agentsAn MCP server that gives AI agents native access to ChangeDetection.io, enabling watch management, change history, and tag organization for website…1 starNo one-command install · Source
244322.557playwright-screenshotmcp · browserEnables webpage screenshot capture using Playwright and CDP to connect with remote Chrome instances for visual testing and content analysis1 starNo one-command install · Source
244422.557uswds-mcpmcp · front-endProvides AI coding tools with structured access to U.S. Web Design System components, patterns, templates, and accessibility guidance for building…1 starNo one-command install · Source
244522.557zmanim-mcp-servermcp · back-endA comprehensive MCP server for calculating Jewish prayer times (zmanim) using the python-zmanim library, supporting multiple halachic opinions and…1 starNo one-command install · Source
244622.557ariroffe72-zmanimmcp · otherCalculates Jewish prayer times for any global location1 starNo one-command install · Source
244722.557ibkr-mcp-server-2mcp · back-endEnables interaction with Interactive Brokers through the TWS API for account management, market data, contract resolution, and order placement, with…1 starNo one-command install · Source
244822.557cutpro-mcpmcp · back-endMCP server exposing the full CutPro v1 API as 34 tools for AI clients — analyze videos, submit clipping jobs, manage clips, render, and publish posts…1 starNo one-command install · Source
244922.557jorkal-nft-mcpmcp · paymentsMCP server for Solana NFT market data via Magic Eden. Paid with x402 USDC micropayments.1 starNo one-command install · Source
245022.557gh-srivastsh-bay-area-transitmcp · back-endReal-time BART and SF Muni transit data via hosted Cloudflare Workers endpoints.1 starNo one-command install · Source
245122.557comet-ml-mcp-servermcp · back-endEnables interaction with Comet ML's experiment tracking platform through the Model Context Protocol, providing tools for experiment management…1 starNo one-command install · Source
245222.557davidweb3-git-enhancedmcp · github-vcsEnhanced Git operations for AI coding assistants including code review, commit history analysis, and branch management tools.1 starNo one-command install · Source
245322.557intentions-mcp-servermcp · back-endProvides AI agents with personalized timing intelligence by scoring decisions (0-100) against a user's energy profile and the Five Elements framework…1 starNo one-command install · Source
245422.557eyupcanakman-gsc-rsmcp · searchFast single-binary Google Search Console integration with 21 tools for analytics, inspection, sitemaps, and indexing.1 starNo one-command install · Source
245522.557logiwa-mcp-servermcp · back-endAn MCP server for the Logiwa IO (WMS) API that lets MCP clients work with warehouse data through tools for products, inventory, orders, and reports.1 starNo one-command install · Source
245622.557supernote-mcpmcp · ai-agentsEnables AI agents to interact with Ratta Supernote e-ink tablets over Wi-Fi, allowing live screen capture, reading and rendering of handwriting notes…1 starNo one-command install · Source
245722.557tbird-mcpmcp · searchReads and searches Thunderbird mail from local mbox files and sends mail via SMTP using auto-discovered identities, filing copies in Thunderbird's…1 starNo one-command install · Source
245822.557wpfpilot-mcpmcp · ai-agentsMCP server for AI agents to automate Windows WPF apps with semantic UI Automation selectors, screenshots, recording, and FlaUI test generation.1 starNo one-command install · Source
245922.557tshark-mcpmcp · back-endAn MCP server that exposes TShark as tools for AI-assisted network packet analysis, supporting PCAP analysis, live capture, TLS decryption, and…1 starNo one-command install · Source
246022.557mailboxvalidator-mcp-mailboxvalidatormcp · commsValidates email addresses to reduce email bounces during marketing campaigns.1 starNo one-command install · Source
246122.557wealthsimple-help-center-mcpmcp · searchEnables AI agents to search, browse, and retrieve articles from the Wealthsimple Help Center via 7 typed tools (search, taxonomy, article retrieval)…1 starNo one-command install · Source
246222.557mcp-session-insightmcp · ai-agentsEnables AI assistants to query and analyze past Claude Code sessions, providing structured insights like file changes, decisions, errors, and git…1 starNo one-command install · Source
246322.557baidu-pan-mcp-servermcp · back-endA development guide and reference implementation for building a custom Baidu Netdisk MCP server, enabling AI assistants to manage files and shares on…1 starNo one-command install · Source
246422.557flightdbmcp · observabilityFlightDB aggregates flight data from ADS-B Exchange, one of the largest unfiltered ADS-B data sources, combined with official aircraft registry…1 starNo one-command install · Source
246522.557semhoodmcp · searchAST-aware semantic code search engine for AI agents, enabling code retrieval by intent with call-graph context and optional LLM enrichment.1 starNo one-command install · Source
246622.557onlinecybertools-mcpmcp · ai-agentsMCP server that lets AI agents use the Online Cyber Tools catalogue as a set of native MCP tools.1 starNo one-command install · Source
246722.557nikhilntmcp · ai-agentsTrack LLM token costs across Claude, GPT and Gemini. MCP server + CLI with optimization hints and $ savings estimates.1 starNo one-command install · Source
246822.557terminal-x-mcpmcp · ai-agentsTerminal\[X]MCP is a Model Context Provider (MCP) server that enables intelligent terminal automation through a multi-agent system with distributed…1 starNo one-command install · Source
246922.557contextcrumbmcp · ai-agentsContextCrumb compresses long text, local files, and MCP catalog descriptions into denser context for LLM agents. It helps agents load more useful…1 starNo one-command install · Source
247022.557monomyth-development-la-forgemcp · browserProvides pixel-perfect visual debugging for CSS development by capturing screenshots, comparing against baselines, detecting visual differences, and…1 starNo one-command install · Source
247122.557hermes-mcp-servermcp · back-endBridges MCP-compatible AI clients to over 100 Hermes Agent skills for web browsing, file management, code execution, GitHub operations, and more.1 starNo one-command install · Source
247222.557jlcpcb-mcpmcp · back-endMCP server for JLCPCB/LCSC component search, live stock and pricing, datasheets, and PCB/3D printing ordering via authenticated API.1 starNo one-command install · Source
247322.557vvvessemcp · ai-agentsESSE (Existence Synchronization System Entity) — a meta-agent MCP server that fuses 2–5 AI agents into one unified mind. Supports 3 fusion modes…1 starNo one-command install · Source
247422.557fuyouai-email-mcpmcp · comms通过IMAP和SMTP协议实现邮箱读写操作，支持腾讯企业邮箱，可收发邮件、管理文件夹和搜索邮件。1 starNo one-command install · Source
247522.557healow-mcp-servermcp · back-endAn MCP server that wraps the eClinicalWorks / healow FHIR R4 API so an MCP client (e.g. Claude Desktop) can read patient clinical data from one or…1 starNo one-command install · Source
247622.557usdd-analytics-mcpmcp · observabilityProvides 14 read-only tools to query USDD stablecoin protocol data across TRON, Ethereum, and BSC, enabling AI agents to fetch supply, APY…1 starNo one-command install · Source
247722.557fittin-mcpmcp · otherEnables startup protection checks directly from your editor, analyzing clone risk, defensibility, and patentable features in about 2 minutes.1 starNo one-command install · Source
247822.557mssql-mcp-server-pythonmcp · databaseA read-only MCP server for MS SQL Server, written in Python. Lets AI agents query your database safely — no writes, no stored procedures, no shell…1 starNo one-command install · Source
247922.557mcp-officegestmcp · back-endExposes a curated subset of the Officegest API v2 (22 CRUD tools) for managing clients, sales, and stock to AI clients like Claude Code and Claude…1 starNo one-command install · Source
248022.557search-docsmcp · searchEnables AI agents to search local Markdown documents using natural language, with automatic indexing and section-level retrieval.1 starNo one-command install · Source
248122.557aap-mcp-servermcp · ai-agentsEnterprise-grade MCP server exposing Ansible Automation Platform 2.x as a complete AI interface for LLMs, enabling natural language management of…1 starNo one-command install · Source
248222.557memex-2mcp · ai-agentsA production-grade persistent memory service for AI agents. Agents forget everything between sessions by default — memex fixes that. It stores…1 starNo one-command install · Source
248322.557likidodefi-riskstate-mcpmcp · ai-agentsDeterministic risk governance for crypto trading agents. 5-level policy engine with position sizing, leverage limits, and trade blocking. BTC + ETH.1 starNo one-command install · Source
248422.557zhowe-designs-relaymcp · front-endSelf-hosted session relay for sharing threads across Claude Code, Cowork, and Claude.ai.1 starNo one-command install · Source
248522.557relay-mcpmcp · commsSelf-hosted session relay for Claude enabling shared message threads across multiple Claude surfaces like Code, Chat, and Cowork, allowing seamless…1 starNo one-command install · Source
248622.557sgasser-draft-reviewmcp · browserOpens a local browser-based review window for editing, approving, or rejecting AI-generated drafts before they are sent to their destination.1 starNo one-command install · Source
248722.557draft-mcp-servermcp · back-endEnables AI assistants to draft content such as PR descriptions, tickets, or messages, with a review window for live preview, editing, and approval…1 starNo one-command install · Source
248822.557rogerthatmcp · ai-agentsA walkie-talkie for AI agents that enables real-time chat between multiple AI sessions (Claude Code, Cursor, Cline, etc.) via MCP or REST, using…1 starNo one-command install · Source
248922.557rogerratmcp · ai-agentsReal-time chat hub for AI agents enabling communication between Claude Code, Cursor, Cline, and Codex.1 starNo one-command install · Source
249022.557chimeralang-mcpmcp · ai-agentsProvides Claude with 44 tools for confidence gating, typed outputs, hallucination detection, and constraint enforcement during conversations.1 starNo one-command install · Source
249122.557js-reverse-mcpmcp · back-endA Chrome DevTools Protocol-based MCP server that enables AI coding assistants to control browsers for JavaScript debugging, reverse engineering, web…1 starNo one-command install · Source
249222.557circle-agent-stack-mcpmcp · back-endMCP server for Circle's Agent Stack. Create wallets, set spend policies, send USDC, and pay x402-priced endpoints — all from a tool call.1 starNo one-command install · Source
249322.557fabricatorsltd-go-toolsmcp · back-endReference documentation server for the Fabricators Go modules ecosystem covering auth, caching, routing, async jobs, ORM, and more.1 starNo one-command install · Source
249422.557qa-workflowmcp · ai-agentsQA bug-fix workflow MCP server that waits for bug reports with source locations, enables Claude Code to automatically fix bugs, and cycles through…1 starNo one-command install · Source
249522.557mautic-mcpmcp · ai-agentsA lightweight MCP server that connects Claude AI to Mautic marketing automation, enabling contact management, email sending, campaign operations, and…1 starNo one-command install · Source
249622.557ai-sales-analytics-mcp-servermcp · back-endAutomates sales data analysis by cleaning CSV, generating AI insights, creating interactive HTML dashboards, exporting PDF reports, and emailing them…1 starNo one-command install · Source
249722.557bca-mcpmcp · ai-agentsThe canonical crypto MCP server for AI agents, providing access to 3,500+ editorial articles, 200+ entity dossiers, 43 academy lessons, and live…1 starNo one-command install · Source
249822.557mcpgatemcp · back-endA stateless gateway that turns any OpenAPI spec into MCP tools on the fly.1 starNo one-command install · Source
249922.557edupage-mcp-servermcp · ai-agentsMCP server that connects Claude to Edupage, a school information system used across Europe. Provides access to timetables, grades, homework, messages…1 starNo one-command install · Source
250022.557calendar-pamcp · ai-agentsGoogle Calendar MCP server with natural language scheduling, conflict detection, smart slot finding, complex recurring events, and a Telegram bot…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