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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

13,106 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
40122.557voxmcp · 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
40222.557contextfulmcp · ai-agentsEfficient context management layer for AI coding agents: code search, evidence packs, and cross-session memory.1 starNo one-command install · Source
40322.557fluid-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
40422.557silentfailmcp · 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
40522.557krissanders-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
40622.557sn-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
40722.557brainfuel-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
40822.557assiststudio-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
40922.557scholar-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
41022.557taiwan-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
41122.557mcp-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
41222.557lihtness-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
41322.557pythia-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
41422.557revit-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
41522.557sparkit-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
41622.557virgilio-murillo-kiro-investigationmcp · ai-agentsOrchestrates parallel multi-agent investigation workflows using kiro-cli.1 starNo one-command install · Source
41722.557kubeleashmcp · 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
41822.557aslam-devloper-engrammcp · ai-agentsPersistent memory system for AI tools that preserves project knowledge, rules, and skills across sessions.1 starNo one-command install · Source
41922.557paladin-swapmcp · ai-agentsMulti-aggregator DeFi swap routing for AI agents on Base with non-custodial execution.1 starNo one-command install · Source
42022.557mobile-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
42122.557engram-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
42222.557foundersignalmcp · 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
42322.557playidea-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
42422.557letmediffmcp · 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
42522.557avansaber-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
42622.557clarik-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
42722.557bulkrender-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
42822.557agoradigest-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
42922.557changedetection-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
43022.557supernote-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
43122.557wpfpilot-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
43222.557mcp-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
43322.557onlinecybertools-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
43422.557nikhilntmcp · 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
43522.557terminal-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
43622.557contextcrumbmcp · 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
43722.557vvvessemcp · 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
43822.557aap-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
43922.557memex-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
44022.557likidodefi-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
44122.557rogerthatmcp · 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
44222.557rogerratmcp · ai-agentsReal-time chat hub for AI agents enabling communication between Claude Code, Cursor, Cline, and Codex.1 starNo one-command install · Source
44322.557chimeralang-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
44422.557qa-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
44522.557mautic-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
44622.557bca-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
44722.557edupage-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
44822.557calendar-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
44922.557blacksmith-usage-mcpmcp · ai-agentsA local MCP server that exposes Blacksmith.sh's usage and cost data, enabling queries for CI spend through agents, alerts, or dashboards.1 starNo one-command install · Source
45022.557video-capture-mcpmcp · ai-agentsMCP server for screen recording on macOS, iOS Simulator, and Android, with key-frame extraction via ffmpeg, enabling AI agents to capture UI motion…1 starNo one-command install · Source
45122.557grantiq-mcpmcp · ai-agentsA paid MCP server that gives AI agents instant, structured access to every open US federal grant and contract opportunity.1 starNo one-command install · Source
45222.557bch1212-grantiqmcp · ai-agentsMCP server providing AI agents structured access to US federal grant and contract opportunities from Grants.gov and SAM.gov.1 starNo one-command install · Source
45322.557scholar-memorymcp · ai-agentsEnables scientific literature research through multi-agent search, analysis, and semantic memory, exposing 9 MCP tools for querying, storing, and…1 starNo one-command install · Source
45422.557repomemorymcp · ai-agentsA project intelligence platform for AI coding agents that scans, audits, generates, and monitors context files (CLAUDE.md, AGENTS.md, etc.) with drift…1 starNo one-command install · Source
45522.557fairchem-mcpmcp · ai-agentsAn interactive MCP server for FAIRChem and ASE simulations that allows LLM agents to load a model once and steer relaxations, MD, NEB, phonons, and…1 starNo one-command install · Source
45622.557crypto-options-desk-mcpmcp · ai-agentsAn MCP server that gives an LLM agent a typed, audited tool surface over quant crypto-options desk analytics: gamma exposure, vanna, skew, vol…1 starNo one-command install · Source
45722.557flex-sensor-agent-mcpmcp · ai-agentsAn MCP server for COMSOL Multiphysics that enables AI agents to perform flexible pressure sensor simulation, including DXF analysis, contact model…1 starNo one-command install · Source
45822.557congatudo-mcpmcp · ai-agentsEnables AI agents to control a Cecotec Conga robot vacuum via 26 tools for state, cleaning modes, settings, timers, and system info.1 starNo one-command install · Source
45922.557freezetext-mcpmcp · ai-agentsMCP server for FreezeText — OCR anything on your Mac screen from Claude, Cursor, or any MCP client. Freeze the screen and extract text via Apple…1 starNo one-command install · Source
46022.557inkra-mcpmcp · ai-agentsMCP bridge for Inkra — drive a native macOS Markdown editor (SwiftUI + AppKit, not Electron) with live KaTeX/Mermaid preview from Claude, Cursor, or…1 starNo one-command install · Source
46122.557token-of-esteemmcp · ai-agentsWrite and mail personalized funny booklets via an AI agent. Allows agents to commission custom 16-page print gifts for users.1 starNo one-command install · Source
46222.557mcp-locatormcp · ai-agentsAn MCP server that lets AI agents read and write locale JSON translation files directly from the conversation without loading the whole catalog into…1 starNo one-command install · Source
46322.557pinterest-vision-mcpmcp · ai-agentsMCP server that gives AI agents visual intelligence — search Pinterest, analyze images with LLM vision, build a semantic reference library, and…1 starNo one-command install · Source
46422.557confluencemcpmcp · ai-agentsMCP server for searching internal Confluence documentation with features like score-based ranking, noun extraction, and LLM query rewriting.1 starNo one-command install · Source
46522.557tobs-code-cozo-memorymcp · ai-agentsLocal-first memory system for AI agents with hybrid search and graph reasoning.1 starNo one-command install · Source
46622.557litellm-admin-mcpmcp · ai-agentsExposes LiteLLM Proxy admin APIs as MCP tools for managing internal users, virtual keys, and spend logs via streamable-http, enabling agents to…1 starNo one-command install · Source
46722.557cell-memmcp · ai-agentsAn MCP server that provides AI agents with persistent, multi-layered memory inspired by the human brain, including consolidation, self-reflection, and…1 starNo one-command install · Source
46822.557mcp-flowmcp · ai-agentsA safe, local MCP server that lets Claude drive a controlled software-development loop (inspect, read, plan, patch, apply, check, analyze, fix…1 starNo one-command install · Source
46922.557nano-banana-claudemcp · ai-agentsAn MCP server that provides image generation using Google's Nano Banana Gemini models, with additional tools for background removal, upscaling, and…1 starNo one-command install · Source
47022.557apple-fm-mcpmcp · ai-agentsExposes Apple's on-device 3B parameter LLM to Claude Code and Claude Desktop via MCP. Zero API cost, fully private, runs on Neural Engine.1 starNo one-command install · Source
47122.557actual-outcomes-doitmcp · ai-agentsWork planner and issue tracker for AI agents with CLI and hierarchical task management.1 starNo one-command install · Source
47222.557claude-harnessOurscli · ai-agentsUse to scaffold a complete agent-native harness: the CLAUDE.md, rules, skills, hooks, sub-agents, and memory layout, so a new project starts with the…1 starNo one-command install · Source
47322.557android-mcp-server-2mcp · ai-agentsA powerful MCP server that provides comprehensive Android device automation capabilities through ADB, enabling AI agents to interact with Android…1 starNo one-command install · Source
47422.557scribefy-mcpmcp · ai-agentsMCP server for Scribefy — extract YouTube transcripts from Claude Desktop, Cursor, Windsurf, ChatGPT custom GPTs, or any other MCP-compatible client.1 starNo one-command install · Source
47522.557storytelling-media-mcpmcp · ai-agentsProvides tools for agent-driven video creation, including image generation via Google's GenAI, video generation, and local video stitching with…1 starNo one-command install · Source
47622.557robot-md-mcpmcp · ai-agentsA one-command MCP server that bridges a ROBOT.md file to any MCP-aware agent, exposing structured robot manifest resources and validation tools…1 starNo one-command install · Source
47722.557superhighway-mcpmcp · ai-agentsAn MCP server that provides real-time web search to AI agents via a pay-per-search USDC microtransaction system.1 starNo one-command install · Source
47822.557mcp-saas-connectormcp · ai-agentsOne MCP server for the SaaS back office. Stripe, HubSpot, and Google Sheets exposed as typed, read-only-by-default tools for Claude and any MCP…1 starNo one-command install · Source
47922.557sec-edgar-mcp-2mcp · ai-agentsHosted MCP server that gives AI agents real-time access to SEC EDGAR filings search, 10-K/8-K reading, XBRL financial facts, and insider-trade (Form…1 starNo one-command install · Source
48022.557verification-mcpmcp · ai-agentsEnables AI agents to fact-check claims, verify citations, and check source freshness using Wikipedia, Wikidata, Crossref, and Wayback Machine.1 starNo one-command install · Source
48122.557modal-mcpmcp · ai-agentsAn MCP server for managing Modal — apps, containers, volumes, and secrets — and for deploying & running Modal apps directly from Claude Code and other…1 starNo one-command install · Source
48222.557mcp-e-commerce-agentmcp · ai-agentsA proof of concept MCP server that gives AI agents business context for e-commerce operations including orders, inventory, logistics, returns, claims…1 starNo one-command install · Source
48322.557token-saver-mcpmcp · ai-agentsAutomatically reduces token usage in Claude Code sessions using algorithmic optimizations like code compression, smart file reading, output…1 starNo one-command install · Source
48422.557falsifylab-alphamcp · ai-agentsFinancial alpha feed for AI agents: DeFi yields, SEC filings, macro data, ETF flows, and Polymarket positions.1 starNo one-command install · Source
48522.557toolbridgemcp · ai-agentsA governed MCP server for integrating AI agents with customer data, featuring role-based access control, field redaction, and human-in-the-loop…1 starNo one-command install · Source
48622.557io-github-bcllcc-modulormcp · ai-agentsAgent-native 2D drafting and 3D modeling kernel with a JSON op protocol, enabling parametric design, BIM semantics, and MCP server access for geometry…1 starNo one-command install · Source
48722.557mentionsapi-mcp-servermcp · ai-agentsEnables AI agents to check brand mentions across AI search surfaces like ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews using natural…1 starNo one-command install · Source
48822.557textingmcp · ai-agentsEnables Claude to send and read iMessages on macOS, with human approval required for sending and no auto-replies.1 starNo one-command install · Source
48922.557evidencegene-courtmcp · ai-agentsAdversarial autonomous DFIR. A court of AI agents — Prosecutor, Defender, Arbiter — investigates disk and memory evidence through a typed, read-only…1 starNo one-command install · Source
49022.557redirhub-mcp-servermcp · ai-agentsControl every redirect from your AI assistant. Create, update, test, and monitor URL redirects through a standardized protocol — compatible with…1 starNo one-command install · Source
49122.557signallord-mcp-servermcp · ai-agentsBitcoin market intelligence MCP server. Exposes Signal Lord's composite gauge scoring, on-chain and macro regime signals, and market data to AI…1 starNo one-command install · Source
49222.557hermes-terminal-dashboardmcp · ai-agentsMCP server that enables an AI agent to display rich Markdown content on a physical monitor connected to a headless Linux device via a Textual/Rich…1 starNo one-command install · Source
49322.557claude-context-servermcp · ai-agentsAn MCP server that reads all your Claude Code project memory files and exposes them as tools. Lets any Claude instance — in any project, or via…1 starNo one-command install · Source
49422.557mcp-second-opinionmcp · ai-agentsAn MCP server that queries a panel of LLMs from different providers via OpenRouter and returns their answers side by side, optionally synthesizing…1 starNo one-command install · Source
49522.557research-memory-mcpmcp · ai-agentsAn MCP server that provides controlled read/write tools for managing local-first research memory in an Obsidian vault, enabling AI agents to maintain…1 starNo one-command install · Source
49622.557protocol-sift-async-bridgemcp · ai-agentsA production-grade, type-safe MCP server for memory forensics via Volatility 3, enabling LLM-assisted incident response without timeouts or evidence…1 starNo one-command install · Source
49722.557swmf-mcp-servermcp · ai-agentsSWMF MCP Server enables AI agents to work with the Space Weather Modeling Framework (SWMF) through tools for context, evidence, artifact inspection…1 starNo one-command install · Source
49822.557mantle-mcpmcp · ai-agentsEnables querying native and ERC-20 balances, checking allowances, retrieving DEX swap quotes, estimating gas costs, and managing Real World Assets and…1 starNo one-command install · Source
49922.557agentpay-vnmcp · ai-agentsAgentPay VN — an MCP server that lets your AI agent collect real (fiat) payments over VietQR1 starNo one-command install · Source
50022.557video-overlay-kitmcp · ai-agentsAn MCP server that generates MP4 b-roll videos from scene specs, enabling AI agents to create branded overlays for short-form video without After…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