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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
440122.524vault-mcp-bridgemcp · searchRead-only MCP bridge that exposes secure search and fetch tools over an Obsidian-compatible Markdown vault, enabling ChatGPT to query notes without…1 starNo one-command install · Source
440222.524amazon-creators-mcpmcp · back-endplacement for the depractaed Amazon Product Advertising endpoint. You ask Claude to find something, it searches the live Amazon catalogue, and it…1 starNo one-command install · Source
440322.524claude-codex-mcp-bridgemcp · ai-agentsA local MCP bridge that connects Claude Code and OpenAI Codex via a durable SQLite mailbox, with support for orchestrating and resuming Codex…1 starNo one-command install · Source
440422.524korone-mcpmcp · otherAn MCP bridge that lets AI assistants control Roblox Studio 2021 in real time, offering tools for workspace inspection, instance creation, and Lua…1 starNo one-command install · Source
440522.524rnv-mcp-identitymcp · authA deterministic identity and authorization layer for MCP servers that verifies agent identity and scope using OAuth 2.0, WIMSE workload identity, and…1 starNo one-command install · Source
440622.524opl-renderermcp · back-endMCP server for rendering Object-Process Methodology (OPM) models from YAML to SVG diagrams and OPL sentences, with validation and generation…1 starNo one-command install · Source
440722.524mcp-bento-servermcp · ai-agentsLocal-first MCP server & CLI for authoring Bento decks (single-file PPT) with AI agents and live browser preview. Enables programmatic creation…1 starNo one-command install · Source
440822.524doc-indexmcp · searchA local-first semantic search server for documents, supporting PDFs, Office files, and text/markdown, enabling natural language search via the Model…1 starNo one-command install · Source
440922.524arc-devtools-mcpmcp · browserMCP server enabling AI agents to control and inspect Chrome/Arc browsers via DevTools, with Arc-specific tab reuse.1 starNo one-command install · Source
441022.524ichimcp · ai-agentsA persistent character and memory layer for coding agents over MCP. It remembers user interactions, reinforces standards, and provides emotional…1 starNo one-command install · Source
441122.524leapd-mcpmcp · back-endMCP server that connects AI assistants to Leapd, enabling them to launch and manage an AI-run business by creating tasks, deploying sites, and…1 starNo one-command install · Source
441222.524nu-plugin-mcpmcp · back-endRuns MCP servers whose tools are ordinary Nushell closures, supporting stdio and Streamable HTTP.1 starNo one-command install · Source
441322.524lemamcp · front-endYour coding agent can read the code. It can't read the argument behind it. lema-mcp gives your agent the recorded why — and the alternatives a project…1 starNo one-command install · Source
441422.524zeek-mcpmcp · observabilityAn MCP server for Zeek and Suricata, providing intelligent log parsing, querying, and analysis over network security monitoring data.1 starNo one-command install · Source
441522.524n8n-ops-mcpmcp · ai-agentsProvides ops-focused n8n tools for MCP-compatible agents, enabling listing, inspecting, triggering, validating, managing tags, running security…1 starNo one-command install · Source
441622.524ssyubix-pixelart-mcpmcp · otherGenerate Pixel Art and Tilemap/Tileset1 starNo one-command install · Source
441722.524dochostmcp · authPublish Markdown or HTML to a clean, shareable public link straight from your AI assistant — OAuth sign-in, no API keys. Tools: publish and…1 starNo one-command install · Source
441822.524cli-history-hubmcp · ai-agentsProvides MCP tools to search, browse, and retrieve unified read-only history from CLI agents like Codex, Claude Code, and OpenCode, with connector…1 starNo one-command install · Source
441922.524kitcommerce-mcpmcp · back-endA standalone MCP server that exposes the admin side of kitcommerce-api as tools, enabling AI assistants to manage products, categories, collections…1 starNo one-command install · Source
442022.524fluduromcp · ai-agentsA personality-to-flower quiz application with MCP tools for interactive widgets inside ChatGPT.1 starNo one-command install · Source
442122.524shanhai-mcp-servermcp · ai-agentsAn out-of-the-box multi-tenant MCP server that lets MCP clients access knowledge retrieval, task dispatch, deliverable management, and multi-agent…1 starNo one-command install · Source
442222.524hashproof-mcpmcp · back-endIssue verifiable credentials (diplomas, certificates, badges) for $0.10 USDC via x402 or an API key — registered on-chain on Celo, pinned to IPFS…1 starNo one-command install · Source
442322.524crypto-price-mcp-2mcp · back-endProvides live cryptocurrency prices, price history, and symbol listing tools for AI agents via the Hyperliquid API.1 starNo one-command install · Source
442422.524seokh-unity-open-mcpmcp · back-endAn MCP server for Unity that provides 300 typed tools for editor automation, asset analysis, validation, and diagnostics, supporting live Editor…1 starNo one-command install · Source
442522.524clinic-frontdesk-mcpmcp · otherEnables MCP-compatible clients to act as an AI receptionist for a small medical clinic, handling appointment booking and rescheduling, patient…1 starNo one-command install · Source
442622.524quiver-risk-brainmcp · ai-agentsThe verifiable risk engine for autonomous agents: deterministic, self-verifying financial calculations that an agent can delegate and prove. It covers…1 starNo one-command install · Source
442722.524pi-searchmcp · back-endMCP server for pi that provides free web search, web fetch, advanced search, and scholarly paper search via hosted Exa and Parallel services without…1 starNo one-command install · Source
442822.524bimqmcp · back-endRead-only BIM query server for agents: structured, policy-bounded queries on IFC/gbXML models with deterministic cited results.1 starNo one-command install · Source
442922.524deepseemcp · back-endMCP server that gives text-only LLMs like DeepSeek vision capabilities by converting images to text via vision APIs, enabling image description, OCR…1 starNo one-command install · Source
443022.524stalwart-jmap-mcpmcp · back-endUnofficial MCP server for Stalwart Mail Server using the JMAP management API, providing 39 tools to read and manage mailboxes, accounts, domains…1 starNo one-command install · Source
443122.524poe-data-mcpmcp · back-endAn MCP server that provides LLMs with access to Path of Exile game data, including gems, unique items, passive tree nodes, item modifiers, maps…1 starNo one-command install · Source
443222.524bikkymcp · ai-agentsProvides persistent memory for AI coding agents via MCP, enabling teams to share and recall facts across sessions. Automatically captures, classifies…1 starNo one-command install · Source
443322.524notebooklm-mcp-gatewaymcp · authUnofficial MCP server that enables interaction with NotebookLM through a Cloudflare Worker, supporting tools for notebooks, sources, chat, notes, and…1 starNo one-command install · Source
443422.524bschonbrun-pipedream-gatewaymcp · otherConsolidates Pipedream's 10,000+ app integrations into 16 curated tools for workflow management and app action execution.1 starNo one-command install · Source
443522.524qmt-mcp-servermcp · back-endWraps the miniQMT interface to enable AI assistants to query A-share market data, account information, and place/cancel orders.1 starNo one-command install · Source
443622.524iikoserver-mcp-servermcp · back-endMCP server for iiko restaurant management system REST API, providing 39 tools to manage products, employees, entities, documents, payments, reports…1 starNo one-command install · Source
443722.524invoket-mcpmcp · back-endMCP server that gives AI agents paid access to Invoket APIs, with discovery-driven tools, spending caps, and non-custodial payments via x402.1 starNo one-command install · Source
443822.524research-intelligence-mcpmcp · back-endA unified MCP server for academic paper discovery, citation exploration, and research intelligence workflows over multiple scientific knowledge…1 starNo one-command install · Source
443922.524xui-mcp-servermcp · back-endAn MCP server for XUI.ONE IPTV panels that covers four layers (server provisioning, admin API, reseller API, and player API), enabling an assistant to…1 starNo one-command install · Source
444022.524codex-security-cloud-mcpmcp · ai-agentsMCP server for the Codex Security Cloud service, enabling agents to list, inspect, close, reopen findings, request PRs, and apply generated patches.1 starNo one-command install · Source
444122.524mutual-funds-groww-mcpmcp · back-endMCP server that lets AI assistants search and analyze live Indian mutual funds via Groww's API, supporting filters and detailed fund diagnostics.1 starNo one-command install · Source
444222.524minimal-mcpmcp · ai-agentsA minimal MCP server that demonstrates the entire protocol using a simple in-memory todo list, including tools, resources, prompts, and elicitation.1 starNo one-command install · Source
444322.524jb-pi-macos-controlmcp · back-endA local observation-only MCP server for macOS that provides secure, atomic evidence capture with strict target approval and manifest-based output.1 starNo one-command install · Source
444422.524agda-mcp-servermcp · back-endA stateful Model Context Protocol server for interactive Agda proof development, enabling persistent sessions with goal-aware proof actions.1 starNo one-command install · Source
444522.524perfsage-jmeter-mcpmcp · ai-agentsEnables LLM agents to run self-healing JMeter performance tests via natural language, from environment setup to capacity discovery and SLO verdict…1 starNo one-command install · Source
444622.524rag-papermcp · searchA local-first paper RAG server that enables searching and managing academic PDFs via MCP tools, supporting metadata enrichment and citation graphs.1 starNo one-command install · Source
444722.524mcp-dev-networkmcp · back-endA social network MCP server that lets AI-powered IDEs connect and interact with other developers through messaging, public feed posts, resource…1 starNo one-command install · Source
444822.524fontforge-mcpmcp · front-endExposes FontForge as MCP tools for designing, repairing, and building fonts, with PNG previews to visually verify glyphs and compiled fonts.1 starNo one-command install · Source
444922.524loudcheckmcp · otherLoudness compliance verdicts against formal broadcast standards (EBU R128, ATSC A/85). Measures audio/video with ffmpeg and returns a pass/fail…1 starNo one-command install · Source
445022.524fiatdock-mcpmcp · paymentsNon-custodial USDC <-> bank for AI agents. Free quotes; $0.05 USDC per session via x402; 1% commission itemised in every quote. Own funds only. PT +…1 starNo one-command install · Source
445122.524mac-mail-mcpmcp · databaseProvides read-only access to Apple Mail.app emails, accounts, and folders by directly reading the local SQLite database.1 starNo one-command install · Source
445222.524io-github-cunicopia-dev-knowledge-graph-rdbmsmcp · databaseAn embedded knowledge graph in one SQLite file, exposing a MCP server for agents to read and write entities and relationships with full audit trail…1 starNo one-command install · Source
445322.524mcp-cheatenginemcp · ai-agentsThis MCP server integrates AI assistants with Cheat Engine on Windows, providing tools for process management, memory read/write, pointer resolution…1 starNo one-command install · Source
445422.524uxloommcp · front-endEnables agents to validate UI designs for missing states, accessibility issues, and journey completeness using state machine modeling.1 starNo one-command install · Source
445522.524byronwade-memoriamcp · github-vcsAnalyzes code dependencies through git forensics to prevent refactoring bugs1 starNo one-command install · Source
445622.524secure-grid-genesis-executionmcp · devopsEnables AI agents to safely execute Python, JavaScript, and Bash code in an isolated Docker sandbox with strict security constraints.1 starNo one-command install · Source
445722.524dual-extract-mcpmcp · back-endEnables structured document understanding of local PDFs via a dual-extract MCP server, combining MinerU text/layout and Qwen3-VL vision with fusion…1 starNo one-command install · Source
445822.524achriommcp · otherPersonal media library for tracking books, movies, music, shows, and anime.1 starNo one-command install · Source
445922.524toolaheadmcp · ai-agentsSpeeds up coding agents by predicting and pre-executing upcoming tool calls, then safely returning validated cached results to eliminate wait time.1 starNo one-command install · Source
446022.524fusion-toolsmith-mcpmcp · ai-agentsA safety-first Autodesk Fusion 360 MCP add-in that enables agents to inspect, plan, validate, and package CAD changes without blindly running raw…1 starNo one-command install · Source
446122.524codex-curator-intelligence-aeternummcp · ai-agentsPersistent knowledge graph memory for AI agents with entity extraction and relationship mapping.1 starNo one-command install · Source
446222.524taranis-ng-mcpmcp · back-endEnables AI assistants to work with Taranis NG OSINT platform through a typed, safety-oriented interface over its REST API, covering collection…1 starNo one-command install · Source
446322.524wp-ultra-mcpmcp · back-endTurns any WordPress site into an MCP server, allowing AI clients to directly control files, database, WP-CLI, PHP, content, and more through…1 starNo one-command install · Source
446422.524autods-copilotmcp · otherEnables any MCP client to run a complete data-science pipeline on a CSV: exploration, cleaning, model comparison, training, tuning, and plain-language…1 starNo one-command install · Source
446522.524rental-datamcp · ai-agentsExposes multifamily rental data including average rent by market, occupancy anomalies, and property summaries to LLM tools via MCP.1 starNo one-command install · Source
446622.524chrome-dev-mcpmcp · ai-agentsAn MCP server that connects AI agents to a running Chrome tab via the Chrome DevTools Protocol (CDP), enabling runtime debugging and page inspection.1 starNo one-command install · Source
446722.524llmconcilmcp · ai-agentsEnables Claude Code to send a prompt to multiple LLMs simultaneously and get a judge model's structured comparison of their responses. This surfaces…1 starNo one-command install · Source
446822.524thinkreview-mcpmcp · authHosted MCP server that enables AI code reviews on GitHub, GitLab, Azure DevOps, and Bitbucket PR/MR URLs via a single tool (review_url_code)…1 starNo one-command install · Source
446922.524twitter-signal-mcpmcp · back-endLive X/Twitter search and AI trend digests without an API key, charging per call in USDC via x402. Enables real-time tweet search and AI summaries…1 starNo one-command install · Source
447022.524deepin-desktop-mcpmcp · back-endMCP server for controlling Deepin desktop system settings and applications, including WiFi, Bluetooth, brightness, theme, volume, app launching, file…1 starNo one-command install · Source
447122.524telinksdk-builder-mcpmcp · back-endBuild/flash/debug any Telink embedded SDK via natural language. MCP server with 8 tools for build, serial capture, and firmware flashing via bdt.exe.1 starNo one-command install · Source
447222.524sui-mcpmcp · back-endRead-only MCP server for Sui blockchain analytics with 44 tools covering wallets, DeFi, NFTs, token prices, transactions, fund tracing, pools…1 starNo one-command install · Source
447322.524swapi-mcp-servermcp · back-endEnables LLMs and clients to search for Star Wars characters, planets, and films by exposing SWAPI as MCP tools.1 starNo one-command install · Source
447422.524kuroko-mcp-servermcp · back-endEnables security agents to interact with the Kuroko web security testing platform through MCP, providing access to traffic history, site graph…1 starNo one-command install · Source
447522.524adobe-premiere-cc-mcpmcp · back-endAn MCP server for controlling Adobe Premiere Pro from an AI assistant, with a small set of self-verifying tools for editing, grading, and exporting.1 starNo one-command install · Source
447622.524codex-native-bridgemcp · ai-agentsAn MCP server that lets Claude Code delegate durable background tasks, reasoning profiles, thread resumption, and native image generation to your…1 starNo one-command install · Source
447722.524housing-sentinel-mcpmcp · back-endConnects official daily housing-transaction data and market signals (offense/defense) for 12 major Chinese cities to AI agents via MCP, REST API, or…1 starNo one-command install · Source
447822.524x-agent-mcp-servermcp · back-endProvides 19+ tools for AI agents to interact with X/Twitter, including search, posting, analysis, and monitoring capabilities.1 starNo one-command install · Source
447922.524carhaix-proxvantamcp · otherManage your ProxVanta AI workspace including teams, contexts, workflows, and tools.1 starNo one-command install · Source
448022.524ratary-memorymcp · searchRatary is an AI Brain Platform — infrastructure that gives AI: Persistent memory — durable, owner-scoped, versioned Structured knowledge — metadata…1 starNo one-command install · Source
448122.524tjclaude88-bling-bagmcp · ai-agentsConfigure and display AI agent identity, personality traits, and platform-specific visual theming.1 starNo one-command install · Source
448222.524tymewear-mcpmcp · ai-agentsConnects Claude to Tyme Wear's breathing sensor platform to analyze ventilatory data, activities, thresholds, and training zones.1 starNo one-command install · Source
448322.524ai-playground-comfyui-mcpmcp · back-endEnables image generation through AI Playground's local ComfyUI backend via VS Code or GitHub Copilot, supporting PNG creation with configurable…1 starNo one-command install · Source
448422.524google-data-mcpmcp · back-endMCP server providing access to Google Trends, YouTube listings, Google Ads Transparency, and Google Play reviews via plain HTTP, with no API key…1 starNo one-command install · Source
448522.524subotizmcp · paymentsPayment and subscription platform tools for customers, products, pricing, and invoices.1 starNo one-command install · Source
448622.524comci-agentmcp · back-endMCP server that reads Korean school class and teacher timetables from Comci's public schedules, detects schedule changes, and exposes structured data…1 starNo one-command install · Source
448722.524win-cli-mcp-tmyymcp · otherEnables AI clients to execute Windows commands, manage files, query system information, and perform code checks via MCP protocol.1 starNo one-command install · Source
448822.524yougile-mcpmcp · back-endA production-grade Model Context Protocol server for YouGile that lets AI agents read and manage projects, boards, tasks, employees, and more.1 starNo one-command install · Source
448922.524siu-guarani-mcpmcp · back-endMCP server for querying SIU Guaraní Autogestión from the Docente profile, providing read-only access to teaching periods, courses, exam boards, and…1 starNo one-command install · Source
449022.524fortinac-mcpmcp · back-endMCP server for diagnosing rogue hosts on FortiNAC 7.6 by querying the REST API, cross-referencing devices against profiling rules, and running nmap…1 starNo one-command install · Source
449122.524inky-mcp-servermcp · back-endMCP server that connects Cursor IDE to Inky backend, enabling users to list and filter personalized coding rules stored in Pinecone.1 starNo one-command install · Source
449222.524mcp-beancountmcp · ai-agentsA read-only MCP server that gives AI agents structured access to a Beancount personal finance ledger.1 starNo one-command install · Source
449322.524letters-mcpmcp · back-endMCP server for interacting with Letters to the Future on Base mainnet, enabling posting time-locked messages, listing them, minting on-chain SVG NFTs…1 starNo one-command install · Source
449422.524regon-mcpmcp · otherProvides clean, typed access to the Polish REGON business register (GUS BIR1), enabling AI assistants to look up companies by NIP, REGON, or KRS and…1 starNo one-command install · Source
449522.524capsulemcp · back-endCapsule is an MCP server that reduces model I/O by compressing outputs into exact-recoverable capsules, enabling efficient command execution, file…1 starNo one-command install · Source
449622.524john-ceo-agentic-memorymcp · ai-agentsMCP server that gives AI agents persistent, tenant-scoped memory with semantic search and consolidation, using CockroachDB vector indexes and Amazon…1 starNo one-command install · Source
449722.524hmcl-mcp-servermcp · ai-agentsMCP server that lets AI agents drive HMCL (Hello Minecraft! Launcher) programmatically to install Minecraft versions, search/download/import modpacks…1 starNo one-command install · Source
449822.524aptabase-mcp-servermcp · back-endEnables AI agents to query Aptabase analytics through MCP, including metrics, top events, countries, sessions, and more. Uses the dashboard's…1 starNo one-command install · Source
449922.524claude-design-mcp-servermcp · authEnables working with and exporting live Claude Design projects and prototypes through a local bridge that handles OAuth authentication and adds tools…1 starNo one-command install · Source
450022.524macos-computer-use-mcpmcp · browserProvides 146 MCP tools for AI agents to control macOS, including screenshots, mouse, keyboard, window management, app automation, file system, OCR…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