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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
490122.524literature-search-mcpmcp · searchA standalone MCP server that searches multiple scholarly metadata providers (PubMed, Europe PMC, bioRxiv, Crossref, OpenAlex, Semantic Scholar…1 starNo one-command install · Source
490222.524skill-graph-mcp-servermcp · back-endCatalogues skills and agents into a queryable graph, exposing MCP tools for reference counting, usage scanning, and overlay notes with a built-in…1 starNo one-command install · Source
490322.524nautilus-trader-mcp-servermcp · searchProvides LLMs with code and documentation search over nautilus_trader via LSP-based symbol lookup and semantic embedding-based doc retrieval.1 starNo one-command install · Source
490422.524perfex-crm-mcpmcp · back-endMCP server that connects AI assistants to Perfex CRM via public web forms, enabling lead creation, ticket creation, quote requests, and health checks…1 starNo one-command install · Source
490522.524github-token-mcpmcp · back-endEnables secure retrieval of GitHub App installation tokens using 1Password authentication, providing temporary access tokens for GitHub API…1 starNo one-command install · Source
490622.524dsh-lab-sshmcp · ai-agentsSafety-gated SSH MCP server for DeepSeek Harness and standard MCP clients, enabling agents to use a laboratory server's GPU, runtime, and configured…1 starNo one-command install · Source
490722.524douyin-favorites-mcpmcp · back-endMCP server that reads your personal Douyin favorites and collection folders via a logged-in browser session, providing tools to list and retrieve…1 starNo one-command install · Source
490822.524buyking-mcp-servermcp · back-endEnables AI assistants to search Saleplaza's hot deals using semantic search and recommend products with a distinctive 'BuyKing' persona.1 starNo one-command install · Source
490922.524spokesmcp · github-vcsLocal MCP memory of your GitHub repos for Cursor1 starNo one-command install · Source
491022.524ericzakariasson-linkedinmcp · browserAutomates LinkedIn posting through browser automation using Playwright, enabling direct content publishing with image attachments by connecting to…1 starNo one-command install · Source
491122.524winpc-mcpmcp · browserEnables remote control of a Windows PC from an iPad via MCP, providing tools for executing commands, managing files, taking screenshots, controlling…1 starNo one-command install · Source
491222.524clarity-api-mcpmcp · back-endMCP server for Clarity AI's upscaler, providing tools to list models and upscale images/videos via a single POST endpoint, with support for local…1 starNo one-command install · Source
491322.524helx-mcp-servermcp · back-endProvides AI agents with 20 tools to create, read, edit, validate, convert, and render documents across formats like DOCX, XLSX, PPTX, PDF, Markdown…1 starNo one-command install · Source
491422.524mrgulshanyadav-misarblogmcp · observabilityPublish posts, manage drafts, generate AI cover images, and pull analytics from Misar.Blog.1 starNo one-command install · Source
491522.524misarblog-mcpmcp · observabilityEnables AI assistants to publish and manage blog posts on Misar.Blog, including drafts, series, AI content generation, and analytics.1 starNo one-command install · Source
491622.524advanced-fraud-detection-mcpmcp · ai-agentsDetects financial fraud and AI agent transaction risks using machine learning, behavioral biometrics, network graph analysis, and agent-to-agent…1 starNo one-command install · Source
491722.524data-nexus-mcpmcp · databaseEnables AI agents to interact with over 50 SQL and NoSQL databases through MCP tools for querying, schema inspection, and table management.1 starNo one-command install · Source
491822.524churncuemcp · otherProduction-oriented customer-retention intelligence that uses deterministic machine learning to predict churn and generate prioritized rescue reports…1 starNo one-command install · Source
491922.524misarreach-mcpmcp · ai-agentsMCP server for MisarReach that enables finding, enriching, and scoring leads, running multi-channel outreach (WhatsApp, SMS, push) with AI autopilot…1 starNo one-command install · Source
492022.524x402-farmmcp · back-endMCP server providing 10 pay-per-call APIs for web scraping, DNS, email validation, and French business data, with autonomous micropayments via the…1 starNo one-command install · Source
492122.524zlib-mcpmcp · ai-agentsAn MCP server that lets AI agents search and download books from z-library using the user's own account credentials.1 starNo one-command install · Source
492222.524csoai-org-eu-ai-act-compliance-mcpmcp · otherTools for assessing and documenting EU AI Act compliance requirements.1 starNo one-command install · Source
492322.524app-intel-mcpmcp · searchProvides live App Store and Google Play data as MCP tools, enabling search, app details, reviews, charts, estimates, and more through natural…1 starNo one-command install · Source
492422.524aws-devops-study-kbmcp · searchSelf-hosted memo knowledge base with MCP, REST, and read-only web interfaces; lets AI agents save and retrieve tagged, searchable study notes for AWS…1 starNo one-command install · Source
492522.524zaezdmcp · paymentsEnables users to plan conference trips by finding nearby offline events, computing travel and hotel costs, and presenting up to three explained trip…1 starNo one-command install · Source
492622.524tenable-activity-mcpmcp · back-endEnables querying and analyzing Tenable Vulnerability Management audit logs, including activity summaries, API key usage, and anomaly detection through…1 starNo one-command install · Source
492722.524tartarus-mcpmcp · databaseA local-first MCP memory server providing persistent, searchable memory for AI agents, powered by SQLite.1 starNo one-command install · Source
492822.524monarch-mcp2mcp · back-endUnofficial MCP server for Monarch Money that exposes tools for managing accounts, transactions, budgets, and other financial data through natural…1 starNo one-command install · Source
492922.524simple-server-mcpmcp · ai-agentsA lightweight MCP server that enables AI agents to retrieve customer support ticket information from an in-memory datastore via SSE.1 starNo one-command install · Source
493022.524rigor-mcpmcp · otherProvides verified statistical inference and hypothesis testing tools, including t-tests, effect sizes, power analysis, and multiple comparisons…1 starNo one-command install · Source
493122.524cdt-express-mcp-servermcp · back-endEnables interaction with climate metrics via Riskthinking.AI's CDT Express API, supporting climate exposure, impact, and distribution metrics, as well…1 starNo one-command install · Source
493222.524cdt-expressmcp · back-endAccess RiskThinking's climate risk and transition metrics via the CDT Express API.1 starNo one-command install · Source
493322.524mcp-outlook-desktopmcp · commsEnables AI assistants to securely read, search, draft, and send Outlook emails, manage calendar events, and access mailbox folders through a local…1 starNo one-command install · Source
493422.524garmin-mcp-gatewaymcp · authMulti-user OAuth 2.1 gateway allowing a trusted circle to connect their Garmin Connect accounts to Claude, enabling natural language access to Garmin…1 starNo one-command install · Source
493522.524sapph1re-billing-gatewaymcp · paymentsBilling proxy that adds Stripe and x402 crypto payments to MCP servers without writing billing code.1 starNo one-command install · Source
493622.524transistor-mcpmcp · back-endMCP server for the Transistor.fm API: manage podcast episodes, analytics, transcripts, and webhooks from your AI agent.1 starNo one-command install · Source
493722.524argorantmcp · ai-agentsArgorant MCP Server — give your AI agent direct access to 614M verified B2B contacts. Query by industry, role, geography, and 100+ filters, then…1 starNo one-command install · Source
493822.524elsba3ei-webhook-mcp-servermcp · back-endA high-performance local and public webhook inspector for testing SSRF, APIs, and out-of-band interactions with Cloudflare Quick Tunnel, dynamic…1 starNo one-command install · Source
493922.524debary-mcp-compliancemcp · otherProvides deterministic fair-housing and advertising compliance checks for US real-estate listings, with rule explanations and rewrite suggestions…1 starNo one-command install · Source
494022.524tableau-public-authoring-mcpmcp · otherCreates Tableau workbooks from a declarative JSON spec, validates them by opening in the installed Tableau Public application, and publishes to…1 starNo one-command install · Source
494122.524awaitlessmcp · back-endDurable MCP server for managing long-running jobs locally, over SSH, or on Slurm clusters. Jobs survive client disconnects and return exit codes…1 starNo one-command install · Source
494222.524stm32-stlink-mcpmcp · back-endMCP server for debugging STM32 microcontrollers over ST-LINK using STM32CubeCLT tools (GDB, ST-LINK_gdbserver, STM32_Programmer_CLI) with session…1 starNo one-command install · Source
494322.524realagent-mcpmcp · authAn MCP server that enables AI agents to perform SM2-based identity binding, generate and verify SD-JWT verifiable presentations, and use SM2…1 starNo one-command install · Source
494422.524mcp-bettermcp · back-endA modern MCP server demonstrating the 7/28 protocol era, offering health and echo tools with stamped list caching and stable ordering over stdio or…1 starNo one-command install · Source
494522.524mcp-garmin-connectmcp · ai-agentsAn MCP server that gives LLMs access to Garmin Connect data, including training, recovery, sleep, stress, VO2 Max, and running summaries for…1 starNo one-command install · Source
494622.524agent-draw-mcp-servermcp · ai-agentsA TypeScript stdio MCP server that lets agents read, import, propose connections for, and apply optimistic patches to versioned agent-draw diagram…1 starNo one-command install · Source
494722.524xpaymcp · paymentsAn MCP server for agentic commerce, enabling AI agents to discover services, make x402 payments with USDC across multiple chains, and manage crypto…1 starNo one-command install · Source
494822.524home-mcp-startermcp · back-endA starter MCP server for running local tools and resources on a home machine or NAS, enabling secure access from AI assistants like Kody.1 starNo one-command install · Source
494922.524marocain-mcp-servermcp · back-endMCP server for Marocain Investments that enables discovering, scoring, and analyzing Moroccan luxury real estate, along with submitting enquiries…1 starNo one-command install · Source
495022.524llm-code-security-review-mcpmcp · ai-agentsMCP server that guides LLM security reviews step-by-step, tracking progress and ensuring all assigned source code is read before completing each plan…1 starNo one-command install · Source
495122.524paper-download-mcpmcp · otherA universal paper downloader MCP that probes providers by DOI/identifier, downloads to a short-lived staging area, validates PDFs, and cleans up…1 starNo one-command install · Source
495222.524astockeventmcp · otherStructured A-share announcement event feed. 16 MCP tools, 13 event types.1 starNo one-command install · Source
495322.524agent-mailboxmcp · back-endDeploys a self-hosted Cloudflare email service providing short-lived mailboxes with a JSON API and MCP endpoint for automated testing and AI agent…1 starNo one-command install · Source
495422.524xiaojiou176-dealwatchmcp · otherLocal-first grocery price intelligence with a read-only MCP interface.1 starNo one-command install · Source
495522.524adlor-mcp-cadmcp · ai-agentsAn open-source MCP server that bridges AI agents to Autodesk Revit and IFC geometry, providing ASME B31.3 pipe thickness verification, UK HSE…1 starNo one-command install · Source
495622.524antideploy-mcpmcp · devopsDeploys applications from coding agents to Antideploy, handling packaging, environment variables, and asynchronous deployment without Dockerfiles or…1 starNo one-command install · Source
495722.524browser-firefox-mcpmcp · browserSecurity-focused Firefox browser MCP server for penetration testing, built on Playwright, enabling vulnerability scanning, session manipulation…1 starNo one-command install · Source
495822.524gpt-image-playground-mcpmcp · ai-agentsEnables agents to generate images through the GPT Image Playground via a browser extension, supporting task submission, status tracking, and…1 starNo one-command install · Source
495922.524cnvs-whiteboardmcp · authZero-auth real-time collaborative whiteboard with AI agent support for live board editing and annotation.1 starNo one-command install · Source
496022.524figma-bridge-mcpmcp · back-endLocal MCP server connecting AI clients to the Figma desktop app for inspecting and editing Figma documents via the Plugin API.1 starNo one-command install · Source
496122.524vibefixmcp · otherIntegrates with VibeFix bug bounty platform for browsing bounties, posting bugs, submitting fixes, and running diagnostics.1 starNo one-command install · Source
496222.524proactiveagentmcp · ai-agentsProvides shared long-term memory and proactive suggestions across AI coding agents, enabling persistent user preferences and behavior rules that are…1 starNo one-command install · Source
496322.524anyvm-org-anyvmmcp · otherControls BSD and Illumos VMs using natural language commands.1 starNo one-command install · Source
496422.524runbeaconmcp · back-endRunBeacon is an MCP server that turns long-running local and SSH commands into tracked jobs. It provides event-driven monitoring, a live dashboard…1 starNo one-command install · Source
496522.524sully-termux-mcpmcp · back-endA secure MCP gateway for Termux that exposes filesystem, shell, and Termux:API tools over a local HTTP endpoint with admin controls, job management…1 starNo one-command install · Source
496622.524memoryhubmcp · ai-agentsMCP server for persistent memory using Qdrant vector store. Stores text memories with LLM-generated embeddings and retrieves them via semantic search.1 starNo one-command install · Source
496722.524tarasrushchak-jira-mcp-servermcp · back-endMCP server for Jira and Confluence integration with 32 tools for managing tickets, sprints, boards, worklogs, and Confluence pages.1 starNo one-command install · Source
496822.524manim-slides-mcp-servermcp · back-endEnables AI agents to generate, execute, and compile interactive Manim slide presentations through MCP tools.1 starNo one-command install · Source
496922.524deepkolor-mcpmcp · back-endAn MCP server enabling AI image and video generation through DeepKolor's API with 'generate_image', 'generate_video', and 'get_task' tools for…1 starNo one-command install · Source
497022.524cks-mcpmcp · ai-agentsEnables LLMs to perform structured, verifiable knowledge operations using the Canonical Knowledge Structure (CKS) ecosystem, including validation…1 starNo one-command install · Source
497122.524patientnotes-mcpmcp · back-endMCP server that lets AI assistants query current, dated information about PatientNotes, an AI medical scribe, covering pricing, features, languages…1 starNo one-command install · Source
497222.524atlas-przetargow-mcp-pymcp · back-endEnables searching and analyzing Polish public procurement tenders from BZP and TED, including filtering, tender details and timelines, offers and…1 starNo one-command install · Source
497322.524wechat-desktop-mcpmcp · back-endA production-oriented MCP server that exposes task-level WeChat Desktop automation to AI clients, enabling status checks, message fetching/reply…1 starNo one-command install · Source
497422.524daq-mcpmcp · back-endMCP server for interacting with NI DAQ hardware, supporting analog/digital I/O and waveform acquisition, with safety features and simulation mode.1 starNo one-command install · Source
497522.524ghostmap-v2mcp · ai-agentsExposes AI-augmented network reconnaissance and evasion capabilities as callable FastMCP tools, enabling natural language orchestration of host…1 starNo one-command install · Source
497622.524qbittorrent-mcpmcp · back-endMCP server exposing qBittorrent's WebUI API v2 as tools, enabling LLMs to manage torrents, categories, tags, RSS feeds, search plugins, and…1 starNo one-command install · Source
497722.524webloom-enginemcp · browserMCP server giving AI agents 86 tools for browser automation via Chrome DevTools Protocol, including navigation, click/fill ladders, network…1 starNo one-command install · Source
497822.524queryforgemcp · databaseA unified MCP server that lets Claude query any SQLite database and build live Streamlit dashboards — all from a single conversation.1 starNo one-command install · Source
497922.524node-huckleberry-mcpmcp · ai-agentsHuckleberry MCP server for Claude, Cursor, and other AI assistants. Query and log baby sleep, feeds, diapers, growth, pumping, and solids.1 starNo one-command install · Source
498022.524edgar-mcpmcp · ai-agentsMCP server providing read-only access to SEC EDGAR filings, allowing LLMs to look up companies, search filings, and retrieve securities offering data.1 starNo one-command install · Source
498122.524local-snagit-mcp-servermcp · back-endLets GitHub Copilot record demo videos using locally installed TechSmith Snagit, capturing displays, windows, or regions to MP4 and controlling the…1 starNo one-command install · Source
498222.524windows-mcpmcp · ai-agentsA lightweight MCP server that enables AI agents to seamlessly integrate with Windows, performing tasks like file navigation, application control, UI…1 starNo one-command install · Source
498322.524audio2score-mcpmcp · ai-agentsAn MCP server that transcribes audio files into MIDI and MusicXML scores, converts MIDI to notation, and extracts playable note data for DAWs. It…1 starNo one-command install · Source
498422.524git-worktrees-for-zcodemcp · ai-agentsManages isolated Git worktrees for each ZCode thread, enabling safe parallel development with automatic setup, snapshot-based removal, PR review, and…1 starNo one-command install · Source
498522.524axomind-mcpmcp · back-endMCP server for Axomind — enables AI assistants to manage activities, mindmaps, and messages through a harmless proxy to the Bot API.1 starNo one-command install · Source
498622.524quickbooks-desktop-mcpmcp · observabilityProvides safe, structured access to a local QuickBooks Desktop company file for reading and writing transactions, with automatic undo logging.1 starNo one-command install · Source
498722.524mem0-litemcp · ai-agentsProvides self-hosted memory management for coding agents via MCP, with local vector storage and tools for adding, searching, updating, and deleting…1 starNo one-command install · Source
498822.524xproofmcp · paymentsA trust primitive that anchors verifiable proofs of existence and authorship on the MultiversX blockchain, with agent-native support for MCP, x402…1 starNo one-command install · Source
498922.524jasonxkensei-xproofmcp · ai-agentsProof-of-humanity verification with Ethereum attestation for AI agents.1 starNo one-command install · Source
499022.524jinero-mcp-servermcp · ai-agentsProvides AI agents with 22 read-only design tools: font search and recognition, color contrast/shades/naming, palette extraction, code minification…1 starNo one-command install · Source
499122.524gerent365-mcp-servermcp · back-endEnables AI assistants to manage Gerent365 restaurant and business operations via natural language, including employees, schedules, payroll, tips, time…1 starNo one-command install · Source
499222.524freshgen-linkmcp · ai-agentsSelf-hosted MCP server that integrates Kie.ai image and video generation into GoHighLevel's AI tools, enabling AI agents to create media on demand.1 starNo one-command install · Source
499322.524enzoemir1-shopopsmcp · observabilityAI e-commerce operations for inventory management, pricing, segmentation, and analytics.1 starNo one-command install · Source
499422.524ml-on-call-agentmcp · ai-agentsMCP server that diagnoses ML model regressions by correlating drift reports, eval runs, and deploy logs, providing evidence-cited incident reports…1 starNo one-command install · Source
499522.524mcp-kiwi-tcmsmcp · back-endEnables interaction with Kiwi TCMS test management system through MCP, supporting read and write operations on test plans, cases, runs, and…1 starNo one-command install · Source
499622.524rattanmcp · devopsRuns commands inside a secure Arch Linux sandbox with package management and environment commit/rollback, enabling isolated shell execution for MCP…1 starNo one-command install · Source
499722.524pentool-mcp-servermcp · back-endA self-contained stdio JSON-RPC 2.0 server that brings AI capabilities to any MCP client, primarily for Pentool, enabling tasks like picking checks…1 starNo one-command install · Source
499822.524liveauth-mcp-servermcp · back-endAuthentication, pay-per-call metering, and signed receipts for AI agents and MCP tools using Bitcoin and Lightning Network.1 starNo one-command install · Source
499922.524pi-subagent-mcpmcp · ai-agentsExposes pi as a sub-agent for MCP-capable coding assistants, enabling task dispatch, messaging, and interactive dialog handling via tools like…1 starNo one-command install · Source
500022.524fmodstudiomcpmcp · back-endMCP server that connects AI assistants to FMOD Studio via its scripting terminal, enabling live game-audio authoring such as creating events…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