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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

9,354 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
50122.557jocarrd-aemetmcp · otherSpanish weather data from AEMET OpenData: forecasts, CAP warnings, and station observations.1 starNo one-command install · Source
50222.557it-helpdesk-mcpmcp · otherEnables IT helpdesk automation by classifying support tickets, estimating priority, generating troubleshooting steps, and predicting resolution times…1 starNo one-command install · Source
50322.557research-desk-mcpmcp · otherEnables AI assistants to manage structured research ideas and retrieve recent arXiv papers by idea ID, automatically generating Markdown reports.1 starNo one-command install · Source
50422.557dpxmcp · otherAI-native stablecoin settlement rail for institutional cross-border transactions with adaptive oracle and autonomous execution.1 starNo one-command install · Source
50522.557meertrackmcp · otherCompetitive intelligence platform that tracks competitor changes and delivers filtered signals.1 starNo one-command install · Source
50622.557nordic-data-mcpmcp · otherEnables AI assistants to access official European business data across 15 EU countries, including company lookups, VAT validation, sanctions…1 starNo one-command install · Source
50722.557yt-outlier-mcpmcp · otherFinds YouTube outlier videos on small channels with high views-to-subs ratio, and provides tools to analyze video structure and comments to verify…1 starNo one-command install · Source
50822.557mcp-nacosmcp · otherEnables AI assistants to query and manage Nacos configurations, supporting Nacos 1.x/2.x/3.x with multiple transport protocols.1 starNo one-command install · Source
50922.557andonmcp · otherDeterministic verification for AI-generated analysis. Reconciliation, consistency and Excel-integrity checks that stop the line when the numbers don't…1 starNo one-command install · Source
51022.557sovereignty-scanmcp · otherEU AI Act compliance tool that scans vendor data processing locations, legal jurisdictions, and US CLOUD Act exposure.1 starNo one-command install · Source
51122.557nausikamcp · otherMediterranean marine forecasts, tides, anchorages, and sea routes for AI sailing assistants.1 starNo one-command install · Source
51222.557grupo-avispa-dsrmcp · otherProvides tools for interacting with Deep State Representation graphs used in robotics1 starNo one-command install · Source
51322.557fisher521-burnmcp · otherAI-powered reading triage with 26 tools and a 24h burn timer to read less and absorb more.1 starNo one-command install · Source
51422.557har-forensics-mcpmcp · otherAudits HAR captures locally with MCP tools for triage, findings, vendor blast radius, CSP generation, and sanitization—no network calls, redacted by…1 starNo one-command install · Source
51522.557jadx-mcp-multisessionmcp · otherEnables AI clients to autonomously manage multiple jadx-gui sessions, opening, switching, and closing windows, with automatic startup and plugin…1 starNo one-command install · Source
51622.557br0ski777-diff-checkermcp · otherCompare two texts line-by-line showing additions, deletions, and unchanged lines.1 starNo one-command install · Source
51722.557br0ski777-hl-portfoliomcp · otherAnalyze Hyperliquid account positions, PnL, fills, orders, and funding.1 starNo one-command install · Source
51822.557patent-precheckmcp · otherPatentability pre-check for code — USPTO pillar scores, filing-readiness, and prior-art signals.1 starNo one-command install · Source
51922.557localprodev-local-servicesmcp · otherVerified US local service provider data across contractor trades, with ratings, services, and pricing.1 starNo one-command install · Source
52022.557mcp4rs-open-earth-explorermcp · otherEnables discovery, analysis, and explanation of open satellite data through MCP, with support for STAC catalogs and NASA GIBS.1 starNo one-command install · Source
52122.557korone-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
52222.557ssyubix-pixelart-mcpmcp · otherGenerate Pixel Art and Tilemap/Tileset1 starNo one-command install · Source
52322.557clinic-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
52422.557bschonbrun-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
52522.557loudcheckmcp · 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
52622.557achriommcp · otherPersonal media library for tracking books, movies, music, shows, and anime.1 starNo one-command install · Source
52722.557autods-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
52822.557carhaix-proxvantamcp · otherManage your ProxVanta AI workspace including teams, contexts, workflows, and tools.1 starNo one-command install · Source
52922.557win-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
53022.557regon-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
53122.557quillpdf-mcpmcp · otherA local-first PDF tool for merging, splitting, rotating, watermarking, Bates-numbering, cleaning metadata, and counting pages — all operations happen…1 starNo one-command install · Source
53222.557cloudscopemcp · otherAzure cloud cost management with spending analysis, forecasts, anomalies, and budgets.1 starNo one-command install · Source
53322.557domdomegg-barcode-scannermcp · otherScan and generate barcodes and QR codes.1 starNo one-command install · Source
53422.557tool-compassmcp · otherSemantic navigator for MCP tools that finds relevant tools by natural language intent, reducing token usage by 95%.1 starNo one-command install · Source
53522.557google-cal-mcpmcp · otherList, create, update, and manage calendar events1 starNo one-command install · Source
53622.557ollama-vision-mcp-2mcp · otherA minimal local vision bridge for text-only VS Code Copilot, enabling it to see images by sending them to a local Ollama vision model and returning…1 starNo one-command install · Source
53722.557bidda-mcpmcp · otherSource-verified regulatory and compliance intelligence: 10,000+ obligations across 39 pillars, each grounded in a primary legal source with a content…1 starNo one-command install · Source
53822.557vatnode-mcpmcp · otherValidate EU VAT numbers via VIES, check VAT rates, and perform format validation for EU member states.1 starNo one-command install · Source
53922.557exam-sheet-mcpmcp · otherGenerates timed exams on any topic with an interactive exam sheet in MCP hosts; supports true/false, multiple-choice, and open questions with instant…1 starNo one-command install · Source
54022.557jayofemi-shikamarumcp · otherDeterministic day-count and accrued-interest engine. Six ISDA/ICMA conventions, proven exact against QuantLib over 3,600 date pairs. Stops the AI…1 starNo one-command install · Source
54122.557tailscale-compute-mcpmcp · otherRuns builds, tests, and benchmarks on a remote compute node via Tailscale and SSH, syncing projects with rsync.1 starNo one-command install · Source
54222.557doxa-mcpmcp · otherChristian Bible Scripture MCP: BSB verse lookup, Christian encouragement, the Doxa Way journey map. Three tools: doxa_encourage, doxa_scripture…1 starNo one-command install · Source
54322.557doxamcp · otherBible lookup and Christian encouragement tools from the Doxa app.1 starNo one-command install · Source
54422.557system-command-mcpmcp · otherEnables AI to execute registered system commands across platforms using a stable program + args interface, without requiring shell-specific syntax or…1 starNo one-command install · Source
54522.557xcode-mcp-brokermcp · otherA localhost broker that allows multiple MCP clients to share a persistent xcrun mcpbridge connection to Xcode, enabling tool discovery and serialized…1 starNo one-command install · Source
54622.557barcoding-mcpmcp · otherEnables encoding 100+ barcode symbologies and decoding common 1D/2D formats, plus terminal QR codes.1 starNo one-command install · Source
54722.557formpilotmcp · otherEnables secure web form inspection and autofill using Excel data, Knowledge Packs, and AI, with sensitive field protection and explicit submit…1 starNo one-command install · Source
54822.557hyeonu-cha-dotnet-coveragemcp · other.NET test coverage: run tests, parse Cobertura reports, find uncovered branches, and append tests.1 starNo one-command install · Source
54922.557seo-auditor-mcpmcp · otherEnables natural language technical and JavaScript SEO audits, including headless rendering, hydration gap analysis, schema validation, AEO checks, and…1 starNo one-command install · Source
55022.557dsh-arcgis-pro-bridgemcp · otherEnables DeepSeek Harness models to directly call local ArcGIS Pro via MCP tools for reading projects, layers, GDB structures, and executing…1 starNo one-command install · Source
55122.557sparrowdeskmcp · otherConnect to SparrowDesk using MCP and manage your tickets, knowledge base and more.1 starNo one-command install · Source
55222.557linkseekmcp · other自托管的远程 MCP 服务，为 AI 编程工具提供联网搜索和网页获取能力，并配有网页端管理后台进行密钥和用量管理。1 starNo one-command install · Source
55322.557godot-mcp-toolkitmcp · otherEnables AI assistants to automate Godot 4 projects via headless tooling, live editor control, and runtime remote control, including scene building…1 starNo one-command install · Source
55422.557cavalry-mcp-bridgemcp · otherEnables AI assistants to control Cavalry, a procedural 2D motion graphics application, through natural language commands for creating and animating…1 starNo one-command install · Source
55522.557flowproofmcp · otherEnables AI assistants to run reproducible bioinformatics pipelines over MCP, with verifiable provenance via checksums and Workflow Run RO-Crate…1 starNo one-command install · Source
55622.557meet-live-assistmcp · otherProvides live meeting context to an AI assistant during Google Meet or Zoom calls, enabling real-time transcript reading, decision tracking, and…1 starNo one-command install · Source
55722.557session-migratormcp · otherProvides MCP tools to migrate or compress conversation sessions between models based on context window capacity, including querying model context…1 starNo one-command install · Source
55822.557nodel-mcpmcp · otherMCP sidecar that exposes a local Nodel runtime via the Model Context Protocol, read-only by default with optional write/lifecycle/delete operations…1 starNo one-command install · Source
55922.557churncuemcp · otherProduction-oriented customer-retention intelligence that uses deterministic machine learning to predict churn and generate prioritized rescue reports…1 starNo one-command install · Source
56022.557csoai-org-eu-ai-act-compliance-mcpmcp · otherTools for assessing and documenting EU AI Act compliance requirements.1 starNo one-command install · Source
56122.557rigor-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
56222.557debary-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
56322.557tableau-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
56422.557paper-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
56522.557astockeventmcp · otherStructured A-share announcement event feed. 16 MCP tools, 13 event types.1 starNo one-command install · Source
56622.557xiaojiou176-dealwatchmcp · otherLocal-first grocery price intelligence with a read-only MCP interface.1 starNo one-command install · Source
56722.557vibefixmcp · otherIntegrates with VibeFix bug bounty platform for browsing bounties, posting bugs, submitting fixes, and running diagnostics.1 starNo one-command install · Source
56822.557anyvm-org-anyvmmcp · otherControls BSD and Illumos VMs using natural language commands.1 starNo one-command install · Source
56922.557voiceos-instagram-integrationmcp · otherEnables voice-controlled Instagram account management from the Mac notch, including reading insights, comments, DMs, and publishing photos or…1 starNo one-command install · Source
57022.557dsh-schema-migration-proofmcp · otherLets users inspect and verify content-addressed schema migration evidence offline, checking idempotence, reversible rollback, required invariants, and…1 starNo one-command install · Source
57122.557dsh-loader-settlement-proofmcp · otherEnables verification of content-addressed settlement receipts for DSH Loader activation, injection closure, and tool schema settlement.1 starNo one-command install · Source
57222.557eonik-mcpmcp · otherEnables AI assistants to connect to eonik and access brand assets, competitor research, and ad performance facts, while drafting creative briefs and…1 starNo one-command install · Source
57322.557mcp-kali-toolsmcp · otherEnables MCP clients to invoke common Kali Linux pentesting tools directly as tool calls, with each binary executed safely without a shell.1 starNo one-command install · Source
57422.557keel-hyperliquid-trading-strategiesmcp · otherHyperliquid research MCP — typed strategy composition, deterministic backtests on real market data, opt-in live execution.1 starNo one-command install · Source
57522.557keel-hyperliquid-research-mcpmcp · otherHyperliquid research MCP — typed strategy composition, deterministic backtests on real market data, opt-in live execution.1 starNo one-command install · Source
57622.557paceforge-garmin-mcpmcp · otherEnables MCP hosts to read Garmin training data and write structured workouts to a calendar, with tools for listing activities, summarizing training…1 starNo one-command install · Source
57722.557mattjeff-orizn-visamcp · otherProvides visa requirement lookups for 39,585 passport-destination country pairs in 15 languages.1 starNo one-command install · Source
57822.557bridgisticmcp · otherProvides a secure MCP bridge to interact with WordPress sites via signed requests, scoped keys, and approval workflows.1 starNo one-command install · Source
57922.557ai-market-intelligencemcp · otherEnables comparing and recommending AI models based on scenario-specific criteria such as capability, context, relative cost, and self-hosting, with…1 starNo one-command install · Source
58022.557microfarm-mcpmcp · otherEnables AI assistants to assess any parcel for micro-farm viability (climate, water, farmland context, access, flood risk) and dwelling feasibility…1 starNo one-command install · Source
58122.557vision-gemmamcp · otherProvides offline, privacy-preserving image recognition, OCR, and scene description for AI assistants via the Model Context Protocol, with…1 starNo one-command install · Source
58222.557farpymcp · otherVerified GPU compute for Blender rendering with signed receipts and proof.1 starNo one-command install · Source
58322.557gh-bvandevliet-betaflightmcp · otherConnects to Betaflight flight controllers over USB serial for real-time sensor reads, CLI configuration, and expert PID tuning.1 starNo one-command install · Source
58422.557betaflight-mcpmcp · otherEnables AI assistants to control Betaflight flight controllers over serial via MSP and CLI, providing real-time sensor reads, full CLI access, and…1 starNo one-command install · Source
58522.557acedatacloud-mcpshorturlmcp · otherFree URL shortening with batch support (up to 10 URLs), permanent `surl.id` short links, zero credit consumption.1 starNo one-command install · Source
58622.557ojaskord-url-safety-validatormcp · otherURL safety assessment with SAFE/SUSPICIOUS/DANGEROUS verdicts using Google Web Risk, URLhaus, and PhishTank.1 starNo one-command install · Source
58722.557mbank-parser-mcpmcp · otherEnables parsing and filtering of mBank CSV operation exports locally. Supports data aggregation and querying through natural language, running…1 starNo one-command install · Source
58822.557open-compute-mcpmcp · otherModel-agnostic computer-use tools over MCP, enabling screen capture and automated actions (click, type, scroll) via natural language tool calls.1 starNo one-command install · Source
58922.557lu-eli-mcpmcp · otherEnables querying Luxembourg legislation metadata and full Akoma Ntoso text via ELI identifiers from Legilux open data.1 starNo one-command install · Source
59022.557realevents-mcpmcp · otherEnables creating and managing events on RealEvents, including listing public events, registering attendees, and updating event details, all from…1 starNo one-command install · Source
59122.557weavatrix-onlinemcp · otherProvides an online MCP overlay for Weavatrix Cloud and Enterprise, enabling sync, advisory refresh, and architecture contract pull with explicit…1 starNo one-command install · Source
59222.557usemycontextmcp · otherThe personal context layer for AI - one user owned profile plus files, read by any MCP client so you never re-introduce yourself.1 starNo one-command install · Source
59322.557cyanheads-reference-datamcp · otherLook up countries, timezones, elements, constants, HTTP status codes, units, and MIME types.1 starNo one-command install · Source
59422.557fifymcp · otherEnables transforming grounded AI answers into interactive information views such as comparisons, plans, checklists, timelines, and decision views…1 starNo one-command install · Source
59522.557gh-cyanheads-wsdotmcp · otherQuery Washington State DOT highway conditions, ferries, tolls, and border waits via MCP.1 starNo one-command install · Source
59622.557scavengemcp · otherEnables deterministic web evidence collection by inspecting a field (price or availability) on a web page and returning structured observations from…1 starNo one-command install · Source
59722.557ottasiamcp · otherFind where to watch any movie or TV show across 30 Asian and Middle Eastern streaming markets. Works with Netflix, Disney+ Hotstar, Shahid, Wavve…1 starNo one-command install · Source
59822.557mcp-a2ui-vegamcp · otherEnables creating and editing live, interactive dashboards with Vega-Lite charts via A2UI in MCP hosts, with dataset binding and reusable widgets.1 starNo one-command install · Source
59922.557signetmcp · otherA provider-neutral MCP human approval gateway that requires explicit confirmation before executing write operations, supporting adapters like Fastmail…1 starNo one-command install · Source
60022.557print-blocksmcp · otherEnables printing structured documents to ESC/POS thermal printers via a CUPS queue, with tools for printer info, print jobs, and template management.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