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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
310122.557felixgeelhaar-coverctlmcp · otherProvides domain-aware test coverage enforcement for Go projects.1 starNo one-command install · Source
310122.557analyzemcp · otherLet me evaluate the README content.1 starNo one-command install · Source
310122.557caldav-mcp-wrappermcp · otherEnables interacting with CalDAV calendars (like iCloud) through natural language, supporting reading and writing events.1 starNo one-command install · Source
310122.557gachi-datamcp · otherProvides Japanese station accessibility and hazard data via MCP tools, including toilet information, public toilet locations, and official hazard…1 starNo one-command install · Source
310122.557iso20022-evidence-pack-mcpmcp · otherCompiles ISO 20022 readiness findings, remediation diffs, and simulated bank responses into sealed, tamper-evident audit evidence packs with Ed25519…1 starNo one-command install · Source
310122.557yiditumcp · otherI Ching hexagram analysis and geographic feng shui for Taiwan locations.1 starNo one-command install · Source
310122.557tickadoomcp · otherDiscover and book theatre, shows, events, and experiences in 700+ cities worldwide.1 starNo one-command install · Source
310122.557steam-trends-mcpmcp · otherTrack concurrent player counts and game momentum for any title on Steam via AI assistants.1 starNo one-command install · Source
310122.557reddit-trends-mcpmcp · otherProvides Reddit discussion volume trends, growth rates, and top trending topics for any keyword, accessible via MCP tools and Python client.1 starNo one-command install · Source
310122.557mikusnuz-pexbotmcp · otherSimulated crypto trading with real-time Upbit prices and autonomous trading modes.1 starNo one-command install · Source
310122.557drawarch-mcpmcp · otherGenerates editable .drawio architecture diagrams from descriptions or reference images, with secure asset resolution, validation, and revision-based…1 starNo one-command install · Source
310122.557cli-marketmcp · otherServidor MCP para integrar la plataforma CLI MARKET con asistentes de IA. Permite gestionar productos, pedidos, clientes e inventario de tu tienda…1 starNo one-command install · Source
310122.557arcgis-pro-mcpmcp · otherLets AI assistants control a live ArcGIS Pro session through arcpy, including layer management, attribute queries, geoprocessing, symbology, and…1 starNo one-command install · Source
310122.557phil-s-st-mcpmcp · otherHooks AI to Sublime-Text1 starNo one-command install · Source
310122.557dorico-maestromcp · otherAn AI composition partner that remote-controls Steinberg Dorico through the Model Context Protocol, enabling composers to create, edit, play back, and…1 starNo one-command install · Source
310122.557deterministic-japanese-parser-mcpmcp · otherNon-AI deterministic Japanese parser that extracts intents, constraints, references, and execution order into structured Task Packets for safe…1 starNo one-command install · Source
310122.557valuescopemcp · otherStandardized DCF valuation engine for stocks (A-shares, Hong Kong, US, Japan). One run_dcf tool with an analyst-style two-phase flow: baseline…1 starNo one-command install · Source
310122.557mcp-ps-storemcp · otherEnables AI assistants to access a PlayStation Network account's gaming history, including playtime, trophies, and library, to provide personalized…1 starNo one-command install · Source
310122.557mcp-tool-security-inspectormcp · otherPerforms explainable, deterministic static analysis of MCP tool metadata to detect misleading instructions, concealed capabilities, and schema drift…1 starNo one-command install · Source
310122.557drama-mcp-servicemcp · otherThin Host Protocol Adapter between an MCP host and the Drama Plugin, exposing plugin tools via MCP with automatic discovery and secure routing.1 starNo one-command install · Source
310122.557acedata-hailuomcp · otherAI video generation through the Hailuo (MiniMax) model on the AceDataCloud platform.1 starNo one-command install · Source
310122.557acedata-klingmcp · otherAI video generation through the Kling model on the AceDataCloud platform.1 starNo one-command install · Source
310122.557acedata-wanmcp · otherAI video generation through the Wan model on the AceDataCloud platform.1 starNo one-command install · Source
310122.557haomingkoo-japan-seasons-mcpmcp · otherLive Japan seasonal travel — cherry blossom forecasts, autumn leaves, flower spots, fruit picking & festivals. 1,700+ GPS-tagged spots from Japan…1 starNo one-command install · Source
310122.557radiochron-mcpmcp · otherProvides AI assistants with local Wi-Fi diagnostics including connection history analysis, live signal sampling, and connectivity diagnosis. It…1 starNo one-command install · Source
310122.557withinfocus-tbamcp · otherAccess FIRST Robotics Competition team, event, and match data1 starNo one-command install · Source
310122.557mcp-outlook-calendarmcp · otherEnables interaction with Outlook / Microsoft 365 calendar, allowing users to list events, get event details, find meeting times, and access calendar…1 starNo one-command install · Source
310122.557lyrenthmcp · otheralso listed as lyrenth-mcpRead any public web page as a clean AIDocument: Markdown plus title, description, and structure, with navigation and boilerplate stripped. Reads…1 starNo one-command install · Source
310122.557phishunt-mcpmcp · otherProvides MCP tools to query the phishunt.io phishing feed, enabling domain checks, brand-specific phishing lists, delta syncs, and phishing-signal…1 starNo one-command install · Source
310122.557quant-desk-tradingview-mcpmcp · otherAnalyzes the instrument currently open on your TradingView chart using 311 published quantitative models and free market data, returning a…1 starNo one-command install · Source
310122.557hac-mcpmcp · otherProvides AI assistants with programmatic access to SAP Commerce Cloud's Hybris Administration Console (HAC), enabling automated FlexibleSearch…1 starNo one-command install · Source
310122.557mcp-wikidata-sparqlmcp · otherEnables querying Wikidata via SPARQL, with convenience tools for instances, subclasses, properties, and geo-spatial queries.1 starNo one-command install · Source
310122.557mcp-ted-eumcp · otherRetrieves Tenders Electronic Daily (EU public procurement) notices by publication number.1 starNo one-command install · Source
310122.557mcp-owidmcp · otheralso listed as pipeworx-io-owidEnables access to Our World in Data charts and indicators through natural language queries via Pipeworx gateway.1 starNo one-command install · Source
310122.557mcp-opendata-canadamcp · otherEnables querying Canadian open data from the Canada CKAN catalogue (open.canada.ca) through a Pipeworx gateway.1 starNo one-command install · Source
310122.557social-signalmcp · otherProvides keyless tools to measure social media topic volume and account activity across Bluesky, Mastodon, Reddit, and Hacker News.1 starNo one-command install · Source
310122.557pipeworx-io-kitsumcp · otherQueries the Kitsu anime and manga catalogue for titles, episodes, and characters.1 starNo one-command install · Source
310122.557pipeworx-gdeltmcp · otherAccess the GDELT Project's global event and news data for geopolitical analysis and research.1 starNo one-command install · Source
310122.557pipeworx-io-bismcp · otherBank for International Settlements statistics — central bank rates, FX, banking, and credit data via the Pipeworx gateway.1 starNo one-command install · Source
310122.557bhagavad-gitamcp · otherEnables access to the Bhagavad Gita, a Hindu scripture, through natural language queries and integration with the Pipeworx MCP gateway.1 starNo one-command install · Source
310122.557igor-pro-bridgemcp · otherExposes a running Igor Pro instance to MCP clients, enabling command execution, wave data reading, compilation management, and launching/relaunching…1 starNo one-command install · Source
310122.557whatsonyourmind-modelforgemcp · otherDeterministic financial model factory for credit and structured finance with 14 Excel templates.1 starNo one-command install · Source
310122.557print-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
310122.557signetmcp · 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
310122.557mcp-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
310122.557ottasiamcp · 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
310122.557scavengemcp · 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
310122.557gh-cyanheads-wsdotmcp · otherQuery Washington State DOT highway conditions, ferries, tolls, and border waits via MCP.1 starNo one-command install · Source
310122.557fifymcp · otherEnables transforming grounded AI answers into interactive information views such as comparisons, plans, checklists, timelines, and decision views…1 starNo one-command install · Source
310122.557cyanheads-reference-datamcp · otherLook up countries, timezones, elements, constants, HTTP status codes, units, and MIME types.1 starNo one-command install · Source
310122.557usemycontextmcp · 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
310122.557weavatrix-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
310122.557realevents-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
310122.557lu-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
310122.557open-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
310122.557mbank-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
310122.557ojaskord-url-safety-validatormcp · otherURL safety assessment with SAFE/SUSPICIOUS/DANGEROUS verdicts using Google Web Risk, URLhaus, and PhishTank.1 starNo one-command install · Source
310122.557acedatacloud-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
310122.557betaflight-mcpmcp · otheralso listed as gh-bvandevliet-betaflightEnables 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
310122.557farpymcp · otherVerified GPU compute for Blender rendering with signed receipts and proof.1 starNo one-command install · Source
310122.557vision-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
310122.557microfarm-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
310122.557ai-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
310122.557bridgisticmcp · otherProvides a secure MCP bridge to interact with WordPress sites via signed requests, scoped keys, and approval workflows.1 starNo one-command install · Source
310122.557mattjeff-orizn-visamcp · otherProvides visa requirement lookups for 39,585 passport-destination country pairs in 15 languages.1 starNo one-command install · Source
310122.557paceforge-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
310122.557keel-hyperliquid-research-mcpmcp · otheralso listed as keel-hyperliquid-trading-strategiesHyperliquid research MCP — typed strategy composition, deterministic backtests on real market data, opt-in live execution.1 starNo one-command install · Source
310122.557mcp-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
310122.557eonik-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
310122.557dsh-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
310122.557dsh-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
310122.557voiceos-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
310122.557anyvm-org-anyvmmcp · otherControls BSD and Illumos VMs using natural language commands.1 starNo one-command install · Source
310122.557vibefixmcp · otherIntegrates with VibeFix bug bounty platform for browsing bounties, posting bugs, submitting fixes, and running diagnostics.1 starNo one-command install · Source
310122.557xiaojiou176-dealwatchmcp · otherLocal-first grocery price intelligence with a read-only MCP interface.1 starNo one-command install · Source
310122.557astockeventmcp · otherStructured A-share announcement event feed. 16 MCP tools, 13 event types.1 starNo one-command install · Source
310122.557paper-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
310122.557tableau-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
310122.557debary-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
310122.557rigor-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
310122.557csoai-org-eu-ai-act-compliance-mcpmcp · otherTools for assessing and documenting EU AI Act compliance requirements.1 starNo one-command install · Source
310122.557churncuemcp · otherProduction-oriented customer-retention intelligence that uses deterministic machine learning to predict churn and generate prioritized rescue reports…1 starNo one-command install · Source
310122.557nodel-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
310122.557session-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
310122.557meet-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
310122.557flowproofmcp · 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
310122.557cavalry-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
310122.557godot-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
310122.557linkseekmcp · 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
310122.557sparrowdeskmcp · otherConnect to SparrowDesk using MCP and manage your tickets, knowledge base and more.1 starNo one-command install · Source
310122.557dsh-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
310122.557seo-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
310122.557hyeonu-cha-dotnet-coveragemcp · other.NET test coverage: run tests, parse Cobertura reports, find uncovered branches, and append tests.1 starNo one-command install · Source
310122.557formpilotmcp · 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
310122.557barcoding-mcpmcp · otherEnables encoding 100+ barcode symbologies and decoding common 1D/2D formats, plus terminal QR codes.1 starNo one-command install · Source
310122.557xcode-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

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