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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
310122.524t-rk-hukuku-mevzuat-mcpmcp · otherStatute & article text (mevzuat.gov.tr) and court decisions (UYAP Emsal, Council of State, Constitutional Court), with their citation, source, live…1 starNo one-command install · Source
310122.524nvlang-versomcp · otherRead Verso-generated documentation sites such as the Lean Language Reference via MCP.1 starNo one-command install · Source
310122.524ellmos-blender-use-mcpmcp · otherEnables headless Blender asset QA and FBX reimport verification for game and 3D asset pipelines, checking mesh count, material count, and naming…1 starNo one-command install · Source
310122.524corpusfmmcp · otherEnables AI assistants and automation to inspect, compare, and manage FileMaker schema artifacts via MCP, including exploring objects, tracing…1 starNo one-command install · Source
310122.524rfingadam-emc-regulationsmcp · otherProvides EMC/RF regulatory compliance data including FCC Part 15/18, CISPR standards, automotive EMC limits, immunity testing requirements, and…1 starNo one-command install · Source
310122.524weavatrix-refactormcp · otherProvides read-only code analysis and safe, reversible code refactoring with proven edit plans, previews, and rollback.1 starNo one-command install · Source
310122.524japan-real-estate-intelmcp · other| 地価トレンド予測 | 新宿区の5年後地価をAI予測。CAGR・投資シグナル付き | | 企業立地需要分析 | 名古屋市中区のオフィス・工場需要スコアを算出 | | ファミリー向け適性評価 | 横浜市西区の教育・安全・医療スコアを総合評価 | | ポートフォリオ最適化 |…1 starNo one-command install · Source
310122.524blzvi-asanamcp · otherFull-featured Asana integration with 80 tools covering tasks, projects, portfolios, goals, custom fields, and team management.1 starNo one-command install · Source
310122.524vk0dev-code-impactmcp · otherAnalyze TypeScript/JavaScript code dependencies and blast radius for proposed changes.1 starNo one-command install · Source
310122.524b-shields-cmxflowmcp · otherComposable cheminformatics pipelines for ligand preparation, clustering, virtual screening, and Bayesian optimization.1 starNo one-command install · Source
310122.524baby-daybookmcp · otherEnables interaction with Baby Daybook data through Firebase, allowing users to manage babies, activities, growth, sleep predictions, and more via…1 starNo one-command install · Source
310122.524proplinemcp · otherReal-time sports betting player props odds from 16 books with cross-book value and prop resolution.1 starNo one-command install · Source
310122.524felixgeelhaar-coverctlmcp · otherProvides domain-aware test coverage enforcement for Go projects.1 starNo one-command install · Source
310122.524analyzemcp · otherLet me evaluate the README content.1 starNo one-command install · Source
310122.524caldav-mcp-wrappermcp · otherEnables interacting with CalDAV calendars (like iCloud) through natural language, supporting reading and writing events.1 starNo one-command install · Source
310122.524gachi-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
310122.524iso20022-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
310122.524yiditumcp · otherI Ching hexagram analysis and geographic feng shui for Taiwan locations.1 starNo one-command install · Source
310122.524tickadoomcp · otherDiscover and book theatre, shows, events, and experiences in 700+ cities worldwide.1 starNo one-command install · Source
310122.524steam-trends-mcpmcp · otherTrack concurrent player counts and game momentum for any title on Steam via AI assistants.1 starNo one-command install · Source
310122.524reddit-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
310122.524mikusnuz-pexbotmcp · otherSimulated crypto trading with real-time Upbit prices and autonomous trading modes.1 starNo one-command install · Source
310122.524drawarch-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
310122.524cli-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
310122.524phil-s-st-mcpmcp · otherHooks AI to Sublime-Text1 starNo one-command install · Source
310122.524dorico-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
310122.524deterministic-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
310122.524valuescopemcp · 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
310122.524mcp-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
310122.524mcp-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
310122.524drama-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
310122.524acedata-hailuomcp · otherAI video generation through the Hailuo (MiniMax) model on the AceDataCloud platform.1 starNo one-command install · Source
310122.524acedata-klingmcp · otherAI video generation through the Kling model on the AceDataCloud platform.1 starNo one-command install · Source
310122.524acedata-wanmcp · otherAI video generation through the Wan model on the AceDataCloud platform.1 starNo one-command install · Source
310122.524haomingkoo-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
310122.524radiochron-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
310122.524withinfocus-tbamcp · otherAccess FIRST Robotics Competition team, event, and match data1 starNo one-command install · Source
310122.524mcp-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
310122.524lyrenthmcp · 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
310122.524quant-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
310122.524hac-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
310122.524mcp-wikidata-sparqlmcp · otherEnables querying Wikidata via SPARQL, with convenience tools for instances, subclasses, properties, and geo-spatial queries.1 starNo one-command install · Source
310122.524mcp-ted-eumcp · otherRetrieves Tenders Electronic Daily (EU public procurement) notices by publication number.1 starNo one-command install · Source
310122.524mcp-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
310122.524mcp-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
310122.524social-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
310122.524pipeworx-io-kitsumcp · otherQueries the Kitsu anime and manga catalogue for titles, episodes, and characters.1 starNo one-command install · Source
310122.524pipeworx-gdeltmcp · otherAccess the GDELT Project's global event and news data for geopolitical analysis and research.1 starNo one-command install · Source
310122.524pipeworx-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
310122.524bhagavad-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
310122.524igor-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
310122.524whatsonyourmind-modelforgemcp · otherDeterministic financial model factory for credit and structured finance with 14 Excel templates.1 starNo one-command install · Source
310122.524print-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
310122.524signetmcp · 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
310122.524mcp-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
310122.524ottasiamcp · 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
310122.524scavengemcp · 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
310122.524gh-cyanheads-wsdotmcp · otherQuery Washington State DOT highway conditions, ferries, tolls, and border waits via MCP.1 starNo one-command install · Source
310122.524fifymcp · otherEnables transforming grounded AI answers into interactive information views such as comparisons, plans, checklists, timelines, and decision views…1 starNo one-command install · Source
310122.524cyanheads-reference-datamcp · otherLook up countries, timezones, elements, constants, HTTP status codes, units, and MIME types.1 starNo one-command install · Source
310122.524usemycontextmcp · 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
310122.524weavatrix-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
310122.524realevents-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
310122.524lu-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
310122.524open-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
310122.524mbank-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
310122.524ojaskord-url-safety-validatormcp · otherURL safety assessment with SAFE/SUSPICIOUS/DANGEROUS verdicts using Google Web Risk, URLhaus, and PhishTank.1 starNo one-command install · Source
310122.524acedatacloud-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
310122.524farpymcp · otherVerified GPU compute for Blender rendering with signed receipts and proof.1 starNo one-command install · Source
310122.524vision-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
310122.524microfarm-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
310122.524ai-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
310122.524bridgisticmcp · otherProvides a secure MCP bridge to interact with WordPress sites via signed requests, scoped keys, and approval workflows.1 starNo one-command install · Source
310122.524mattjeff-orizn-visamcp · otherProvides visa requirement lookups for 39,585 passport-destination country pairs in 15 languages.1 starNo one-command install · Source
310122.524paceforge-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
310122.524mcp-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
310122.524eonik-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
310122.524voiceos-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
310122.524anyvm-org-anyvmmcp · otherControls BSD and Illumos VMs using natural language commands.1 starNo one-command install · Source
310122.524vibefixmcp · otherIntegrates with VibeFix bug bounty platform for browsing bounties, posting bugs, submitting fixes, and running diagnostics.1 starNo one-command install · Source
310122.524xiaojiou176-dealwatchmcp · otherLocal-first grocery price intelligence with a read-only MCP interface.1 starNo one-command install · Source
310122.524astockeventmcp · otherStructured A-share announcement event feed. 16 MCP tools, 13 event types.1 starNo one-command install · Source
310122.524paper-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
310122.524tableau-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
310122.524debary-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
310122.524rigor-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
310122.524csoai-org-eu-ai-act-compliance-mcpmcp · otherTools for assessing and documenting EU AI Act compliance requirements.1 starNo one-command install · Source
310122.524churncuemcp · otherProduction-oriented customer-retention intelligence that uses deterministic machine learning to predict churn and generate prioritized rescue reports…1 starNo one-command install · Source
310122.524session-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
310122.524flowproofmcp · 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
310122.524cavalry-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
310122.524godot-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
310122.524linkseekmcp · 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
310122.524sparrowdeskmcp · otherConnect to SparrowDesk using MCP and manage your tickets, knowledge base and more.1 starNo one-command install · Source
310122.524dsh-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
310122.524seo-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
310122.524hyeonu-cha-dotnet-coveragemcp · other.NET test coverage: run tests, parse Cobertura reports, find uncovered branches, and append tests.1 starNo one-command install · Source
310122.524formpilotmcp · 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

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