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

RankScoreComponentDescriptionEvidenceLast commitInstall
60122.557whatsonyourmind-modelforgemcp · otherDeterministic financial model factory for credit and structured finance with 14 Excel templates.1 starNo one-command install · Source
60222.557igor-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
60322.557bhagavad-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
60422.557pipeworx-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
60522.557pipeworx-gdeltmcp · otherAccess the GDELT Project's global event and news data for geopolitical analysis and research.1 starNo one-command install · Source
60622.557pipeworx-io-kitsumcp · otherQueries the Kitsu anime and manga catalogue for titles, episodes, and characters.1 starNo one-command install · Source
60722.557social-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
60822.557mcp-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
60922.557pipeworx-io-owidmcp · otherOur World in Data charts and global indicators for querying development and health statistics via Pipeworx.1 starNo one-command install · Source
61022.557mcp-owidmcp · otherEnables access to Our World in Data charts and indicators through natural language queries via Pipeworx gateway.1 starNo one-command install · Source
61122.557mcp-ted-eumcp · otherRetrieves Tenders Electronic Daily (EU public procurement) notices by publication number.1 starNo one-command install · Source
61222.557mcp-wikidata-sparqlmcp · otherEnables querying Wikidata via SPARQL, with convenience tools for instances, subclasses, properties, and geo-spatial queries.1 starNo one-command install · Source
61322.557hac-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
61422.557quant-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
61522.557phishunt-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
61622.557lyrenth-mcpmcp · otherRead 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
61722.557lyrenthmcp · otherRead 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
61822.557mcp-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
61922.557withinfocus-tbamcp · otherAccess FIRST Robotics Competition team, event, and match data1 starNo one-command install · Source
62022.557radiochron-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
62122.557haomingkoo-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
62222.557acedata-wanmcp · otherAI video generation through the Wan model on the AceDataCloud platform.1 starNo one-command install · Source
62322.557acedata-klingmcp · otherAI video generation through the Kling model on the AceDataCloud platform.1 starNo one-command install · Source
62422.557acedata-hailuomcp · otherAI video generation through the Hailuo (MiniMax) model on the AceDataCloud platform.1 starNo one-command install · Source
62522.557drama-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
62622.557mcp-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
62722.557mcp-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
62822.557valuescopemcp · 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
62922.557deterministic-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
63022.557dorico-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
63122.557phil-s-st-mcpmcp · otherHooks AI to Sublime-Text1 starNo one-command install · Source
63222.557arcgis-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
63322.557cli-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
63422.557drawarch-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
63522.557mikusnuz-pexbotmcp · otherSimulated crypto trading with real-time Upbit prices and autonomous trading modes.1 starNo one-command install · Source
63622.557reddit-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
63722.557steam-trends-mcpmcp · otherTrack concurrent player counts and game momentum for any title on Steam via AI assistants.1 starNo one-command install · Source
63822.557tickadoomcp · otherDiscover and book theatre, shows, events, and experiences in 700+ cities worldwide.1 starNo one-command install · Source
63922.557yiditumcp · otherI Ching hexagram analysis and geographic feng shui for Taiwan locations.1 starNo one-command install · Source
64022.557iso20022-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
64122.557gachi-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
64222.557caldav-mcp-wrappermcp · otherEnables interacting with CalDAV calendars (like iCloud) through natural language, supporting reading and writing events.1 starNo one-command install · Source
64322.557analyzemcp · otherLet me evaluate the README content.1 starNo one-command install · Source
64422.557felixgeelhaar-coverctlmcp · otherProvides domain-aware test coverage enforcement for Go projects.1 starNo one-command install · Source
64522.557proplinemcp · otherReal-time sports betting player props odds from 16 books with cross-book value and prop resolution.1 starNo one-command install · Source
64622.557baby-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
64722.557b-shields-cmxflowmcp · otherComposable cheminformatics pipelines for ligand preparation, clustering, virtual screening, and Bayesian optimization.1 starNo one-command install · Source
64822.557vk0dev-code-impactmcp · otherAnalyze TypeScript/JavaScript code dependencies and blast radius for proposed changes.1 starNo one-command install · Source
64922.557blzvi-asanamcp · otherFull-featured Asana integration with 80 tools covering tasks, projects, portfolios, goals, custom fields, and team management.1 starNo one-command install · Source
65022.557japan-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
65122.557weavatrix-refactormcp · otherProvides read-only code analysis and safe, reversible code refactoring with proven edit plans, previews, and rollback.1 starNo one-command install · Source
65222.557rfingadam-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
65322.557corpusfmmcp · 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
65422.557pqc-khepra-mcpmcp · otherA sovereign compliance engine with 36,195 STIG/CCI/NIST/CMMC mappings and 76 tools, enabling AI assistants to scan systems, generate risk reports, and…1 starNo one-command install · Source
65522.557ellmos-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
65622.557nvlang-versomcp · otherRead Verso-generated documentation sites such as the Lean Language Reference via MCP.1 starNo one-command install · Source
65722.557postfadermcp · otherPostfader is an AI copilot for FL Studio. It lets MCP clients inspect running projects, measure bounces, and make verified mixer and plug-in changes…1 starNo one-command install · Source
65822.557t-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
65922.557hirmcp · otherCompiler introspection for the Hirð language (typed actors and effect rows on the BEAM): type inference, definition lookup, effect-row explanation, IR…1 starNo one-command install · Source
66022.557katto-mcpmcp · otherEnables creating and managing Katto video clipping jobs from any MCP client, turning long videos into scored, captioned 9:16 clips.1 starNo one-command install · Source
66122.557jeffaf-kivvmcp · otherAutomates academic paper discovery from arXiv with daily collection, relevance scoring, and summarization, providing personalized research feeds and…1 starNo one-command install · Source
66222.557mcp-fns-calcmcp · otherMCP-сервер налоговых/бухгалтерских калькуляторов ФНС + публичные фискальные статусы (самозанятый, ИП/ОКВЭД, дисквалификация, блокировки счетов). Волна…1 starNo one-command install · Source
66322.557handys11-projgraphmcp · otherProject dependency visualization with graph generation and analysis tools.1 starNo one-command install · Source
66422.557draftomcp · otherManages notes and notebooks in Drafto, a cross-platform note-taking app with offline-first sync.1 starNo one-command install · Source
66522.557fyi-mcpmcp · otherFYI request management with tools for requests, authorities, correspondence, sync, and health.1 starNo one-command install · Source
66622.557littleblakew-msds-chainmcp · otherProvides chemical safety intelligence including compatibility checks, hazard info, PPE, and compliance data.1 starNo one-command install · Source
66722.557dart-risk-mcpmcp · otherAnalyzes Korean DART (Financial Supervisory Service) public disclosures to detect unfair trading risk signals, enabling users to query and evaluate…1 starNo one-command install · Source
66822.557horizon-shield-kiramcp · otherAudits Japanese construction and renovation estimates for overcharge. Fair price ranges by work type, red flag checks for sales tactics, and signed…1 starNo one-command install · Source
66922.557traders-edge-mcpmcp · otherProvides a consolidated 0DTE options cockpit for SPX/SPXW, including chain, Greeks, dealer exposure, volatility term structure, and economic events…1 starNo one-command install · Source
67022.557simple-languagemcp · otherCode intelligence, debugging, build, test, and VCS tools for the Simple programming language.1 starNo one-command install · Source
67122.557isaacsim-mcpmcp · otherEnables AI assistants to control NVIDIA Isaac Sim by building scenes, loading assets, operating robots and humans, reading sensors, managing…1 starNo one-command install · Source
67222.557br0ski777-lorem-ipsummcp · otherGenerate placeholder text as paragraphs, sentences, or words.1 starNo one-command install · Source
67322.557mcp-vs-codemcp · otherEmbeds a self-hosted VS Code workbench in an MCP App, enabling collaborative editing, terminals, diagnostics, and commands in a shared workspace.1 starNo one-command install · Source
67422.557gemina-filetagmcp · otherTag, rename, and enrich PDFs and images with structured metadata and embedded file enrichment.1 starNo one-command install · Source
67522.557rfingadam-remote-accessmcp · otherProvides SSH and UART/serial remote access tools for executing commands on remote hosts, transferring files through SFTP, and communicating with…1 starNo one-command install · Source
67622.557missive-mcpmcp · otherConnects AI assistants to your Missive team inbox with 36 tools for managing contacts, conversations, drafts, tasks, and more, while ensuring safety…1 starNo one-command install · Source
67722.557eosl-mcpmcp · otherSource-backed hardware end-of-life (EOL/EOSL) lookups by part number for enterprise gear — support status, end-of-sale and end-of-support dates, with…1 starNo one-command install · Source
67822.5570rkz-byte-protocolmcp · otherByte Protocol data marketplace on Arbitrum — query publishers, subscriptions, and network stats via 10 tools.1 starNo one-command install · Source
67922.557samsung-reminder-mcpmcp · otherEnables reading and writing Samsung Reminder data locally, providing tools to list, create, update, delete, and manage reminders and categories via…1 starNo one-command install · Source
68022.557expertvagabond-suimcp · otherComprehensive Sui blockchain integration with wallet management, transactions, DeFi operations, staking, validator queries, and network utilities.1 starNo one-command install · Source
68122.557potassium-mcpmcp · otherA local MCP bridge between AI applications and the Potassium Roblox client.1 starNo one-command install · Source
68222.557sourcerightmcp · otherreference and citation validation, verification, enrichment, replacement and improvement1 starNo one-command install · Source
68322.557cyanheads-nhtsa-vehicle-safetymcp · otherVehicle safety data from NHTSA — recalls, complaints, crash ratings, investigations, and VIN decoding.1 starNo one-command install · Source
68422.557mcp-rncpmcp · otherEnables querying French national directories of professional certifications (RNCP/RS) for certification details, validity, competence blocks, and…1 starNo one-command install · Source
68522.557pm-minecraftmcp · otherEnables MCP clients to control a Minecraft survival character via Mineflayer, with a web UI, viewer, and custom TypeScript script execution.1 starNo one-command install · Source
68622.557dcc-mcp-shogunmcp · otherA local-first MCP adapter for Vicon Shogun Post that provides read-only inspection of motion-capture scenes, including subject markers and trajectory…1 starNo one-command install · Source
68722.557piers-fawkes-foddamcp · otherExpert-curated knowledge graphs for retail, beauty, and sports.1 starNo one-command install · Source
68823.374sunwood-ai-labs-documindmcp · otherParses through README documentation/project files on your local filesystem to guide development workflows.1 forkNo one-command install · Source
68923.374leobuskin-jetbrains-idemcp · otherBridges Large Language Models with JetBrains IDEs to enable intelligent code completion, automated refactoring, and context-aware documentation…1 forkNo one-command install · Source
69023.374joshuatanderson-factbookmcp · otherFetch information about a country from the CIA World Factbook1 forkNo one-command install · Source
69123.374alexmhoward3-supernotes-to-obsidianmcp · otherAutomates importing Supernotes exports into Obsidian daily notes, formatting content and adding wikilinks for seamless note migration.1 forkNo one-command install · Source
69223.374kevinlin-weathermcp · otherIntegrates with OpenWeather to retrieve and provide weather data.1 forkNo one-command install · Source
69323.374worldnine-textwell-write-toolmcp · otherIntegrates with Textwell on macOS to enable writing text in replace, insert, or append modes via a simple, focused interface.1 forkNo one-command install · Source
69423.374samsel-mac-volume-controllermcp · otherEnables macOS volume control via osascript, providing mute and unmute functionality for system audio management.1 forkNo one-command install · Source
69523.374shashwat001-langchain-integrationmcp · otherIntegrates Langchain with MCP tools.1 forkNo one-command install · Source
69623.374owayo-src-treemcp · otherGenerates source code directory trees using Python and pathspec for flexible path matching, enabling code analysis and project structure…1 forkNo one-command install · Source
69723.374zplannermcp · otherEnables creation and management of hierarchical project plans with task tracking, progress calculation, and visual reporting through a file-based…1 forkNo one-command install · Source
69823.374madebynando-linearmcp · otherIntegrates with Linear to enable AI-driven task automation and project tracking, offering functionality for creating and managing issues within…1 forkNo one-command install · Source
69923.374wricardo-gomcp · otherExposes Go documentation and package listing capabilities through 'go doc' and 'go list' commands, enabling efficient querying of official Go…1 forkNo one-command install · Source
70023.374blue7wings-jiramcp · otherIntegrates with JIRA to retrieve issue descriptions and custom field data for use with language models1 forkNo 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