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

RankScoreComponentDescriptionEvidenceLast commitInstall
5801Unrankedimmo-mcpmcp · otherAnalyzes French real-estate market using open data sources like DVF transactions, DPE certificates, and risk data.No signals yetNo one-command install · Source
5802Unrankedyek-mcpmcp · otherEnables natural language querying of the Turkish Manuscript Institution's catalog of 674,000+ manuscripts, allowing AI-assisted browsing and…No signals yetNo one-command install · Source
5803Unrankedveragent-mcpmcp · otherEnables checking trust of MCP tools before installation, listing trusted tools, and scoring MCP stacks via the Veragent trust registry.No signals yetNo one-command install · Source
5804Unrankedsidneybissoli-senado-br-mcpmcp · otherAccess Brazilian Federal Senate open data including legislators, bills, and votes.No signals yetNo one-command install · Source
5805Unrankedsangfor-mcp-workflowmcp · otherAutomates three core workflows for Sangfor Engineer: project all-in-one (Excel to guide to validation to report), equipment health check, and Obsidian…No signals yetNo one-command install · Source
5806Unrankedtokenslim-mcpmcp · otherProvides context compression via the tokenslim engine, enabling MCP hosts to reduce token usage while preserving key information. Offers compress…No signals yetNo one-command install · Source
5807Unrankedmcp-gwansangmcp · otherExtracts deterministic facial features from photos locally using MediaPipe, returning structured JSON with measurements like face shape ratios and…No signals yetNo one-command install · Source
5808Unrankedblib-houdini-bridgemcp · otherEnables AI assistants and CLI tools to read and control Houdini scenes with a safety model that separates read and write operations.No signals yetNo one-command install · Source
5809Unrankedmepsopti-sproutmcp · otherModel-tiered content pipeline where cheap models seed drafts and expensive models verify quality.No signals yetNo one-command install · Source
5810Unrankedsprout-mcpmcp · otherA model-tiered content pipeline that routes tasks to the appropriate AI model tier (Haiku, Sonnet, Opus) to optimize cost and quality, with provenance…No signals yetNo one-command install · Source
5811Unrankedretroachievements-mcpmcp · otherEnables querying and managing RetroAchievements data, including user profiles, achievements, game info, and site rankings through natural language.No signals yetNo one-command install · Source
5812Unrankedrizomuv-mcpmcp · otherEnables natural language control of RizomUV for UV unwrapping tasks, including loading, cutting, unfolding, packing, and saving meshes via both live…No signals yetNo one-command install · Source
5813Unrankedembedforgemcp · otherEnables AI-driven embedded development: generate, build, flash, and debug firmware using natural language commands through MCP.No signals yetNo one-command install · Source
5814Unrankedsmishing-stop-mcpmcp · otherAnalyzes suspicious messages to detect smishing, messenger phishing, and voice phishing attempts, providing risk assessment, evidence, and action…No signals yetNo one-command install · Source
5815Unrankeddaedalus-cryptographymcp · otherPython cryptography library tools for encryption, hashing, and digital signatures.No signals yetNo one-command install · Source
5816Unrankedknossosmcp · otherEnables remote filesystem and CLI access to a Windows machine over LAN through MCP, with file read/write and command execution capabilities.No signals yetNo one-command install · Source
5817Unrankedcapytailmcp · otherCapytail is a local MCP capability router that selects relevant skills before loading context, enabling efficient routing without executing or loading…No signals yetNo one-command install · Source
5818Unrankeddemeter-mcpmcp · otherMCP bridge for Demeter/Artemis EXAFS fitting. Enables headless fits, building Artemis projects, generating LaTeX reports, and launching the Artemis…No signals yetNo one-command install · Source
5819Unrankedmaximo-jobplanmcp · otherEnables natural language interactions for creating, querying, updating, and deleting job plans in IBM Maximo.No signals yetNo one-command install · Source
5820Unrankedvideo-probe-mcpmcp · otherInspect local video and audio files with ffprobe, returning structured metadata such as format, duration, bitrate, and stream info.No signals yetNo one-command install · Source
5821Unrankedgoodvatmcp · otherEnables AI assistants to answer tax compliance questions (VAT, sales tax, GST) and validate EU VAT numbers in real time via the VIES registry.No signals yetNo one-command install · Source
5822Unrankedcompany-reconcilemcp · other模糊匹配两份表格中的公司名称和日期,输出已匹配、待复核和未匹配三种结果,便于数据对账。No signals yetNo one-command install · Source
5823Unrankedtoss-invest-mcpmcp · otherEnables MCP clients to read Toss Securities market data and account info, and optionally place real-money orders.No signals yetNo one-command install · Source
5824Unrankedbbagentmcp · otherAutonomous ESPN Fantasy Baseball manager that optimizes lineups, handles waivers, and proposes trades using live stats.No signals yetNo one-command install · Source
5825Unrankedzoho-crm-mcpmcp · otherProvides live Zoho CRM data access via MCP tools, enabling queries on modules, records, fields, and related lists without syncing data.No signals yetNo one-command install · Source
5826Unrankedmcp-adfmcp · otherEnables interaction with Azure Data Factory instances, allowing users to list, read, create, update, and trigger pipelines, datasets, linked services…No signals yetNo one-command install · Source
5827Unrankedjira-attachment-mcpmcp · otherFetches Jira attachments and returns them inline (for small images) or as local paths for larger files and other types, enabling AI models to access…No signals yetNo one-command install · Source
5828Unrankedgtorreal-budamcp · otherLive cryptocurrency exchange data from Buda.com for Chile, Colombia, and Peru.No signals yetNo one-command install · Source
5829Unrankedsatsignal-mcpmcp · otherEnables tamper-evident anchoring of file, text, or JSON hashes to the BSV blockchain via MCP tools, with verification and lookup capabilities.No signals yetNo one-command install · Source
5830Unrankedai-delivery-mcpmcp · otherAutomates task delivery by providing tools for running delivery workflows, creating merge requests, updating Jira issues, and generating release…No signals yetNo one-command install · Source
5831Unrankedsafesign-mcpmcp · otherAnalyzes contracts for safety score and risk assessment, identifying dangerous clauses and dispute patterns, with recommendations for improvements.No signals yetNo one-command install · Source
5832Unrankeddocument-converter-mcpmcp · otherConverts documents between Markdown, PDF, DOCX, and HTML locally with AI-friendly Markdown output and secure file access.No signals yetNo one-command install · Source
5833Unrankeddocscanner-mcpmcp · otherProvides lightweight documentation review tools including issue detection, readability scoring, style checking, and document summarization for…No signals yetNo one-command install · Source
5834Unrankedopenwrt-mcpmcp · otherProvides full administrative control of OpenWRT routers via SSH, with a preview-confirm safety model for mutating operations.No signals yetNo one-command install · Source
5835Unrankedfinhaymcp · otherVietnamese securities market data and portfolio management for AI assistants.No signals yetNo one-command install · Source
5836Unrankedsaicharanrajoju-letsworkmcp · otherReal-time collaborative coding via MCP enabling two developers to share one codebase.No signals yetNo one-command install · Source
5837Unrankedsajumcpmcp · otherCalculates saju (four pillars) for a given birth year, month, day, hour, minute, and gender. Returns a compact or markdown string with the results…No signals yetNo one-command install · Source
5838Unrankedmcp-taiyimcp · otherCalculates Taiyi Shenshu (太乙神數) based on a given datetime and returns structured text and a board PNG image.No signals yetNo one-command install · Source
5839Unrankedmcp-qimenmcp · otherEvaluates Qimen Dunjia divination for a given date and time, returning structured text and a 9-palace PNG chart.No signals yetNo one-command install · Source
5840Unrankedliurenmcp · otherEnables 大六壬 divination by computing the chart (三傳, 四課, etc.) and generating a 天地盤 PNG from a given datetime.No signals yetNo one-command install · Source
5841Unrankedmcp-biorhythmmcp · otherComputes biorhythm values (physical, emotional, intellectual) and generates a PNG chart showing sine curves based on birth date and optional target…No signals yetNo one-command install · Source
5842Unrankedmcp-qrmcp · otherGenerates QR code PNG images from text or URLs with customizable options like size, color, and error correction level.No signals yetNo one-command install · Source
5843Unrankedpython-repl-mcpmcp · other一个基于MCP的Python REPL服务器,支持多会话管理、代码执行、历史记录回放和包安装,为AI提供Python解释器能力。No signals yetNo one-command install · Source
5844Unrankedai-travel-planner-mcpmcp · otherAn AI-powered travel planning assistant that fetches live weather, generates packing suggestions, and provides travel recommendations.No signals yetNo one-command install · Source
5845Unrankedexchange-rate-mcpmcp · otherEnables users to retrieve the latest USD/KRW exchange rate and receive user-friendly responses in Korean.No signals yetNo one-command install · Source
5846Unrankedxarticle-mcpmcp · otherEnables saving X (Twitter) Articles as Obsidian-faithful Markdown files with locally downloaded images and videos.No signals yetNo one-command install · Source
5847Unrankedtaiwan-data-mcpmcp · other讓AI助理直接查詢台灣公開資料,包括公司登記、詐騙查核與實價登錄,資料即時且附來源連結。No signals yetNo one-command install · Source
5848Unrankedpm-copilot-mcpmcp · otherAn AI-powered Product Management Operating System that provides tools for PRDs, user stories, prioritization, competitor analysis, roadmaps, KPIs…No signals yetNo one-command install · Source
5849Unrankeddisk-space-mcpmcp · otherEnables checking and validating disk space usage via a single tool, reporting total, used, and available space with optional free space thresholds.No signals yetNo one-command install · Source
5850Unrankedn0s1-mcpmcp · otherEnables AI assistants to scan multiple services and local filesystems for leaked secrets using n0s1 secret-scanning capabilities.No signals yetNo one-command install · Source
5851Unrankedsatrack-create-projectmcp · otherEnables project creation with validated flow and automatic registration via MCP, supporting scaffold, bootstrap, and validation tools.No signals yetNo one-command install · Source
5852Unrankeddev-team-mcpmcp · otherAutonomous AI software development pipeline that transforms tickets into production-ready code through planning, coding, testing, reviewing, and…No signals yetNo one-command install · Source
5853Unrankedforex-predict-mcpmcp · otherProvides XGBoost-based directional predictions (UP/DOWN) for EURUSD and GBPUSD forex pairs via MCP tools, including feature extraction and signal…No signals yetNo one-command install · Source
5854Unrankedmcp-spring-boot-toolkitmcp · otherProvides tools and guides for Spring Boot development including code generation, security audit, and query optimization.No signals yetNo one-command install · Source
5855Unrankedwedding-manager-mcpmcp · otherEnables users to manage wedding preparation tasks including timeline generation, budget review, vendor quote comparison, role assignment briefs, and…No signals yetNo one-command install · Source
5856Unrankedimg-src-iomcp · otherUpload, transform, and deliver images through the img-src.io Image CDN.No signals yetNo one-command install · Source
5857Unrankedweather-checkermcp · otherEnables real-time weather lookup for any location via MCP, returning concise summaries from wttr.in.No signals yetNo one-command install · Source
5858Unrankedgoogle-slides-mcpmcp · otherConverts linear Markdown documents into styled Google Slides presentations with customizable themes and layouts.No signals yetNo one-command install · Source
5859Unrankedegnyte-large-file-managermcp · otherEnables downloading real binary files from Egnyte and uploading large files with chunked support, complementing the official Egnyte MCP connector.No signals yetNo one-command install · Source
5860Unrankedconqueror-s-hakimcp · otherPrioritizes tasks by eliminating distractions, returning a ranked shortlist based on a given goal.No signals yetNo one-command install · Source
5861Unrankedexcel-mcp-cleyropmcp · otherGenerates formatted Excel (.xlsx) files from user requests and deposits them into Cleyrop project data.No signals yetNo one-command install · Source
5862Unrankedirrationalmcp · otherAudits decisions for cognitive biases through an adversarial framework, exposing tools like analyze_decision, list_biases, and get_bias via MCP.No signals yetNo one-command install · Source
5863Unrankedparaglide-mcpmcp · otherEnables translation of i18n messages in Paraglide JS projects by serving small batches, validating translations against source structure, and saving…No signals yetNo one-command install · Source
5864Unrankedobsidian-regulatory-mcpmcp · otherProvides AI assistants with verified regulatory data from 850+ official sources across 50+ jurisdictions, enabling accurate compliance research.No signals yetNo one-command install · Source
5865Unrankedpagerduty-mcpmcp · otherEnables PagerDuty incident response operations including listing incidents, acknowledging and resolving incidents, looking up on-call schedules, and…No signals yetNo one-command install · Source
5866Unrankedpptx-minio-mcpmcp · otherEnables PowerPoint presentation generation and uploading to MinIO storage, returning presigned download links.No signals yetNo one-command install · Source
5867Unrankedpokemon-mcpmcp · otherProvides accurate Pokemon data and Gen 9 damage calculation tools including stats, moves, type effectiveness, damage calculations, and accuracy checks…No signals yetNo one-command install · Source
5868Unrankeddisclos-article-50mcp · otherGenerates EU AI Act Article 50 transparency disclosures for AI features, in all 24 EU languages, with copy-paste HTML snippets and determines which…No signals yetNo one-command install · Source
5869Unrankeddiario-oficial-mcpmcp · otherDownloads the Colombian Diario Oficial daily PDF from the Imprenta Nacional public consultation portal, providing tools to list recent editions and…No signals yetNo one-command install · Source
5870Unrankedmcp-hello-pymcp · otherGreets users in Korean by name, supporting single and multiple recipients.No signals yetNo one-command install · Source
5871Unrankedmcp-ip2locationmcp · otherEnables AI assistants to perform IP geolocation, proxy detection, and domain WHOIS lookups using IP2Location.io and IP2WHOIS data.No signals yetNo one-command install · Source
5872Unrankedmcp-based-weather-information-systemmcp · otherProvides current weather information for any location and generates AI-powered responses using Google Gemini through FastMCP.No signals yetNo one-command install · Source
5873Unrankedbitmap-mcpmcp · otherProvides real-time Bitcoin on-chain data including Bitmap districts, Ordinals inscriptions, Runes, sat rarity, block details, and current fees via the…No signals yetNo one-command install · Source
5874Unrankedtableau-mcpmcp · otherEnables AI applications to interact with Tableau through tools for querying data, exploring content, and retrieving views.No signals yetNo one-command install · Source
5875Unrankeddepsguard-mcpmcp · otherAI-powered dependency vulnerability and breaking change analyzer that scans dependencies, identifies vulnerabilities via OSV.dev, and uses AI to…No signals yetNo one-command install · Source
5876Unrankeddisclos-eu-ai-actmcp · otherLets AI assistants classify an AI system under the EU AI Act, returning risk tier, obligations, and deadlines based on a plain-English description of…No signals yetNo one-command install · Source
5877Unrankedjolt-transform-webmcp · otherBazaarvoice JOLT transformation capabilities via MCP.No signals yetNo one-command install · Source
5878Unrankedblackwell-bank-card-hub-mcpmcp · otherEnables users to explore and manage banking card features including product discovery, comparison, eligibility checks, spend insights, merchant…No signals yetNo one-command install · Source
5879Unrankedbouncermcp · otherStatic compliance-controls checker that verifies regulatory required controls exist in code, running deterministic rule packs via MCP tools for…No signals yetNo one-command install · Source
5880Unrankedmcp-leave-managementmcp · otherSimulates a leave management workflow for employees and managers, including leave application, balance checks, and approval processes.No signals yetNo one-command install · Source
5881Unrankedmenus-mcpmcp · otherRecommends dishes from a global cuisine knowledge base based on user preferences (keywords, cuisine, price, etc.) via weighted random selection with…No signals yetNo one-command install · Source
5882Unrankedmeok-vehicle-handover-mcpmcp · otherVehicle handover compliance toolkit for UK car-transport operators, enabling automatic NAMA grading, BVRLA Fair Wear & Tear classification…No signals yetNo one-command install · Source
5883Unrankedmeok-tacho-audit-mcpmcp · otherEnables UK haulage compliance managers to audit tachographs, drivers' hours, and DVSA OCRS scores, preventing red status and generating public inquiry…No signals yetNo one-command install · Source
5884Unrankedmeok-ev-recall-transport-mcpmcp · otherADR Class 9 compliance toolkit for UK car transporters moving damaged or recalled EVs, enabling automated risk classification, documentation, and…No signals yetNo one-command install · Source
5885Unrankedmeok-eu-platform-worker-mcpmcp · otherEnables compliance checking and risk forecasting for the EU Platform Workers Directive (2024/2831), including employment-status presumption…No signals yetNo one-command install · Source
5886Unrankedmeok-eu-ai-act-art-13-ifu-mcpmcp · otherGenerates EU AI Act Article 13 Instructions for Use (IFU) and provides a FRIA crosswalk, enabling providers to create transparency documentation…No signals yetNo one-command install · Source
5887Unrankedmeok-cra-art14-reporter-mcpmcp · otherEnables reporting of actively exploited vulnerabilities in compliance with EU CRA Article 14, generating ENISA and CSIRT payloads.No signals yetNo one-command install · Source
5888Unrankedmeok-bs7121-mcpmcp · otherProvides BS 7121 lift-plan compliance for UK crane and hiab operators including clause lookup, lift classification, CPA hire vs contract-lift triage…No signals yetNo one-command install · Source
5889Unrankedmeok-allmi-hiab-mcpmcp · otherEnables UK lorry-loader (HIAB) compliance management, including lift planning, operator/slinger card checks, thorough examinations, and delivery…No signals yetNo one-command install · Source
5890Unrankediso-42005-impact-mcpmcp · otherEnables AI impact assessments according to ISO/IEC 42005:2025, with built-in EU AI Act compliance and support for phases, categories, and assessment…No signals yetNo one-command install · Source
5891Unrankedcsoai-org-gods-eye-geospatial-mcpmcp · otherAdvanced geospatial analysis and satellite imagery processing tools.No signals yetNo one-command install · Source
5892Unrankedfirmware-attestation-mcpmcp · otherHardware trust layer for sovereign AI that attests firmware trust state and gates AI inference on verified results.No signals yetNo one-command install · Source
5893Unrankedcsoai-org-csrd-compliance-mcpmcp · otherTools for Corporate Sustainability Reporting Directive compliance and documentation.No signals yetNo one-command install · Source
5894Unrankedpro-se-uspto-mcpmcp · otherHelps independent inventors calculate USPTO fees, determine entity status, track patent deadlines, and understand procedural rules without needing an…No signals yetNo one-command install · Source
5895Unrankedmcp-veggiemcp · otherEnables tracking of weekly vegetable box deliveries, translating Danish produce names, providing USDA-sourced freshness data, generating zero-waste…No signals yetNo one-command install · Source
5896Unrankedcsoai-org-healthcare-fhir-mcpmcp · otherFHIR-based healthcare data integration and interoperability tools.No signals yetNo one-command install · Source
5897Unrankedcsoai-org-grammar-fix-ai-mcpmcp · otherAI tools for grammar correction, style improvement, and text clarity enhancement.No signals yetNo one-command install · Source
5898Unrankedcsoai-org-focus-timer-ai-mcpmcp · otherAI-assisted focus timer and productivity session management tools.No signals yetNo one-command install · Source
5899Unrankedcsoai-org-flashcard-ai-mcpmcp · otherTools for generating study flashcards and spaced repetition learning materials.No signals yetNo one-command install · Source
5900Unrankedcsoai-org-file-organizer-ai-mcpmcp · otherAI tools for organizing, categorizing, and managing file systems and directories.No signals yetNo 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