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

RankScoreComponentDescriptionEvidenceLast commitInstall
4801Unrankedbeyondcompare-mcpmcp · otherEnables file comparison, folder diffing, 3-way merging, folder sync, and scripted automation through MCP.No signals yetNo one-command install · Source
4802Unrankedamr-climate-atlas-mcpmcp · otherEnables on-demand querying of live NASA POWER weather anomalies and NCBI Pathogen Detection genomic antimicrobial-resistance data for causal analysis.No signals yetNo one-command install · Source
4803Unrankedhostgate-mcpmcp · otherEnables an MCP client to safely access selected local files and trusted executables with policy control, audit, and rollback via a Windows control…No signals yetNo one-command install · Source
4804Unrankedpaperpressmcp · otherProvides an MCP interface to detect a company's brand from a URL and render markdown into a branded PDF, including management of saved brand kits.No signals yetNo one-command install · Source
4805Unrankedtoolbox-mcpmcp · otherEnables name validation, arithmetic evaluation, shape identification from images, syllabus study material lookup, and graph-based route optimization…No signals yetNo one-command install · Source
4806Unrankedworkatastartup-mcpmcp · otherEnables AI assistants to query Y Combinator startup jobs and companies via the Work at a Startup platform, including advanced filters for skills…No signals yetNo one-command install · Source
4807Unrankedcoinugget-crypto-signalsmcp · otherProvides real-time cryptocurrency market signals including RSI, top gainers, price action, kimchi premium, market prices, and derivatives data from…No signals yetNo one-command install · Source
4808Unrankeddoctorverifymcp · otherEnables verification of Indian doctors by querying the National Medical Commission's Indian Medical Register for registration, profiles, and blacklist…No signals yetNo one-command install · Source
4809Unrankedresearch-with-sourcesmcp · otherEnables generating deterministic, cited research findings from caller-supplied source metadata and excerpts via a local-fixture MCP tool, supporting…No signals yetNo one-command install · Source
4810Unrankedmeeting-summary-mcpmcp · otherEnables automatic generation of structured meeting minutes from Feishu meeting links, date ranges, or arbitrary meeting transcripts, with summaries…No signals yetNo one-command install · Source
4811Unrankeddq-mcpmcp · otherEnables language models to run data-quality checks and profiling on local files, using dbt-style assertions like not_null, unique, relationships, and…No signals yetNo one-command install · Source
4812Unrankedvuln-mcp-appmcp · otherAn intentionally vulnerable, locally-runnable MCP security laboratory (a 'DVWA for MCP') used to evaluate a separate FYP security scanner.No signals yetNo one-command install · Source
4813Unrankedcompetitive-intelmcp · otherAutonomous competitive intelligence tracking competitors across LinkedIn, news, reviews, job postings, and regulatory signals, generating executive…No signals yetNo one-command install · Source
4814Unrankedezfacility-training-prep-mcpmcp · otherAutomatically gathers Salesforce deal facts and Gong call transcripts for a given account, compiles them into a training prep checklist, and flags any…No signals yetNo one-command install · Source
4815Unrankedclickup-mcp-fullmcp · otherEnables reading entire nested ClickUp subtask trees in a single call, plus task, list, folder, comment, tag, and time-tracking operations through…No signals yetNo one-command install · Source
4816Unrankedbloxberg-mcpmcp · otherEnables AI assistants to query bloxberg blockchain state, explore transactions and contracts via Blockscout, and verify Research Object Certificates…No signals yetNo one-command install · Source
4817Unrankedevm-mcp-auditormcp · otherEnables AI assistants to audit Solidity smart contracts for security vulnerabilities, fetch verified source code from block explorers, decode…No signals yetNo one-command install · Source
4818Unrankedhosted-mcp-apps-example-gallerymcp · otherEnables users to interact with a gallery of sample interactive MCP Apps, such as a budget allocator or cohort heatmap, by connecting a remote…No signals yetNo one-command install · Source
4819Unrankedimagegrain-mcpmcp · otherEnables applying deterministic film grain and analog adjustments to photos locally via natural language, with no uploads.No signals yetNo one-command install · Source
4820Unrankedpaperofficemcp · other357+ AI-powered tools for document processing, OCR, IDP, e-signatures, and knowledge graphs.No signals yetNo one-command install · Source
4821Unrankedcompoundpulse-proofmcp · otherA second opinion on any ticker, before you act. The case for it, the case against it, and the price that proves it wrong.No signals yetNo one-command install · Source
4822Unrankedsully-tarot-mcpmcp · otherEnables stateless tarot card draws for character-led readings, with support for single, three-card, and relationship spreads, and generates SullyOS…No signals yetNo one-command install · Source
4823Unrankedtext2dmcp · otherEnables AI assistants to procedurally generate, edit, quantize, and export 2D retro pixel art textures and tilesets for game development, with…No signals yetNo one-command install · Source
4824Unrankednowheremcp · otherEnables AI to explore real-world coordinates by simulating physical presence with sensory details like terrain, weather, sounds, and local knowledge…No signals yetNo one-command install · Source
4825Unrankedcrystallography-mcpmcp · otherEnables CIF inspection, d-spacing and powder pattern calculations, triacylglycerol polymorph fingerprinting, and structure comparison through…No signals yetNo one-command install · Source
4826Unrankedmini-mcp-demomcp · otherEnables local tool calling over Model Context Protocol via stdio, providing deterministic tools such as calc.add, text.word_count, and…No signals yetNo one-command install · Source
4827Unrankedbilibili-video-reader-mcpmcp · otherEnables retrieving Bilibili video metadata, part lists, and timestamped official/AI subtitle transcripts through MCP tools, without downloading…No signals yetNo one-command install · Source
4828Unrankedbenteigland11-cartographmcp · otherGeospatial data analysis and map generation from natural language queries.No signals yetNo one-command install · Source
4829Unrankedscanmalwaremcp · otherScans URLs for malware, phishing, and security threats using ScanMalware.com.No signals yetNo one-command install · Source
4830Unrankedfahali-mcpmcp · otherMarket-intelligence MCP: 18 detection engines over 9,200+ instruments with calibrated uncertainty and outcome-verified provenance. Informational only…No signals yetNo one-command install · Source
4831Unrankedbounce-watch-mcpmcp · otherTracks buying and momentum signals for companies, such as funding rounds, senior hires, office openings, customer wins, and partnerships, with each…No signals yetNo one-command install · Source
4832Unrankedexcelmcp · otherEnables MCP clients to create and manipulate Excel workbooks programmatically, including sheets, cell data, formatting, formulas, charts, and pivot…No signals yetNo one-command install · Source
4833Unrankedrostermcp · otherEnables querying your team's work (stats, overdue, workload, active members, etc.) via natural language, scoped to your department with read-only…No signals yetNo one-command install · Source
4834Unrankedtank-fight-mcpmcp · otherServes the canonical Tank Fight specification, enabling clients to query game parameters, maze layouts, and rules via MCP tools.No signals yetNo one-command install · Source
4835Unrankedsrp-tariffmcp · otherEnables exact residential electricity rates and itemized bills for Salt River Project, computed from filed tariffs with citations, via tools for…No signals yetNo one-command install · Source
4836Unrankedsamsung-stremio-spotify-mcpmcp · otherA personal viewing assistant for Samsung TV that integrates Stremio, Spotify, and optional Trakt, allowing natural language control to find, queue…No signals yetNo one-command install · Source
4837Unrankedindianrailwaysmcpmcp · otherEnables AI assistants to query real-time Indian Railways data including train schedules, live status, PNR status, seat availability, fares, and coach…No signals yetNo one-command install · Source
4838Unrankedqiao-mcpmcp · otherEnables AI assistants to interact with bridge structural analysis software for modeling, construction stages, and code checking.No signals yetNo one-command install · Source
4839Unrankedpshare-share-mcpmcp · otherEnables AI assistants to upload files and folders to a Pshare instance and generate share links, with support for optional password, TTL, and chunked…No signals yetNo one-command install · Source
4840Unrankedmcp-base64mcp · otherProvides tools to encode files to Base64 strings and decode Base64 content back to files, supporting both text and binary formats.No signals yetNo one-command install · Source
4841Unrankedgh-architectds-mathgraphsmcp · otherComputes and renders interactive math visualizations including function plots, geometry, histograms, regression curves, and hypothesis tests with…No signals yetNo one-command install · Source
4842Unrankedsolidworks-mcp-2mcp · otherDrives SolidWorks 2022 on Windows via COM to perform CAD operations like sketching, features, dimensioning, and mass property inspection from AI…No signals yetNo one-command install · Source
4843Unrankedcuttingtoolsai-mcpmcp · otherBrand-neutral carbide grade cross-reference for machining. One tool, grade_xref, returns catalog-verified comparable grades across manufacturers at…No signals yetNo one-command install · Source
4844Unrankedibanchecker-mcpmcp · otherIBAN validation, extraction, format specs, and BIC/SWIFT lookup tools for AI assistants, backed by ibanchecker.cash. Covers 90 countries; no IBAN data…No signals yetNo one-command install · Source
4845Unrankedvnyan-mcpmcp · otherEnables full control and observation of VNyan VTuber avatar software from any MCP client, including reading and writing parameters, triggers…No signals yetNo one-command install · Source
4846Unrankedload-planner-mcpmcp · otherEnables optimal freight-mode selection (air, sea-LCL, full container) by solving 3D bin-packing, cost optimization, and delivery-risk analysis behind…No signals yetNo one-command install · Source
4847Unrankedpls-touch-grass-mcpmcp · otherTracks how long you've been indoors, nags you to touch grass, detects frustration, and recommends nearby parks with live weather.No signals yetNo one-command install · Source
4848Unrankedcityflo-otp-mcp-2mcp · otherProvides on-time performance analysis for Mumbai North bus routes via tools for route summaries, late trip drill-down, and data quality reports. It…No signals yetNo one-command install · Source
4849Unrankedmemecoin-spottermcp · otherEnables read-only on-chain analysis to spot trending and new memecoin pools, evaluate rug risk, and surface early buyer wallets across Solana, Base…No signals yetNo one-command install · Source
4850Unrankeddeepseek-harness-baidu-netdisk-auditmcp · otherRead-only bridge that lets DeepSeek Harness audit Baidu Netdisk directories via official MCP, blocking downloads and writes.No signals yetNo one-command install · Source
4851Unrankedsw-toolbox-mcpmcp · otherA local MCP hub for SW Toolbox providing file-processing tools like image compression, conversion, PDF merging, and data utilities. It includes a free…No signals yetNo one-command install · Source
4852Unrankednaver-works-mcpmcp · otherEnables Hermes to query NAVER WORKS calendar, contacts, and organization directory through natural language, with read-only MCP tools supporting stdio…No signals yetNo one-command install · Source
4853Unrankedgroundlens-mcpmcp · otherEnables hallucination detection for AI assistants by providing tools to assess whether responses are grounded in source material or follow grounded…No signals yetNo one-command install · Source
4854Unrankedvibex-workflow-mcpmcp · otherEnables creating, inspecting, validating, publishing, and debugging VibeX DAG Workflows as source files, with run control and safe revision…No signals yetNo one-command install · Source
4855Unrankedunit-expert-mcpmcp · otherConverts common units for length, weight, temperature, area, and volume.No signals yetNo one-command install · Source
4856Unrankedkorture-hiring-mcpmcp · otherTransforms job descriptions into behavioral measurement briefs with evidence-based behavioral dimensions and interview questions.No signals yetNo one-command install · Source
4857Unrankedrain-checkmcp · otherEnables users to check whether an Australian field-service job can be worked at a location on a given day for a specific trade, using live weather…No signals yetNo one-command install · Source
4858Unrankedobsifymcp · otherLets AI assistants work on sensitive files by reasoning over schemas and masked output while deterministic local code handles raw data, never exposing…No signals yetNo one-command install · Source
4859Unrankedwedding30smcp · otherEnables AI assistants to draft wedding invitation websites by creating unpaid drafts, listing templates, and retrieving pricing information.No signals yetNo one-command install · Source
4860Unrankedadobe-premiere-pro-mcpmcp · otherOperates local Adobe Premiere Pro projects through MCP, exposing 284 tools for AI-driven video editing including timeline editing, effects, exports…No signals yetNo one-command install · Source
4861Unrankeddpfmcp · otherAI-powered data integration platform. Onboard users and run DPF data workflows.No signals yetNo one-command install · Source
4862Unrankedcircuitsnapmcp · otherEnables building and simulating electronic circuits by converting netlist descriptions or drawings into live CircuitJS1 simulation URLs.No signals yetNo one-command install · Source
4863Unrankedbayernwerk-mcpmcp · otherEnables interaction with Bayernwerk Netz's MAP and e-fix portals, providing tools to list and retrieve orders, documents, installer data, and more…No signals yetNo one-command install · Source
4864Unrankedclipspeed-mcpmcp · otherEnables turning any video into scored, captioned, ready-to-post vertical clips directly from your MCP client, with capabilities to download finished…No signals yetNo one-command install · Source
4865Unrankedcommonlands-mcpmcp · otherEnables lens selection, field of view calculation, Shopify product truth verification, and cart handling for Commonlands precision optics.No signals yetNo one-command install · Source
4866Unrankedtutu-mcp-proxymcp · otherMCP proxy for Tutu travel services: compacts tool descriptions, adds groundedness checks, supports mock and live modes.No signals yetNo one-command install · Source
4867Unrankedkvasir-legalmcp · otherVerifiable German, Austrian, Swiss and EU law: resolve citations to the wording in force, verify the citations a model produced against the official…No signals yetNo one-command install · Source
4868Unrankedtrelloaimcp · otherIntegrates Trello with Cursor AI via MCP, enabling AI to read, analyze, and manage Trello boards according to user-defined rules.No signals yetNo one-command install · Source
4869Unrankeddutch-property-contextmcp · otherEnables querying Dutch property context for an address, returning building, energy, neighborhood, environment, heritage, and school data from public…No signals yetNo one-command install · Source
4870Unrankeddutch-vehicle-contextmcp · otherProvides comprehensive Dutch vehicle information from license plate numbers, including APK inspection history, recalls, odometer checks, and other…No signals yetNo one-command install · Source
4871Unrankedsmart-appliance-mcpmcp · otherEnables discovery and control of smart appliances (TVs, media devices) on the local network through natural language, supporting providers like Roku…No signals yetNo one-command install · Source
4872Unrankedbrava-mcpmcp · otherEnables querying rare-variant, gene-based association results across ~1.2M individuals from 10 global biobanks, supporting phenome-wide scans…No signals yetNo one-command install · Source
4873Unrankedapk-docforgemcp · otherEnables local-first static and optional controlled dynamic analysis of Android APK artifacts, with provenance-aware downloads, Markdown reports, and…No signals yetNo one-command install · Source
4874Unrankedpbu-fsbu-mcpmcp · otherMCP-сервер для доступа к текстам российских стандартов бухгалтерского учёта (ПБУ и ФСБУ): поиск и получение пунктов с учётом дат, а также проекция на…No signals yetNo one-command install · Source
4875Unrankedprofitelligencemcp · otherFinancial intelligence: insider trades, SEC filings, 13F holdings, and market signals.No signals yetNo one-command install · Source
4876Unrankedmcp-ptmcp · otherProvides AI assistants with live tools for Portuguese public data including fuel prices, weather, postal codes, statistics, and open data.No signals yetNo one-command install · Source
4877Unrankedokf-onsmcp · otherEnables discovery and selection of ONS datasets using a frozen metadata bundle, providing bounded access to dataset descriptions, dimensions, and…No signals yetNo one-command install · Source
4878Unrankedsayall-mcpmcp · otherProvides read-only access to local voice-to-text transcription history from the SayAll wireless mic app on macOS. Enables MCP-compatible assistants to…No signals yetNo one-command install · Source
4879Unrankedfiscusmcp · otherProvides curated US economic data from Treasury, FRED, BLS, BEA, and other sources through an MCP interface. Enables querying economic series…No signals yetNo one-command install · Source
4880Unrankedcomfyui-local-mcpmcp · otherEnables MCP clients to generate images using local ComfyUI with FLUX.2 Klein models optimized for Apple Silicon, plus model management and system…No signals yetNo one-command install · Source
4881Unrankedglm4v-mcpmcp · otherEnables to analyze images using GLM-4V vision model via the MCP protocol, supporting local file paths and Data URLs.No signals yetNo one-command install · Source
4882Unrankedcryptodata-mcpmcp · otherDelivers real-time crypto market microstructure, derivatives, order flow CVD/OI regime classification, fear & greed sentiment, and whale tracking…No signals yetNo one-command install · Source
4883Unrankedpolar-cloud-mcpmcp · otherEnables generating 3D models, slicing them with Polar Cloud defaults, and queuing prints from MCP clients.No signals yetNo one-command install · Source
4884Unrankedgarmin-chinamcp · otherEnables users to access and analyze Garmin China fitness and health data, including activities, recovery, trends, and weather heat stress, through 55…No signals yetNo one-command install · Source
4885Unrankedcommander-workshop-mcpmcp · otherLocal-first Commander deck planning, inventory fulfillment, and budget upgrades for Magic: The Gathering. Build, compare, price, and improve decks…No signals yetNo one-command install · Source
4886Unrankedqwen-image-mcpmcp · otherEnables text-to-image generation using Alibaba Cloud's Qwen-Image models, supporting both synchronous and asynchronous modes with configurable…No signals yetNo one-command install · Source
4887Unrankedtheyahia-getcoursemcp · otherIntegrates with GetCourse LMS for user management and deals.No signals yetNo one-command install · Source
4888Unrankedhellotimemcp · otherOfficial public knowledge base for HelloTime workforce management — query plans, features, and regional payroll capabilities.No signals yetNo one-command install · Source
4889Unrankedalyiox-clickhousemcp · otherRead-only ClickHouse integration for metadata exploration, parameterized queries, and plan analysis.No signals yetNo one-command install · Source
4890Unrankeddutch-tax-income-calculator-mcpmcp · otherEnables Dutch income tax calculations: converts gross to net salary, net to gross, compares multiple salary scenarios, and provides tax bracket data…No signals yetNo one-command install · Source
4891Unrankedcodex-ask-usermcp · otherEnables Codex to clarify requirements via native MCP elicitation controls, supporting single/multiple-choice and free-text questions with recommended…No signals yetNo one-command install · Source
4892Unrankedai-multimodal-campaign-architectmcp · otherEnables to plan, write, illustrate, and voice a full marketing campaign through an MCP pipeline that generates copy, moodboards, voiceovers, and…No signals yetNo one-command install · Source
4893Unrankedesp32-cyd-wi-fi-analyzer-mcpmcp · otherEnables AI assistants to scan and analyze nearby Wi-Fi networks for security vulnerabilities, control an ESP32-CYD device's display and RGB LED, and…No signals yetNo one-command install · Source
4894Unrankedtaiwan-pt-mcpmcp · otherEnables AI assistants to query Taiwan physical therapy evidence, clinical guidelines, and regulations, avoiding fabrication of rehabilitation advice.No signals yetNo one-command install · Source
4895Unrankedknowcoder-mcpmcp · otherTurns deep-research questions into reusable, source-grounded Workspaces with review checkpoints and background tasks, enabling structured research and…No signals yetNo one-command install · Source
4896Unrankedrulegraphmcp · otherRule-based arbitration for conflicting AI tool suggestions — resolves disagreements between tools using a structured rule graph.No signals yetNo one-command install · Source
4897Unrankednotarizemcp · otherSigned AI content provenance with PII scrubbing — timestamps and signs AI-generated outputs for EU AI Act and FTC compliance.No signals yetNo one-command install · Source
4898Unrankedfoghornmcp · otherArchitectural decision tracker with staleness detection — records decisions and alerts when code changes invalidate them.No signals yetNo one-command install · Source
4899Unrankedcryptotaxedgemcp · otherUS tax classification for on-chain transactions: tx hash in → canonical category, tax treatment, confidence, and review flags out. 80+ chains.No signals yetNo one-command install · Source
4900Unrankedrunwaymcpmcp · otherrunwayMCP enables job seekers to evaluate US job postings by automatically checking a company's H-1B sponsorship history using real USCIS data…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