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

RankScoreComponentDescriptionEvidenceLast commitInstall
3901Unrankedexpertvagabond-ibmcloudmcp · otherManage IBM Cloud resources through CLI commands via AI assistants.No signals yetNo one-command install · Source
3902Unrankedspendguard-aimcp · otherEnables FinOps teams to investigate cloud-spend anomalies, draft and approve savings actions, and simulate execution safely without affecting real…No signals yetNo one-command install · Source
3903Unrankedarrivia-recsmcp · otherProvides AI-driven, partner-aware travel recommendations with auditability, integrating member context and read-only partner policy rules.No signals yetNo one-command install · Source
3904Unrankedevidinvestmcp · other34 financial data and stock valuation tools — DCF, WACC, portfolio optimization, and SEC filings via AI.No signals yetNo one-command install · Source
3905Unrankeddsh-schema-migration-proofmcp · otherLets users inspect and verify content-addressed schema migration evidence offline, checking idempotence, reversible rollback, required invariants, and…No signals yetNo one-command install · Source
3906Unrankeddsh-loader-settlement-proofmcp · otherEnables verification of content-addressed settlement receipts for DSH Loader activation, injection closure, and tool schema settlement.No signals yetNo one-command install · Source
3907Unrankedquantum-suitability-validatormcp · otherAI triage for quantum computing proposals: screen projects for technical suitability before budget allocation.No signals yetNo one-command install · Source
3908Unrankedquantum-suitability-validator-mcpmcp · otherScreens quantum computing POC proposals using expert decision rules to produce auditable triage verdicts before escalation, budget allocation, or…No signals yetNo one-command install · Source
3909Unrankedgh-flywheelstudio-ulinkmcp · otherDeep linking for iOS, Android, and Flutter apps.No signals yetNo one-command install · Source
3910Unrankedmc-rp-assistant-mcpmcp · otherEnables reading, validating, and managing Minecraft resource packs, including structure checks, asset listing, pack comparison, and Modrinth queries.No signals yetNo one-command install · Source
3911Unrankedbalatro-codex-mcpmcp · otherAllows Codex desktop to control the Steam game Balatro via local STDIO MCP tools, exposing only constrained normal game actions without debugging or…No signals yetNo one-command install · Source
3912Unrankedpropravenmcp · otherProperty intelligence covering 180M+ US parcels with ownership, hazards, permits, and deeds.No signals yetNo one-command install · Source
3913Unrankedpassword-mcpmcp · otherGenerates strong passwords and evaluates password strength using zxcvbn, with uniform random sampling via Node's crypto.No signals yetNo one-command install · Source
3914Unrankedmukundakatta-streamparsemcp · otherParses partial, truncated, and messy JSON strings that standard parsers reject.No signals yetNo one-command install · Source
3915Unrankedgrok-imagine-mcpmcp · otherEnables AI image and video generation tasks (text-to-image, image-to-video, edit, upscale, etc.) via RunAPI, with support for polling and pricing…No signals yetNo one-command install · Source
3916Unrankedandr-analyse-lectorale-fran-aisemcp · otherRésultats des élections françaises 1999-2026 par bureau de vote, socio-démo INSEE et cartes.No signals yetNo one-command install · Source
3917Unrankedfno-intelligence-enginemcp · otherEnables AI coding assistants to ground on real D365 F&O AOT metadata locally and offline, preventing hallucinated X++ field names and Chain of Command…No signals yetNo one-command install · Source
3918Unrankedneovimmcpmcp · otherEnables AI clients to interact with Neovim buffers via MCP tools, providing buffer and cursor context.No signals yetNo one-command install · Source
3919Unrankedbr0ski777-token-safetymcp · otherCheck crypto token contract safety — honeypot detection, tax analysis, blacklist checks, and risk scoring powered by GoPlus.No signals yetNo one-command install · Source
3920Unrankedchurch-mcpmcp · otherProvides tools to access information about religious institutions and community services in Kenya, including Catholic dioceses, Protestant…No signals yetNo one-command install · Source
3921Unrankedtafsiri-mcpmcp · otherProvides translation and language resources for Kenyan languages including Swahili, Kikuyu, and Luo, with tools for glossaries, language guides, and…No signals yetNo one-command install · Source
3922Unrankedbr0ski777-prediction-marketsmcp · otherFetch Polymarket prediction market odds, probabilities, and volume.No signals yetNo one-command install · Source
3923Unrankedbr0ski777-pdf-generatormcp · otherGenerate PDFs from HTML or Markdown with custom page sizes, margins, and layout options.No signals yetNo one-command install · Source
3924Unrankedbr0ski777-orderbook-depthmcp · otherUniswap V3 pool liquidity depth analysis with price impact calculations at 1%, 2%, 5%, and 10% levels.No signals yetNo one-command install · Source
3925Unrankedbr0ski777-keyword-researchmcp · otherSEO keyword research using Google Suggest autocomplete, with intent classification and long-tail keyword discovery.No signals yetNo one-command install · Source
3926Unrankedbr0ski777-gas-oraclemcp · otherGet real-time gas prices, gwei tiers, and USD cost estimates for Base and Ethereum.No signals yetNo one-command install · Source
3927Unrankedbr0ski777-domain-intelligencemcp · otherRetrieve WHOIS records, DNS entries, and SSL certificate data for any domain in one call.No signals yetNo one-command install · Source
3928Unrankedbr0ski777-dex-quotesmcp · otherGet best swap quotes across Uniswap, SushiSwap, and Aerodrome on Base and Ethereum.No signals yetNo one-command install · Source
3929Unrankedbr0ski777-crypto-newsmcp · otherDelivers real-time cryptocurrency news with sentiment scores and token mention detection from CoinGecko and CryptoPanic.No signals yetNo one-command install · Source
3930Unrankedbr0ski777-color-palettemcp · otherGenerates harmonious color palettes using complementary, analogous, and triadic color theory from a seed color.No signals yetNo one-command install · Source
3931Unrankedbr0ski777-bridge-routesmcp · otherFinds optimal cross-chain bridge routes with fee breakdowns, estimated transfer times, and provider comparisons powered by LI.FI.No signals yetNo one-command install · Source
3932Unrankedbr0ski777-base64-codecmcp · otherEncode and decode base64 and URL-safe base64.No signals yetNo one-command install · Source
3933Unrankedbr0ski777-ai-summarizermcp · otherSummarizes text or URLs into key points with compression ratio and estimated reading time.No signals yetNo one-command install · Source
3934Unrankedgtmos-mcpmcp · otherRead-only CRM audit for HubSpot that scores data integrity and finds duplicate clusters and stalled revenue using your own token.No signals yetNo one-command install · Source
3935Unrankedoeradiomcp · otherAmateur radio tools with band plans, EIRP calculations, cable loss, antenna gains, and Austrian callsign lookup.No signals yetNo one-command install · Source
3936Unrankedacquis-mcpmcp · otherAcquis gives your assistant exact, verifiable access to EU digital regulation. Instead of paraphrasing from training data, it returns the verbatim…No signals yetNo one-command install · Source
3937Unrankedzcloak-xero-accounting-mcpmcp · otherEnables accountants to connect Xero, read accounting data, analyze, and execute controlled draft operations after explicit confirmation, with Xero as…No signals yetNo one-command install · Source
3938Unrankedcouncilof-aimcp · otherProvides AI governance and EU AI Act compliance through a council of 12 AIs, enabling risk management, transparency, bias detection, and content…No signals yetNo one-command install · Source
3939Unrankedpublic-data-portal-mcpmcp · otherEnables querying and scanning Korean public procurement and bidding data from multiple agencies (e.g., 나라장터, 방위사업청) through MCP tools, with…No signals yetNo one-command install · Source
3940Unrankedverified-ai-free-tiersmcp · otherVerified AI free-tier limits, quota comparisons, commercial-use verdicts and zero-cost workflows. Every entry carries a human-checked verification…No signals yetNo one-command install · Source
3941Unrankedwebsite-intelligence-providermcp · otherEnables deterministic bilingual website intelligence audits by URL, returning fixed English or Spanish findings without ever contacting the submitted…No signals yetNo one-command install · Source
3942Unrankedcontextboundary-gwmcp · otherSelf-hosted MCP gateway that applies deterministic, compiled policy to tool discovery, invocation, and outbound data flow, with no model in the…No signals yetNo one-command install · Source
3943Unrankedgraffiticodemcp · otherConnects AI assistants to Graffiticode's catalog of domain-specific language tools for creating assessments, spreadsheets, and flashcards.No signals yetNo one-command install · Source
3944Unrankedvibo-mcpmcp · otherEnables hosts and couples to plan event music using Vibo by browsing events, managing song requests, and exporting selections to Spotify/Apple Music…No signals yetNo one-command install · Source
3945Unrankedourfamilywizard-mcpmcp · otherEnables natural-language access to OurFamilyWizard for co-parenting messages, calendar, expenses, and journal.No signals yetNo one-command install · Source
3946Unrankedslugaudit-mcpmcp · otherEnables AI-assisted code audits by extracting signatures and dependencies from source files, tracking changes, and generating structured briefings for…No signals yetNo one-command install · Source
3947Unrankedaus-accounting-mcpmcp · otherEnables Australian computational accounting, including ATO small business benchmarks, Payday Super 2026 compliance, and Division 7A loan repayment…No signals yetNo one-command install · Source
3948Unrankedrustpad-mcpmcp · otherEnables an AI assistant to read and collaboratively edit Rustpad pads via the Model Context Protocol, using operational transformation for clean…No signals yetNo one-command install · Source
3949Unrankedpointmoon-mcpmcp · otherProvides sourced, current physical and environmental field-truth (weather, air quality, water, terrain, etc.) for any location, with provenance and…No signals yetNo one-command install · Source
3950Unrankedclingen-linkmcp · otherEnables querying ClinGen curated evidence for gene-disease validity, dosage, actionability, and variant pathogenicity via MCP tools.No signals yetNo one-command install · Source
3951Unrankedminervamcp · otherManages skills and profiles on disk and probes companion tools (bob, cortex, mcphub, etc.) over stdio MCP, enabling library operations and stack…No signals yetNo one-command install · Source
3952Unrankedcanvas-scholar-mcpmcp · otherEnables students to ask an AI assistant about their Canvas LMS data, including assignments, grades, missing submissions, discussions, and upcoming…No signals yetNo one-command install · Source
3953Unrankedseaser0-otc-pricingmcp · otherQuery Open Telekom Cloud service pricing and resource cost estimates via MCP.No signals yetNo one-command install · Source
3954Unrankeddomoai-mcpmcp · otherProvides a unified MCP interface for smart home automation, enabling device discovery, state management, energy optimization, and policy-aware plan…No signals yetNo one-command install · Source
3955Unrankedtraderspy-mcpmcp · otherConnect AI assistants to TraderSpy's live crypto futures data, including AI trading signals, smart money/whale tracking, market data, and read-only…No signals yetNo one-command install · Source
3956Unrankedvibedonatemcp · otherEnables peer-to-peer AI inference donation by exposing MCP tools to check node status and request capacity, with local-first compute sharing, consent…No signals yetNo one-command install · Source
3957Unrankedzetesismcp · otherEnables scientific due diligence by grading claims against public literature, clinical trials, and filings, with explicit citations and optional…No signals yetNo one-command install · Source
3958Unrankedavie-moneylover-mcpmcp · otherProvides tools to read Money Lover account data and add transactions, with features for previewing, duplicate detection, reconciliation, and safe…No signals yetNo one-command install · Source
3959Unrankedcognition-workbenchmcp · otherEnables local-first knowledge management for Codex, providing tools for guided discussions, contextual recall, review, and daily topics.No signals yetNo one-command install · Source
3960Unrankedmcp-eridmcp · otherИнструмент — «читалка/валидатор»: не размещает, не регистрирует и не маркирует рекламу. Ответ носит справочный характер и не является юридическим…No signals yetNo one-command install · Source
3961Unrankedmoonbridgemcp · otherEnables compatible MCP clients to invoke Kimi Code for second opinions, code reviews, and delegated coding tasks with structured results.No signals yetNo one-command install · Source
3962Unrankedleam-opt-mcpmcp · otherEnables engineers to convert antenna papers/diagrams and natural language specs into auditable, versionable HFSS Python modeling code, with optional…No signals yetNo one-command install · Source
3963Unrankedfootballcharts-mcpmcp · otherProvides AI assistants with live football data for 90+ leagues including tables, results, fixtures, model probabilities, and Monte Carlo season…No signals yetNo one-command install · Source
3964Unrankedgrowthkit-revenue-intelligencemcp · otherSales intelligence for DACH & EU SMEs — lead scoring, ICP fit, CRM enrichment & writeback.No signals yetNo one-command install · Source
3965Unrankedreddit-radar-mcpmcp · otherFind Reddit threads where your product genuinely fits, reconstruct the conversation, and gate every drafted reply against a claim boundary you define.No signals yetNo one-command install · Source
3966Unrankedtenova-swt3-witnessmcp · otherCryptographic AI witnessing and compliance toolkit for EU AI Act, NIST AI RMF, OWASP, and CMMC frameworks.No signals yetNo one-command install · Source
3967Unrankedcasino-mcpmcp · otherControl CASINO quantum Monte Carlo calculations: start a run, poll whether it is still running, stop it, list past jobs — and read CASINO's out file…No signals yetNo one-command install · Source
3968Unrankedexec-mcpmcp · otherEnables executing a single bounded remote shell command on a configured host, returning truncated stdout/stderr tails and an authoritative exec…No signals yetNo one-command install · Source
3969Unrankedslashvibemcp · otherSocial layer for AI coding - DMs, presence, discovery, and games between developers in their editors.No signals yetNo one-command install · Source
3970Unrankedbreedsim-mcpmcp · otherEnables interactive breeding program simulation and comparison via MCP, returning statistical distributions (mean, sd, CI) instead of single…No signals yetNo one-command install · Source
3971Unrankedretroweb-mcpmcp · otherEnables discovery of 1990s-early 2000s Japanese personal websites from web archives by replaying old discovery routes like directories and web rings…No signals yetNo one-command install · Source
3972Unrankedbag-epl-mcpmcp · otherEnables natural language queries about Swiss mandatory health insurance coverage for medications and medical devices using official BAG lists.No signals yetNo one-command install · Source
3973Unrankednomamcp · otherA read-only MCP gateway foundation for Korean public data, exposing bounded public-data capabilities to MCP clients with explicit provider isolation…No signals yetNo one-command install · Source
3974Unrankedrami-code-reviewmcp · otherReviews every PR for security, bugs, and performance, then fixes the findings through MCP, keeping you in control of what merges.No signals yetNo one-command install · Source
3975Unrankedcanvas-mcp-litemcp · otherEnables AI assistants to act as teaching assistants for Canvas LMS, allowing them to browse courses, read student submissions (including PDF/DOCX)…No signals yetNo one-command install · Source
3976Unrankedembedded-mcp-toolkitmcp · other基于MCP协议的嵌入式板卡远程管理工具,提供串口、SSH和本地PowerShell的交互能力,支持会话管理、一键登录等功能。No signals yetNo one-command install · Source
3977Unrankedremodeleriqmcp · otherCheck if a contractor's remodeling bid is fair — analyze a quote (fairness score + red flags), get 2026 cost estimates by city, and look up BLS trade…No signals yetNo one-command install · Source
3978Unrankedstate-machinemcp · otherEnables validating, simulating, and analyzing finite state machines via MCP tools for step execution, path finding, and schema inspection.No signals yetNo one-command install · Source
3979Unrankedautowhisper-mcpmcp · otherDrives an AI CMO to add products, generate on-brand content (UGC video, posts, images), approve, and publish across 30+ platforms via natural…No signals yetNo one-command install · Source
3980Unrankedpublic-company-reporting-window-findermcp · otherEnables users to look up public company earnings dates and reporting windows by providing identifiers like ticker, domain, or CIK. It returns fiscal…No signals yetNo one-command install · Source
3981Unrankedoffice365-mcpmcp · otherEnables multiple users to securely connect their own Microsoft 365 account and use natural language to manage Outlook mail, Teams, and…No signals yetNo one-command install · Source
3982Unrankedpersistent-terminal-mcpmcp · otherEnables persistent remote terminal sessions that survive dropped client connections, using pty-mcp and ai-tmux for interactive work and native OpenSSH…No signals yetNo one-command install · Source
3983Unrankedscimath-mcpmcp · otherEnables reliable engineering and scientific computation through tools for exact arithmetic, unit-aware formulas, calculus, linear algebra, statistics…No signals yetNo one-command install · Source
3984Unrankedzuar-portal-mcpmcp · otherEnables natural language management of Zuar Portal instances, including authoring HTML blocks, building pages, managing data sources, queries, themes…No signals yetNo one-command install · Source
3985Unrankedsmall-business-intelligence-mcpmcp · otherProvides free, zero-marginal-cost MCP tools for structured small business teardown, competitor analysis, review intelligence, and market opportunity…No signals yetNo one-command install · Source
3986Unrankedfopost-mcpmcp · otherEnables managing social media posts, accounts, and AI-powered content features from any MCP client, including scheduling, publishing, analysis, and AI…No signals yetNo one-command install · Source
3987Unrankedhealthchecks-io-mcpmcp · otherEnables AI assistants to interact with Healthchecks.io, allowing users to list, create, update, pause, resume, and delete checks, as well as view ping…No signals yetNo one-command install · Source
3988Unrankedadelaidasofia-financemcp · otherPersonal finance management via Plaid integration for account balances and transaction history.No signals yetNo one-command install · Source
3989Unrankedmermaid-ai-links-mcpmcp · otherEnables AI hosts to generate and open Mermaid diagram links in Markdown files, providing tools for syncing, listing, and injecting diagrams via the…No signals yetNo one-command install · Source
3990Unrankedlocal-budgetmcp · otherEnables local-first personal finance management through deterministic tools for importing, categorizing, and analyzing bank transactions.No signals yetNo one-command install · Source
3991Unrankedwyre-technology-kaseya-bmsmcp · otherManage Kaseya BMS PSA tickets, accounts, time entries, and contracts via MCP.No signals yetNo one-command install · Source
3992Unrankedoctura-solutions-site-toolsmcp · otherDeterministic Odoo ERP calculators: implementation, migration and upgrade cost, ROI and TCO, US/Canada/EU sales tax and VAT, Canadian payroll source…No signals yetNo one-command install · Source
3993Unrankedstromy-workflows-mcpmcp · otherHosted workflow discovery, validation, execution, and lifecycle facade for Stromy, with Entra ID role-based scoping and Azure Container Apps…No signals yetNo one-command install · Source
3994Unrankedbutterstackmcp · otherGrants AI assistants read/write access to your ButterStack game dev pipeline, including tasks, builds, asset approvals, and project status through…No signals yetNo one-command install · Source
3995Unrankedaaronsb-confluence-cloud-v2mcp · otherSession-based page editing, macro support, and navigation for Atlassian Confluence Cloud.No signals yetNo one-command install · Source
3996Unrankedheadcleanermcp · otherEnables document conversion to Markdown or OKF format, and provides 14 okf_* tools for OKF bundle operations via MCP.No signals yetNo one-command install · Source
3997Unrankeduntitled-2mcp · otherGuides correct disposal methods for confusing household waste items. Provides tools for classifying waste, getting disposal steps, checking confusing…No signals yetNo one-command install · Source
3998Unrankedstory-studio-cloudmcp · otherEnables reading work outlines, contexts, and chapters, and saving chapters with version protection for an AI novel writing tool.No signals yetNo one-command install · Source
3999Unrankedeasytocloudmcp · otherProfessional letterhead PDF generator for macOS with Markdown support and smart margin detectionNo signals yetNo one-command install · Source
4000Unrankedpofky-app-store-connectmcp · otherCheck app review status, read customer reviews, and download sales reports from App Store Connect.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