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

RankScoreComponentDescriptionEvidenceLast commitInstall
110132.223pin-the-protocolmcp · otherA verifying MCP gateway that pins approved tool manifests and skill files to content addresses, blocking tampered descriptions before they reach model…2 starsNo one-command install · Source
110232.223mcp-domain-to-linkedin-url-resolvermcp · otherResolves a company domain to its LinkedIn company page URL. Lightweight enrichment tool for sales and prospecting workflows.2 starsNo one-command install · Source
110332.223mcp-icp-fit-scorermcp · otherScores companies against a configurable Ideal Customer Profile using firmographic and signal data. Returns a weighted fit score with per-criterion…2 starsNo one-command install · Source
110432.223ldraw-mcpmcp · otherRenders LEGO LDraw model files (.ldr, .mpd, .dat) to high-quality images using headless Blender, enabling MCP clients to visually inspect LEGO builds.2 starsNo one-command install · Source
110532.223alexandriashai-negotiated-ratesmcp · otherStreams healthcare Transparency in Coverage MRF files to retrieve insurer negotiated rates for medical procedures.2 starsNo one-command install · Source
110632.223thothmcp · otherAI-powered multi-platform social media content creation2 starsNo one-command install · Source
110732.223dragonejt-icebergmcp · otherRead, query, and manipulate data within Apache Iceberg catalogs.2 starsNo one-command install · Source
110832.223mcp-codex-workermcp · otherEnables Codex to delegate bulk code reading, patching, and testing to an async worker using cheaper AI models, while receiving compact results.2 starsNo one-command install · Source
110932.223waifuai-traits-matchermcp · otherEnables HR professionals to create, track, and match personality traits for individuals by providing tools to analyze interpersonal dynamics through…2 starsNo one-command install · Source
111032.223billnobill-trellomcp · otherManage Trello boards, lists, and cards through 20+ MCP tools.2 starsNo one-command install · Source
111132.223mythxenginemcp · otherEnables AI to act as Game Master for tabletop RPGs with deterministic dice, five-tier outcomes, FitD-style stress, combat tracking, clocks…2 starsNo one-command install · Source
111232.223harsh-kamde-corpstreammcp · otherQuery freshly registered company data from Companies House, SEC EDGAR, MCA India, and OpenCorporates through five natural-language tools.2 starsNo one-command install · Source
111332.223gh-progenyalpha-reddit-lurkermcp · otherReddit reader delivering full comment trees with 94% fewer tokens than JSON.2 starsNo one-command install · Source
111432.223carsonlabs-lead-enrichmcp · otherCascading lead enrichment through Apollo, Clearbit, and Hunter for maximum coverage.2 starsNo one-command install · Source
111532.223ratatoskmcp · otherCNCF release intelligence: typed, quoted facts (security fixes, breaking changes, deprecations) from every graduated/incubating project's release…2 starsNo one-command install · Source
111632.223hrt-pk-mcpmcp · otherEnables recording hormone dosing events and querying predicted blood concentration for estradiol and testosterone using pharmacokinetic algorithms…2 starsNo one-command install · Source
111732.223mcp-job-board-keyword-signal-scannermcp · otherScans job boards for keyword patterns that indicate buying intent, technology adoption, or team expansion. Returns structured signal data for outbound…2 starsNo one-command install · Source
111832.223originlab-mcpmcp · otherEnables controlling OriginLab Origin through MCP to read and write worksheets, build and style multi-panel graphs, and export figures, reporting what…2 starsNo one-command install · Source
111932.223avoid-ai-writing-mcpmcp · otherProvides local, deterministic scoring and detailed auditing of text for AI-writing patterns via two read-only tools, with no network calls or language…2 starsNo one-command install · Source
112032.223airtreks-mcpmcp · otherAround the World and Complex Must-Stop Airfare and routing MCP2 starsNo one-command install · Source
112132.223alimbenhelal-pro-alm-xppmcp · otherDynamics 365 Finance and Operations X++ knowledge base with Azure DevOps integration.2 starsNo one-command install · Source
112232.223jbechtel97-dealflowpromcp · otherMultifamily real estate deal analysis: cap rate, DSCR, IRR, and max offer price calculations.2 starsNo one-command install · Source
112332.223orion-dbsmcp · otherExplore open research datasets from OpenAlex, Crossref, ORCID, and DataCite on Google BigQuery.2 starsNo one-command install · Source
112432.223tariff-resolvermcp · otherTurns your AI assistant into a US import duty research tool, enabling HTS code lookup, landed-cost calculation, and tariff change tracking using…2 starsNo one-command install · Source
112532.223forkable-mcpmcp · otherEnables ordering and managing Forkable corporate lunches from any MCP client, including viewing menus, setting/skipping/confirming meals, and getting…2 starsNo one-command install · Source
112632.223cyanheads-censusmcp · otherQuery U.S. Census Bureau demographic and geographic data, variables, and geographies.2 starsNo one-command install · Source
112732.223cyanheads-who-ghomcp · otherWHO Global Health Observatory — 3,059 indicators across 194 member states.2 starsNo one-command install · Source
112832.223solar-human-proofreadermcp · otherEnables users to have Korean manuscripts proofread for readability while preserving facts, quotes, and the author's voice. It also provides…2 starsNo one-command install · Source
112932.223foggy-data-mcp-bridgemcp · otherA semantic layer query engine with MCP support, enabling AI assistants to query structured data through natural language and declarative interfaces.2 starsNo one-command install · Source
113032.223czso-czmcp · otherEnables querying Czech Statistical Office open data through MCP tools and natural language questions.2 starsNo one-command install · Source
113132.223pipeworx-io-libretranslatemcp · otherLibreTranslate open-source machine translation supporting dozens of language pairs via the Pipeworx gateway.2 starsNo one-command install · Source
113232.223homeassistant-gatewaymcp · otherEnables secure, auditable access to Home Assistant through MCP, with a read-only observer profile and an operator profile for controlled mutations.2 starsNo one-command install · Source
113332.223miklen-aulamcp · otherIntegrates with the Danish AULA educational platform to access calendar, messages, posts, and data from related educational providers via local stdio.2 starsNo one-command install · Source
113432.223georgh93-zai-image-videomcp · otherProvides access to Z.AI's GLM-Image, CogView-4, CogVideoX-3, and Vidu video models for image and video generation with async processing and automatic…2 starsNo one-command install · Source
113532.223project-telosmcp · otherLocal-first MCP tools for AI-assisted work receipts, workspace maps, routing ledgers, measured verdicts, and shared state verification across the five…2 starsNo one-command install · Source
113632.223acedata-producermcp · otherAI music generation through the Producer/Riffusion model on the AceDataCloud platform.2 starsNo one-command install · Source
113732.223honeylabsmcp · otherQuery honeypot probe data for IP reputation, scanner activity, CVE targeting, and TLS/SSH fingerprints.2 starsNo one-command install · Source
113832.223baphometnxg-aloha-fyimcp · otherHawaii tours, events, and deals from booking platforms for AI assistants.2 starsNo one-command install · Source
113932.223minds-aimcp · otherIntegrates with Minds AI platform to create, train, and interact with specialized AI personas and digital twins through keyword-based expertise…2 starsNo one-command install · Source
114032.2232d6-mcpmcp · otherAn AI GM assistant for tabletop RPGs that provides dice rolling, rules queries, and AI-powered rulings across multiple game systems including sci-fi…2 starsNo one-command install · Source
114132.223csoai-org-contract-review-ai-mcpmcp · otherAI-powered contract analysis and risk identification tools.2 starsNo one-command install · Source
114232.223iheldan-sheetforgemcp · otherLocal-first Excel automation with 76 tools for workbook operations, introspection, and safe mutations.2 starsNo one-command install · Source
114332.223gh-cyanheads-openfecmcp · otherQuery U.S. Federal Election Commission campaign finance data.2 starsNo one-command install · Source
114432.223mcp-zen-of-languagesmcp · otherEnables AI assistants and developers to analyze code for language-specific best practices and idiomatic patterns across programming languages, CI…2 starsNo one-command install · Source
114532.223taylormadeapps-taypemcp · otherMCP-native digital audio workstation for macOS built for musicians, with modelled console tone, VST3 plugin hosting, and accessibility compliance.2 starsNo one-command install · Source
114632.223oscilloscope-mcpmcp · otherAI-driven USB oscilloscope control via FastMCP, enabling waveform capture, CSV export, and frequency measurements on PicoScope, Hantek, or a built-in…2 starsNo one-command install · Source
114732.223tuteliqmcp · otherDetect grooming, bullying, fraud, and 16+ online threats across text, voice, image, and video.2 starsNo one-command install · Source
114832.223securedact-mcpmcp · otherSecuredact MCP is a local-first privacy layer for MCP-compatible AI workflows. It detects, reviews, redacts, and audits sensitive information before…2 starsNo one-command install · Source
114932.223tsb-kasko-mcpmcp · otherEnables querying Türkiye Sigorta Birliği’s Kasko Değer Listesi (vehicle insurance valuation list) through MCP, CLI, and Python, allowing natural…2 starsNo one-command install · Source
115032.223contribution-compassmcp · otherProvides MCP access to Contribution Compass's evidence catalog, enabling users to query curated open-source project activity, contribution…2 starsNo one-command install · Source
115132.223mail-mcp-suitemcp · otherA self-hosted mail bridge for MCP clients that provides read-only IMAP access and approval-gated sending, scheduling, and mailbox management.2 starsNo one-command install · Source
115232.223pathmodemcp · otherBuild structured intent specs through Socratic AI conversation and connect to the Pathmode intent layer.2 starsNo one-command install · Source
115332.223copper-mcpmcp · otherEnables secure, read-only inspection and validation of KiCad PCB boards through MCP, with deterministic routing and optional AI policy plugins.2 starsNo one-command install · Source
115432.223hug0x0-reunionmcp · otherAccesses La Réunion regional open data through 99 tools across 22 topic modules.2 starsNo one-command install · Source
115532.223chrischall-infinitecampusmcp · otherAccess Infinite Campus parent portal for grades, attendance, assignments, and messages.2 starsNo one-command install · Source
115632.223digicatalyst-dep-diffmcp · otherTranslate a lockfile diff into a human-readable upgrade plan with breaking changes and CVE data for npm and PyPI.2 starsNo one-command install · Source
115732.223openaec-mcpmcp · otherSafety-first Model Context Protocol platform for AEC applications, enabling AI assistants to inspect, plan, validate, and modify engineering documents…2 starsNo one-command install · Source
115832.223trendflowmcp · otherGoogle Trends data: interest over time, by region, related queries, and trending now.2 starsNo one-command install · Source
115932.223open-and-sustainable-alembicamcp · otherValidation, extraction, cost estimation, and schema queries for the Alembica framework.2 starsNo one-command install · Source
116032.223aidi1723-omniglyphmcp · otherLocal Unicode lookup and symbol linting for resolving and validating code symbols offline.2 starsNo one-command install · Source
116132.223physboundmcp · otherValidates RF link budgets, Shannon capacity, and noise floors against fundamental physical limits.2 starsNo one-command install · Source
116232.223disclosuresmcp · otherEnables corporate disclosure research through official SEC EDGAR and GLEIF sources, providing tools for company resolution, filings, insiders…2 starsNo one-command install · Source
116332.223testingbotmcp · otherAutomated web and mobile testing integration2 starsNo one-command install · Source
116432.223pipeworx-io-football-datamcp · otherFootball-Data.org soccer statistics — competitions, standings, teams, and matches across 12 major leagues via Pipeworx.2 starsNo one-command install · Source
116532.381cancersupportmcp · othercancersupport838 installsNo commit datelisted No one-command install · Source
116632.653transita-mcpmcp · otherVisa eligibility matcher and immigration intelligence for MCP-compatible AI assistants. Scores ~45 visa pathways across 8 countries with country…1,842 installsNo commit datelisted No one-command install · Source
116735.443tonyhschu-vitest-typescriptmcp · otherIntegrates Vitest and TypeScript for automated test execution and type checking in development workflows.2 forksNo one-command install · Source
116835.443alex-man-terminal-accessmcp · otherEnables secure interaction with specified directories on a user's system through a command-line interface for file management and system automation…2 forksNo one-command install · Source
116935.443lostinbrittany-clever-cloud-documentationmcp · otherExposes Clever Cloud's documentation for querying and accessing content, enabling automated lookup and integration with development workflows.2 forksNo one-command install · Source
117035.443berlinbra-binary-readermcp · otherAnalyzes Unreal Engine asset files and generic binary structures, enabling metadata extraction and file format inspection for game development and…2 forksNo one-command install · Source
117135.443nikolaypavlov-myipmcp · otherIntegrates with ifconfig.me to fetch and provide public IP address information for network diagnostics and geolocation services.2 forksNo one-command install · Source
117235.443yuheinkasaka-arithmeticmcp · otherProvides arithmetic operations for basic calculations, enabling efficient mathematical computations in workflows and applications.2 forksNo one-command install · Source
117335.443alexandreroman-timemcp · otherIntegrates with Spring AI to provide time-related services, enabling precise time management and scheduling functionalities in Java applications.2 forksNo one-command install · Source
117435.4433rzy-make-integrationmcp · otherIntegrates with Make (formerly Integromat) to enable automated workflows and task execution using AI assistants and Make's extensive app integration…2 forksNo one-command install · Source
117535.443time-mcp-localmcp · otherProvides current time and timezone conversion using IANA timezone names, with automatic system timezone detection.2 forksNo one-command install · Source
117635.443technavii-text-savermcp · otherSecurely saves text content to local files with user-specified or timestamp-generated filenames through a simple interface with robust validation and…2 forksNo one-command install · Source
117735.443runninghare-typescript-definition-findermcp · otherProvides TypeScript symbol definition lookup by leveraging the TypeScript Language Service to locate original definitions of imported symbols…2 forksNo one-command install · Source
117835.443trello5f21mcp · otherIntegrates with Trello to enable board, list, and card management with automatic rate limiting and input validation for seamless task tracking and…2 forksNo one-command install · Source
117935.443roc-cwa-mcpmcp · otherEnables to access Taiwan Central Weather Administration data, including 3-day and 1-week weather forecasts for counties/cities and historical rainfall…2 forksNo one-command install · Source
118035.443anuragraio17-python-docsmcp · otherFetches Python documentation for quick access to language references and code explanations.2 forksNo one-command install · Source
118135.443mccartykim-honkmcp · otherProvides a simple text-to-speech interface for MacOS using the built-in 'say' command, enabling voice output for AI models.2 forksNo one-command install · Source
118235.443sonicpi-mcpmcp · otherEnables AI-powered music generation and control of Sonic Pi through natural language requests using OSC.2 forksNo one-command install · Source
118335.443anoopt-london-tflmcp · otherProvides real-time London transport data including tube line status, detailed disruption information, and comprehensive journey planning between any…2 forksNo one-command install · Source
118435.443geralt1983-clickup-bettermcp · otherIntegrates with ClickUp's task management platform to provide comprehensive workspace operations including task CRUD with bulk support, workspace…2 forksNo one-command install · Source
118535.443rebrandlymcp · otherIntegrates with Rebrandly's URL shortening service to create branded short links with custom slashtags, titles, and workspace organization for…2 forksNo one-command install · Source
118635.443openrouter-mcpmcp · otherEnables AI assistants to consult other AI models via OpenRouter for help with coding tasks.2 forksNo one-command install · Source
118735.443ghostqamcp · otherAI persona-based behavioral testing that uses vision models to navigate web apps like real users.2 forksNo one-command install · Source
118835.443juejin-release-mcpmcp · otherEnables AI assistants to manage Juejin articles directly via natural language, including publishing, drafting, and content management.2 forksNo one-command install · Source
118935.443mattcretzman-tripleseatmcp · otherConnects to the Tripleseat CRM for real-time event management, lead tracking, booking queries, and venue operations.2 forksNo one-command install · Source
119035.443komoot-mcpmcp · otherEnables users to interact with Komoot for managing tours, planning routes, exporting GPX/FIT, and accessing highlights and user profile.2 forksNo one-command install · Source
119135.443alx1p-luma-events-discoverymcp · otherDiscovers events from Luma's public feed and subscribed calendars with distance filtering and ICS export.2 forksNo one-command install · Source
119235.443mulmocast-visionmcp · otherAI-powered presentation slide generator with 80+ business templates2 forksNo one-command install · Source
119335.443oxygenbubbles-freeagentmcp · otherFreeAgent accounting integration for bank reconciliation, expense tracking, mileage claims, and receipts.2 forksNo one-command install · Source
119435.443fibxmcp · otherDeFi execution on Base, Citrea, HyperEVM and Monad via Fibrous aggregation: swap quotes, swaps with optimal routing, native and ERC-20 transfers…2 forksNo one-command install · Source
119536.190hairmcp · otherYour AI-powered Prohall hair expert. Ask any hair question and get expert advice and product recommendations in 6 languages(EN / ES / FR / DE / JA /…2,088 installsNo commit datelisted No one-command install · Source
119636.825developer-utilities-3mcp · otherSimplify common data manipulation tasks like encoding, hashing, and formatting across various formats. Convert between CSV, JSON, Markdown, and HTML…943 installsNo commit datelisted No one-command install · Source
119738.066jpinillagoshawk-file-modifiermcp · otherEnables targeted text file modifications through operations like adding, replacing, and deleting content at specific locations.2 stars · 1 forkNo one-command install · Source
119838.066asmagin-fluttermcp · otherEnables Flutter applications to communicate with MCP-compatible models, facilitating AI-driven features in mobile apps.2 stars · 1 forkNo one-command install · Source
119938.066thisnick-google-calendarmcp · otherIntegrates with Google Calendar to enable natural language-based event management, scheduling, and productivity insights.2 stars · 1 forkNo one-command install · Source
120038.066windalfin-clickupmcp · otherIntegrates with ClickUp task management to enable task creation, updating, moving, and bulk operations with name-based entity resolution and fuzzy…2 stars · 1 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