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

RankScoreComponentDescriptionEvidenceLast commitInstall
370198.288nugetmcp · otherReal-time NuGet package management with vulnerability detection and intelligent version updates1,554 stars · 275 forksNo one-command install · Source
370298.294mukul975-cvemcp · otherSecurity intelligence with 27 tools across 21 sources including NVD, EPSS, VirusTotal, and Shodan.1,587 stars · 261 forksNo one-command install · Source
370398.299gyoridavid-short-video-makermcp · otherAutomates short-form video creation by combining text-to-speech, captions, background videos, and music for platforms like TikTok, Instagram Reels…1,326 stars · 418 forksNo one-command install · Source
370498.324evalpluseval · otherRigorous code generation evaluation framework built on top of HumanEval and MBPP with 80x more test cases.1,819 stars · 208 forksNo one-command install · Source
370598.363pentest-aimcp · otherProvides penetration testing tools for reconnaissance, vulnerability scanning, and exploit assistance.1,641 stars · 315 forksNo one-command install · Source
370698.365office-powerpointmcp · otherEnables creation and manipulation of PowerPoint presentations with tools for adding and formatting slides, text, images, tables, charts and shapes…1,852 stars · 246 forksNo one-command install · Source
370798.375codergamester-unitymcp · otherIntegrate with the Unity Editor game engine.1,883 stars · 239 forksNo one-command install · Source
370898.421chrisryugj-kordocmcp · otherParses Korean government and legal documents with structured data extraction and metadata analysis.1,784 stars · 323 forksNo one-command install · Source
370998.498office-wordmcp · otherProvides a bridge to Microsoft Word for creating and modifying documents with features like text formatting, table manipulation, image scaling, and…2,110 stars · 287 forksNo one-command install · Source
371098.541samuel-gursky-davinci-resolvemcp · otherEnables developers and video editors to automate complex workflows in DaVinci Resolve by providing a flexible Python-based scripting interface for…2,360 stars · 281 forksNo one-command install · Source
371198.550msgbyte-tianjimcp · otherBridges AI assistants with the Tianji platform to enable survey management, including querying results, retrieving detailed information, and listing…3,100 stars · 193 forksNo one-command install · Source
371298.615zcaceres-markdownifymcp · otherConverts diverse file types and web content to Markdown format using specialized tools for PDFs, images, audio, web pages, and more.2,998 stars · 255 forksNo one-command install · Source
371398.632jgravelle-jcodemunchmcp · otherToken-efficient code exploration via tree-sitter AST parsing supporting 25+ programming languages.2,643 stars · 361 forksNo one-command install · Source
371498.706helmeval · otherStanford CRFM Holistic Evaluation of Language Models: standardized benchmark suite covering accuracy, calibration, robustness, and fairness.2,898 stars · 412 forksNo one-command install · Source
371598.743inspect-aieval · otherUK AISI's framework for safety evaluations of large language models, with task-based scaffolding and solver pipelines.2,683 stars · 685 forksNo one-command install · Source
371698.751homeassistant-aimcp · otherEnables natural language control of Home Assistant smart home devices, automations, and system management4,594 stars · 202 forksNo one-command install · Source
371798.891antv-chart-generatormcp · otherEnables AI to generate data visualizations using AntV's charting capabilities, supporting various chart types from structured data without requiring…4,347 stars · 415 forksNo one-command install · Source
371898.894haris-musa-excelmcp · otherEnables Excel file manipulation without Microsoft Excel installation using openpyxl, providing workbook operations, data validation detection…4,149 stars · 457 forksNo one-command install · Source
371998.945mcp-openshortsmcp · otherOpenShorts turns long videos into vertical clips readys for Social Media posting3,816 stars · 1,001 forksNo one-command install · Source
372098.990coding-solo-godotmcp · otherInterface with the Godot game engine. Provides tools for launching the editor, running projects, and capturing debug output.5,461 stars · 464 forksNo one-command install · Source
372199.044firebasemcp · otherGive AI-powered development tools the ability to work with your Firebase projects4,462 stars · 1,244 forksNo one-command install · Source
372299.241lauriewired-ghidramcp · otherDecompile and analyze binaries in Ghidra.9,912 stars · 1,023 forksNo one-command install · Source
372399.251desktop-commandermcp · otherIntegrates terminal and filesystem capabilities for executing system commands, managing processes, and performing advanced file operations on the…9,766 stars · 1,220 forksNo one-command install · Source
372499.276beehiveinnovations-geminimcp · otherGive your development workflow access to all state of the art AI models for enhanced code analysis, problem-solving, and collaborative development.11,731 stars · 1,032 forksNo one-command install · Source
372599.309mrexodio-ida-promcp · otherAutomated reverse engineering with IDA Pro.11,756 stars · 1,396 forksNo one-command install · Source
372699.374justinpbarnett-unitymcp · otherAllow MCP clients to perform Unity Editor actions.13,821 stars · 1,461 forksNo one-command install · Source
372799.398hardikpandya-stop-slopskill · otherContributed by SentinelA skill file for removing AI tells from prose16,882 stars · 1,223 forks · 3 mentionsNo one-command install · Source
372899.500screenpipemcp · othergive context of what you do 24/7 to AI21,718 stars · 2,214 forks · 2 mentionsNo one-command install · Source
372999.505lm-evaluation-harnesseval · otherEleutherAI's unified framework for evaluating language models on hundreds of academic benchmarks.13,860 stars · 3,533 forksNo one-command install · Source
373099.558czlonkowski-n8nmcp · otherIntegrates with n8n workflow automation platform to provide conversational access to 525+ nodes including AI-capable nodes and triggers, enabling…22,820 stars · 3,638 forksNo one-command install · Source
373199.566iskakaushik-clickhouse80b1mcp · otherIntegrates with ClickHouse to enable natural language querying and exploration of large datasets while maintaining read-only safeguards.862 stars · 201 forks · passed install testNo one-command install · Source
373299.658odysseus-dev-odysseuscli · otherContributed by SentinelSelf-hosted AI workspace.86,703 stars · 762 forks · 9 mentionsNo one-command install · Source
373399.757aider-ai-aidercli · otherContributed by Sentinelaider is AI pair programming in your terminal48,663 stars · 4,913 forks · 7 mentionsNo one-command install · Source
373499.787sgl-project-sglanginfra · otherContributed by SentinelSGLang is a high-performance serving framework for large language models and multimodal models.33,202 stars · 8,472 forks · 4 mentionsNo one-command install · Source
373599.805usestrix-strixcli · otherContributed by SentinelOpen-source AI penetration testing tool to find and fix your app’s vulnerabilities.60,015 stars · 6,564 forks · 7 mentionsNo one-command install · Source
373699.883openhands-openhandscli · otherContributed by Sentinel🙌 OpenHands: AI-Driven Development85,920 stars · 11,269 forks · 5 mentionsNo one-command install · Source
373799.894zed-industries-zedcli · otherContributed by SentinelCode at the speed of thought – Zed is a high-performance, multiplayer code editor from the creators of Atom and Tree-sitter.89,612 stars · 10,392 forks · 4 mentionsNo one-command install · Source
373899.909livekit-livekitcli · otherContributed by SentinelEnd-to-end realtime stack for connecting humans and AI21,128 stars · 2,384 forks · 2 mentions · passed install testNo one-command install · Source
373999.943zellijcli · otherA terminal workspace with batteries included35,236 stars · 1,421 forks · passed install testNo one-command install · Source
374099.949markitdownmcp · otherIntegrates with Microsoft's MarkItDown tool to convert documents like PDFs, Word files, and PowerPoint presentations into clean, structured markdown…177,617 stars · 13,061 forks · 1 mentionNo one-command install · Source
374199.958tmuxcli · otherTerminal multiplexer: persistent sessions, split panes, detach and reattach.48,975 stars · 2,865 forks · 5 mentions · passed install testNo one-command install · Source
374299.984significant-gravitas-autogptcli · otherContributed by SentinelAutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what…187,068 stars · 46,042 forks · 4 mentionsNo one-command install · Source
374399.991n8n-io-n8nworkflow · otherContributed by SentinelFair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.206,033 stars · 60,896 forks · 26 mentionsNo one-command install · Source
3744100.000openclaw-openclawcli · otherContributed by SentinelYour own personal AI assistant. Any OS. Any Platform. The lobster way. 🦞388,568 stars · 81,586 forks · 167 mentionsNo one-command install · Source
3745Unrankedmeteoswiss-mcpmcp · otherEnables AI models to access Swiss weather and climate data from MeteoSwiss, including current observations, forecasts, and warnings.No signals yetNo one-command install · Source
3746Unrankedmcp-geoapifymcp · otherWraps the Geoapify Location Platform to enable geolocation and map data access through natural language queries via the Pipeworx MCP gateway.No signals yetNo one-command install · Source
3747Unrankedmcp-epo-opsmcp · otherEnables querying patent data from the European Patent Office, including bibliographic info, patent families, abstracts, and claims.No signals yetNo one-command install · Source
3748Unrankedpipeworx-io-eolmcp · otherQuery the Encyclopedia of Life (EOL) for species information, taxonomic hierarchies, and biodiversity data across plants, animals, fungi, and…No signals yetNo one-command install · Source
3749Unrankedcoinbase-exchangemcp · otherAccess Coinbase Exchange market data and trading information via MCP.No signals yetNo one-command install · Source
3750Unrankedcoinbase-exchange-mcpmcp · otherProvides tools to retrieve recent trades and OHLC candle data from Coinbase Exchange.No signals yetNo one-command install · Source
3751Unrankedmcp-business-feedsmcp · otherLists, reads, and fetches curated business and industry RSS feeds, with filtering by category and keyword.No signals yetNo one-command install · Source
3752Unrankedmcp-blockscoutmcp · otherEnables querying on-chain data (balances, transactions, token transfers, blocks) across 20+ EVM chains through natural language.No signals yetNo one-command install · Source
3753Unrankedquick-shellmcp · otherEnables human-approved SSH terminal sessions and confined SFTP file operations for SSH-configured devices, with user-controlled terminal and file…No signals yetNo one-command install · Source
3754Unrankedstudylife-mcpmcp · otherProvides read-only access to StudyLife data including courses, notes, sessions, and learning goals, enabling MCP clients to query study information…No signals yetNo one-command install · Source
3755Unrankedthehesiod-aadvantagemcp · otherRead-only access to American Airlines AAdvantage frequent flyer account data.No signals yetNo one-command install · Source
3756Unrankedmcp-ygoprodeckmcp · otherEnables querying Yu-Gi-Oh! TCG card data, such as card information, sets, and prices, through natural language.No signals yetNo one-command install · Source
3757Unrankedpipeworx-io-wolfram-alphamcp · otherWolfram Alpha computational, factual, and quantitative queries via the Pipeworx gateway.No signals yetNo one-command install · Source
3758Unrankedmcp-french-transport-datamcp · otherEnables discovery and summarization of public French transport data, including datasets, GTFS resources, regions, networks, and data-quality…No signals yetNo one-command install · Source
3759Unrankeduk-gazettemcp · otherEnables querying official UK public records from The Gazette, including insolvencies, winding-up petitions, and deceased estates.No signals yetNo one-command install · Source
3760Unrankedmcp-udbud-dkmcp · otherDanish government public procurement notices (keyless).No signals yetNo one-command install · Source
3761Unrankedpipeworx-io-tvmazemcp · otherTVMaze TV show metadata, episode schedules, cast information, and airing data via the Pipeworx gateway.No signals yetNo one-command install · Source
3762Unrankedmcp-transit-landmcp · otherEnables querying global transit data including agencies, routes, stops, and departures through a GTFS aggregator.No signals yetNo one-command install · Source
3763Unrankedmcp-taginfomcp · otherProvides statistics on OpenStreetMap tags (keys and key=value pairs) via MCP tools, enabling querying of tag usage and metadata.No signals yetNo one-command install · Source
3764Unrankedpipeworx-io-sunrise-sunsetmcp · otherCalculates sunrise, sunset, and twilight times for any location.No signals yetNo one-command install · Source
3765Unrankedmcp-security-feedsmcp · otherEnables listing, reading, and fetching curated cybersecurity feeds (RSS/Atom/RDF) with optional filtering, part of Pipeworx gateway.No signals yetNo one-command install · Source
3766Unrankedmcp-regulations-govmcp · otherEnables access to federal regulatory dockets, documents, and public comments from Regulations.gov via tools like get_docket and get_comment.No signals yetNo one-command install · Source
3767Unrankedpipeworx-io-regulations-govmcp · otherRegulations.gov federal regulatory dockets, public comments, and agency documents via the Pipeworx gateway.No signals yetNo one-command install · Source
3768Unrankedpipeworx-io-opentargetsmcp · otherQueries the Open Targets knowledge graph for gene-disease-drug associations.No signals yetNo one-command install · Source
3769Unrankedpipeworx-io-openseamcp · otherOpenSea NFT marketplace data for collections, tokens, listings, and sale history via the Pipeworx gateway.No signals yetNo one-command install · Source
3770Unrankedopenbeautyfactsmcp · otherEnables querying Open Beauty Facts product data through natural language, using the Pipeworx MCP gateway.No signals yetNo one-command install · Source
3771Unrankedpipeworx-noaa-tidesmcp · otherAccess NOAA tidal observations, predictions, datums, and station metadata.No signals yetNo one-command install · Source
3772Unrankedpipeworx-noaa-spcmcp · otherRetrieves NOAA Storm Prediction Center outlooks, storm reports, and severe weather watches.No signals yetNo one-command install · Source
3773Unrankedmcp-myhealthfindermcp · otherMyHealthfinder MCP provides access to U.S. preventive services and health screening guidance through natural language queries.No signals yetNo one-command install · Source
3774Unrankedpipeworx-mitre-attckmcp · otherQueries MITRE ATT&CK adversary tactics, techniques, and procedures via STIX bundles.No signals yetNo one-command install · Source
3775Unrankedmcp-mfapi-indiamcp · otherEnables querying Indian mutual fund NAV data through MFAPI.in, providing net asset value information and fund details.No signals yetNo one-command install · Source
3776Unrankedmcp-merriam-webstermcp · otherEnables querying Merriam-Webster's Collegiate Dictionary and thesaurus via natural language, providing definitions, synonyms, and related word data.No signals yetNo one-command install · Source
3777Unrankedlinkedin-humblebragmcp · otherGenerates humorous LinkedIn posts from user achievements using a self-deprecating, vulnerable tone.No signals yetNo one-command install · Source
3778Unrankedpipeworx-io-linkedin-humblebragmcp · otherTransforms achievements into LinkedIn-style humble-brag posts complete with mandatory vulnerability, via StupidAPIs.No signals yetNo one-command install · Source
3779Unrankedmcp-isomcp · otherEnables looking up ISO standards (e.g., 27001, 9001) with live status, pricing, compliance catalogue, and ISO Open Data file pointers.No signals yetNo one-command install · Source
3780Unrankedpipeworx-io-hal-frmcp · otherQueries HAL, France's national open archive for academic publications.No signals yetNo one-command install · Source
3781Unrankedmcp-guild-wars-2mcp · otherEnables querying Guild Wars 2 game data including items and achievements via natural language, part of the Pipeworx MCP gateway.No signals yetNo one-command install · Source
3782Unrankedpipeworx-guild-wars-2mcp · otherAccess Guild Wars 2 public game data including worlds, items, achievements, and commerce.No signals yetNo one-command install · Source
3783Unrankedmcp-govinfomcp · otherEnables access to full text of US government publications from GovInfo.gov. Integrates with Pipeworx gateway for natural language queries.No signals yetNo one-command install · Source
3784Unrankedpipeworx-io-govinfomcp · otherUS government publications — laws, CFR, Federal Register, and congressional records — via the Pipeworx gateway.No signals yetNo one-command install · Source
3785Unrankedfaa-regulations-mcpmcp · otherProvides access to US Federal Aviation Regulations (14 CFR) via Pipeworx gateway, enabling natural language queries for FAA regulations data.No signals yetNo one-command install · Source
3786Unrankeddc-dmvmcp · otherAccess District of Columbia DMV data including service center locations, vehicle inspection records, and traffic convictions. Enables querying by VIN…No signals yetNo one-command install · Source
3787Unrankedkolmo-constructionmcp · otherProvides cost estimation tools for home remodeling projects in Seattle, including service listings, project browsing, and blog content from Kolmo…No signals yetNo one-command install · Source
3788Unrankedmcp-csvmcp · otherConverts CSV to JSON and JSON to CSV offline, supporting RFC 4180 with header detection and custom delimiters.No signals yetNo one-command install · Source
3789Unrankedproject-guidesmcp · otherProvides project-specific guides and instructions by selecting modules based on a project profile, enabling developers to get contextual instructions…No signals yetNo one-command install · Source
3790Unrankedgh-aiperceivable-apcoremcp · otherTurns any apcore-based project into an MCP-compatible tool provider with zero code changes, supporting auto-discovery of modules and multiple…No signals yetNo one-command install · Source
3791Unrankedsoc-siem-mcpmcp · otherUnified SIEM MCP gateway for AI-driven SOC operations and threat hunting across Azure Sentinel, Splunk, Wazuh, IBM QRadar, and Securonix.No signals yetNo one-command install · Source
3792Unrankedstillos-swap-mcpmcp · otherNon-custodial Solana swap routing with best-price execution, flat 0.25% fee, and built-in on-chain scam checking for token safety.No signals yetNo one-command install · Source
3793Unrankedhashlock-otcmcp · otherOTC crypto trading with HTLC atomic settlement on Ethereum and Bitcoin.No signals yetNo one-command install · Source
3794Unrankedarx-mcpmcp · otherEnables AI assistants to compile, run, lint, and format ArxLang code directly through ArxNode without manual terminal commands.No signals yetNo one-command install · Source
3795Unrankedmacos-automator-mcpmcp · otherLets MCP clients discover and run AppleScript or JavaScript for Automation (JXA) to control macOS applications, inspect the system, or reuse scripts…No signals yetNo one-command install · Source
3796Unrankedbahamas1717-ai-bvfmcp · otherOpen protocol for scoring AI initiatives as Accelerate, Fix, or Stop with EUR value modeling and portfolio validation.No signals yetNo one-command install · Source
3797Unrankedirm-kmi-mcpmcp · otherProvides official Belgian weather data from the Royal Meteorological Institute (IRM/KMI), including current conditions, daily and hourly forecasts…No signals yetNo one-command install · Source
3798Unrankedplane-mcpmcp · otherProvides 48 tools for managing Plane projects, issues, modules, cycles, comments, and worklogs via MCP, supporting both stdio and HTTP transport.No signals yetNo one-command install · Source
3799Unrankedbandsintownmcp · otherAccess Bandsintown concert and event data for artists via MCP.No signals yetNo one-command install · Source
3800Unrankedmcp-bandsintownmcp · otherEnables querying Bandsintown for artist events and global event listings. It supports natural language queries through the Pipeworx gateway.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