Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2701 | 32.223 | crompton-networkmcp · other | Machine-native listening platform for C.W.A.'s Straight Outta Crompton - the first album released to machines before humans. The Crompton Network… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | t-invest-mcpmcp · other | Enables natural language interaction with your T-Invest brokerage account for portfolio analysis, dividend tracking, and optional trading with safety… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | draw-io-mcpmcp · other | Enables local Draw.io diagram creation, editing, and export via MCP tools, using the desktop app. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | tempus-mcpmcp · other | Enables AI assistants to manage Toggl Track time entries, projects, and workspaces through natural language, supporting CRUD operations and past date… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | rpg-maker-mv-content-bridgemcp · other | A local, file-based bridge that lets an AI client read, draft, validate, and safely write content into an RPG Maker MV project. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | smythmyke-markitupmcp · other | AI image annotation and marketing visual generator with variations, outpainting, and background removal tools. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | sourceharbor-mcpmcp · other | AI knowledge control tower for YouTube, Bilibili, RSSHub, and RSS content sources. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | flowchart-mcpmcp · other | Enables AI assistants to create, edit, and export flowcharts through a local web-based editor with visual drag-and-drop, real-time sync, and 14 MCP… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | filearchitect-blankfilesmcp · other | List and retrieve minimal valid blank files in various formats from blankfiles.com. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | devcsar-cdmxmcp · other | Mexico City open data covering crime statistics, 911 calls, air quality, bike-sharing, and business locations. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | noblabs-lit-forgemcp · other | Financial planning tools for Japanese investors with NISA, retirement, and compound interest calculators. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | ultraprobemcp · other | UltraProbe | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | freshservice-mcpmcp · other | Enables AI models to perform IT service management operations on Freshservice, including managing tickets, changes, problems, releases, assets… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | ongjin-security-scannermcp · other | Detects security vulnerabilities in code including OWASP Top 10 threats and hardcoded secrets | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | horustechltd-horus-flow-mcpmcp · other | Institutional-grade crypto and US equity orderflow engine for real-time liquidity analysis and institutional alpha. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | notasandy-code-sanitizermcp · other | Strict AI code reviewer powered by Groq that detects bugs and security vulnerabilities in code. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | contextbridge-2mcp · other | Enables compressing an in-progress AI conversation into a structured context block preserving user goal, decisions, and state, then formats it for… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | vitaltrendsmcp · other | Query personal health data from WHOOP, Withings, and Apple Health using natural language through the Vitaltrends platform. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | renderdoc-mcp-2mcp · other | Exposes RenderDoc capture analysis to AI clients via MCP, enabling offline analysis of .rdc files (action tree, pipeline state, textures, shaders) and… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | zengzzhao-feishu-mdmcp · other | Uploads local Markdown files to Feishu cloud documents by converting Markdown to Feishu block format. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | huayinghuo-unreal-editormcp · other | Control Unreal Engine 5.3 editor via 58 MCP operations for actors, Blueprints, and widgets. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | benzsevern-goldencheckmcp · other | Data validation that discovers rules from data with scanning, profiling, and health scoring. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | idamcpmcp · other | Enables AI tools to execute IDA Python code inside IDA Pro for reverse engineering tasks via MCP over SSE. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | ktanino10-fusion360mcp · other | Enables natural language 3D CAD modeling in Autodesk Fusion 360 from the terminal via approximately 80 parametric tools and a TCP socket interface on… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | veldica-publishreadymcp · other | Analyzes writing quality and transforms AI-generated drafts into publication-ready prose using deterministic local analysis. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | afterpathsmcp · other | Location-based content discovery for finding nearby places, events, and activities. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | r00tkit77-nessusmcp · other | Transforms Nessus vulnerability scan data into prioritized remediation tasks by correlating CVEs with NVD, CISA KEV, and asset ownership data. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | bfxr2-music-generatormcp · other | Generates music and sound effects using Bfxr2, with preset or custom parameter control. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | learners-mcpmcp · other | Turns any source material into a guided learning experience with learning maps, notes, four-phase study loop, spaced repetition flashcards, and… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | sm-sayem-hossain-orbitalmcp · other | Run quantum algorithm simulations and submit jobs to IBM Quantum hardware using QAOA, VQE, and resource estimation tools. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | cartapenabark-dotnet-analyzermcp · other | Deep C# code analysis using Microsoft's Roslyn compiler platform. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | adhirajhangal-vapimcp · other | Manage Vapi voice assistants, outbound calls, transcripts, and phone numbers through AI coding tools. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | waromiv-omorimcp · other | Control and interact with the OMORI game via an in-game MCP bridge proxy. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | tredictmcp · other | Analyze training activities, build training plans, and sync workouts to sports watches. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | tealfabric-lovablemcp · other | Lovable Desktop integration for managing Tealfabric webapps, ProcessFlow workflows, and connectors. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | gabry848-mytasklymcp · other | Task management with voice commands and AI categorization. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | bellekou-mcp-viral-transformermcp · other | Turn URLs into viral posts via "remake" command. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | stayce-partdmcp · other | CMS Medicare Part D drug spending and prescriber data. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | lacausecrypto-new-caledoniamcp · otheralso listed as mcp-new-caledonia | Access to New Caledonia government open data from data.gouv.nc, covering administration, employment, environment, and more. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | paulfilkin-trados-powershellmcp · other | Manages Trados Studio, GroupShare, and Language Cloud translation projects through PowerShell toolkits. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | vincario-vehicle-datamcp · other | Vehicle data for AI: VIN decoding, automotive specs, stolen checks, and valuations. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | da24-movingmcp · other | Calculates Korean moving estimates and submits inquiries through the Da24/WeMatch relocation platform. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | gh-pbuff07-openclaw-scannermcp · other | Discover OpenClaw gateway services on a network by scanning specified IP addresses or ranges via HTTP and mDNS probes. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | sw-settlement-mcpmcp · other | Validates social welfare institution settlement documents (Excel) from the Hope-Peum system using 16 parsers and 21 validation rules, enabling… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | hovsteder-powersun-tronmcp · other | Tron blockchain tools for wallet management, TRX transfers, and smart contract interaction. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | anotherben-coding-standardsmcp · other | Makes coding standards queryable as a live data store, returning only task-relevant rules in token-efficient responses instead of loading full… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | pablixnieto2-etldmcp · other | Deterministic B2B data middleware for parsing CSV, EDI, bank statements, and financial documents. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | strudel-consolemcp · other | Enables music composition and playback using Strudel patterns in the terminal. Supports multi-track editing, effects, rendering to WAV, and… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | vjcitn-bioc-tcgamcp · other | Conversational access to TCGA cancer genomics data through Bioconductor packages for research workflows | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | realcrabcut-crabcutmcp · other | Turn YouTube videos into short-form clips with AI-powered highlight detection and vertical reframing. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | ako2345-android-security-analyzermcp · other | Static security analysis of Android application source code with 53 rules across manifest, Gradle, source, XML, and secret scanning. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | wcag-text-mcpmcp · other | Validates text accessibility (contrast, spacing, language) against WCAG 2.1 criteria via modular MCP tools. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | sofia-open-source-lcov-coverage-analysismcp · other | Analyzes LCOV code coverage reports to identify untested code and generate targeted test suggestions. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | vilin97-axle-lean-enginemcp · other | Wraps the AXLE (Axiom Lean Engine) CLI for Lean 4 proof checking, repair, simplification, counterexample finding, and code transformation. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | dpdanpittman-quintmcp · other | Wraps the Quint formal specification language CLI for type-checking, simulation, testing, exhaustive model checking via Apalache, and documentation… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | tradexmcp · other | Enables trading Pokemon card perpetual futures on Solana with market analysis, price tracking, and USDC-denominated positions. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | llllxxlllll-excel-xlwingsmcp · other | Enables real-time Excel file editing through xlwings library with support for formulas, charts, pivot tables, formatting, VBA execution, and multiple… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | perceptron-studios-ssh-hubmcp · other | SSH connection management with persistent pooling, file operations, command execution, and bidirectional directory sync. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | bluwork-kontramcp · other | Structured contrarian analysis tool that stress-tests decisions across four modes: counter, probe, redteam, and premortem. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | mcp-csumcp · other | Provides AI assistants direct access to 700+ statistical datasets about the Czech Republic, including population, economy, prices, wages, employment… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | fia-signalsmcp · other | Crypto market intelligence with regime detection, funding rates, DeFi yields, and trading signals. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | pressomcp · other | Connect e-commerce and marketing data to AI assistants via MCP. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | sykemcp · other | AI code impact analysis with dependency graphs, cascade detection, and build gates for safe AI-assisted development. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | bajuzjefe-aikidomcp · other | Security analysis for Aiken smart contracts on Cardano with 75 vulnerability detectors. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | danielrz-investbuddymcp · other | AI-powered stock predictions with 10-day forecasts and portfolio analysis | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | ai-aviate-better-notionmcp · other | Operate Notion with a single Markdown document in one call. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | benguy1000-doc2mdmcp · other | Converts PDF, DOCX, and PPTX documents to clean Markdown text with support for batch conversion and automatic format detection. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | mcp-data-sciencemcp · other | Provides 102 tools for end-to-end data science pipelines, enabling data loading, cleaning, visualization, modeling, and reporting via natural… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | fibaro-mcpmcp · other | Enables control of Fibaro Home Center devices, scenes, variables, and system administration through natural language. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | roblox-studio-mcp-bridgemcp · other | Connects AI coding assistants to Roblox Studio, enabling direct manipulation of the DataModel through natural language commands with undo support. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | verbamcp · other | Translation management platform integration for i18n workflows. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | scottmreed-chemcpmcp · other | Renders 2D molecular structures from SMILES using RDKit.js. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | mcp-iso8859-writermcp · other | Enables writing and editing files in ISO-8859-1 encoding, automatically converting UTF-8 content to ISO-8859-1 for legacy codebases. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | kieled-rustdocmcp · other | Rust crate documentation from docs.rs and crates.io metadata. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | r0gue-io-pop-climcp · other | All-in-one tool for Polkadot development enabling ink! smart contract creation, parachain development, pallet building, and cross-chain operations | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | zcg-droid-climcp · other | Wraps Factory.ai's Droid CLI for AI-assisted coding tasks with configurable autonomy levels and safety controls. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | mcp-comfy-ui-buildermcp · other | Enables discovery of ComfyUI nodes and building/managing workflows with real-time execution via WebSocket. Provides 50+ tools for node discovery… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | researchmcp · other | UK property research tools - crime stats, schools, demographics, valuations for AI. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | feedbkmcp · other | Create AI-moderated interviews and surveys with intelligent follow-up probing and shareable participant links. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | aiyuekuang-recodemcp · other | Integrates with the ReCode VS Code extension to provide access to code history and change tracking data, enabling analysis of coding patterns… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | omarchy-mcpmcp · other | Enables AI assistants to manage Omarchy desktop themes, including listing, switching, previewing, installing, removing, and rotating backgrounds. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | murugarajr-ohmmcp · other | AST-based Python refactoring and code quality analysis with safe automated refactorings and rollback | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | xhs-image-mcpmcp · other | Converts text or markdown into Xiaohongshu (Little Red Book) style image cards with AI cover generation, supporting multiple themes and aspect ratios. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | naninovel-mcpmcp · other | A Unity C# plugin that enables AI assistants to write, edit, and test visual novel scripts via the Model Context Protocol, with tools for script CRUD… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | coopermayne-lifeloggermcp · other | Personal knowledge system that captures information entries, automatically generates flashcards, and schedules spaced repetition reviews using the… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | gmlove-zoom-recording-downloadermcp · other | Downloads Zoom meeting recordings in bulk with resume capability and automatic organization by meeting topic. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | hadoyun-polypizza-unitymcp · other | Integrates with Poly.Pizza's library of 10,500+ low-poly 3D models to automatically download, import, and configure assets directly into Unity… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | concertypin-jailbreakmcp · other | Educational demonstration of a mock compliance verification tool. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | ffmpeg-mcp-2mcp · otheralso listed as pedromarianoalmeida-ffmpeg | Provides video and audio manipulation tools powered by FFmpeg, enabling AI assistants to perform media operations such as cutting, converting, and… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | libres-coder-parseflowmcp · other | Document parsing library supporting PDF, Word, Excel, PowerPoint, and image OCR | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | roeiba-pmdmcp · other | Run PMD static code analysis and detect code duplicates | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | neosun100-kyutai-ttsmcp · other | Containerized text-to-speech service using Kyutai's neural TTS models with GPU-accelerated inference and streaming capabilities. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | localsummer-task-managermcp · other | Provides task management with hierarchical structures, dependency tracking, and status updates through JSON configuration files for project workflow… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | a11y-learning-guidemcp · other | Guides users to official WCAG and W3C resources for learning web accessibility, without providing its own explanations. | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | zyntx-lab-peripherymcp · other | Swift code analysis tool that detects unused code and improves code quality in iOS and macOS projects | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | nerfels-mind-mapmcp · other | Code intelligence platform with AST parsing and context analysis | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | mcp-slingmcp · other | Enables interaction with the Sling scheduling and workforce management platform, allowing users to manage shifts, users, calendars, and reports… | 2 stars | No one-command install · Source | |
| 2701 | 32.223 | ipmentormcp · other | Provides verified IPv4 subnet calculations, IP analysis, and network diagram generation for AI tutoring systems via MCP. | 2 stars | No 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.