Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1601 | 58.969 | testcalmcp · other | Enables users to get and set meeting appointments in Google Calendar. | 4 stars · 4 forks | No one-command install · Source | |
| 1602 | 58.290 | 2niuhe-qrcodemcp · other | Generates QR codes from any text including Chinese characters with customizable styling options like colors, box size, and borders, returning… | 12 stars | No commit datelisted | No one-command install · Source |
| 1603 | 58.185 | securitahguy-rapid7mcp · other | Queries vulnerability and threat data across Rapid7 InsightVM, InsightIDR, and Metasploit Pro using natural language. | 6 stars · 2 forks | No one-command install · Source | |
| 1603 | 58.185 | faf-mcpmcp · other | Sync project context once and distribute it to all IDE-specific formats including Cursor, Windsurf, VS Code, and Cline. | 6 stars · 2 forks | No one-command install · Source | |
| 1603 | 58.185 | gh-jmatsuzaki-inc-taskchute-cloud-2mcp · other | CLI tool for managing tasks in TaskChute Cloud 2 with MCP integration. | 6 stars · 2 forks | No one-command install · Source | |
| 1603 | 58.185 | hafeok-productmcp · other | Product spec knowledge graph MCP for managing features, architectural decisions, and test cases as a structured graph. | 6 stars · 2 forks | No one-command install · Source | |
| 1603 | 58.185 | windsormcp · other | Interpret, explore, and extract insights from the data you’ve already integrated with Windsor.ai. | 6 stars · 2 forks | No one-command install · Source | |
| 1603 | 58.185 | nikoko107-datagouv-ignmcp · other | Integrates with France's national open data portal and IGN geographic services to provide access to government datasets, administrative data, and… | 6 stars · 2 forks | No one-command install · Source | |
| 1603 | 58.185 | leonardosalvatore-llama-cpp-debuggermcp · other | Debugs Linux systems on embedded Debian VMs using systemd, Linux, compiler, and GDB tools organized in named namespaces. | 6 stars · 2 forks | No one-command install · Source | |
| 1603 | 58.185 | 0xbuz3r-emba-firmware-analyzermcp · other | EMBA firmware security analysis for embedded device scanning. | 6 stars · 2 forks | No one-command install · Source | |
| 1603 | 58.185 | gomcpgo-filesystemmcp · other | Provides a filesystem interface to perform file operations like creation, deletion, and manipulation without direct system access. | 6 stars · 2 forks | No one-command install · Source | |
| 1603 | 58.185 | unreal-mcp-2mcp · other | Enables natural language interaction with Unreal Engine, providing 127 tools across 16 subsystems for tasks like actor manipulation, asset management… | 6 stars · 2 forks | No one-command install · Source | |
| 1603 | 58.185 | synesthesiamcp · other | Downloads audio from YouTube, analyzes with Essentia for BPM, mood, energy, spectrograms, and fetches synced lyrics from LRCLIB. | 6 stars · 2 forks | No one-command install · Source | |
| 1603 | 58.185 | gh-kobzevvv-moldsimmcp · other | Injection molding simulation expertise with material properties, process validation, and DFM checks. | 6 stars · 2 forks | No one-command install · Source | |
| 1603 | 58.185 | thiagofrag-ldplayer-android-pentestmcp · other | Provides Android penetration testing capabilities through LDPlayer emulator integration with ADB commands, Frida script injection, and 38 security… | 6 stars · 2 forks | No one-command install · Source | |
| 1603 | 58.185 | automateyournetwork-markmapmcp · other | Transforms Markdown content into interactive SVG mindmap visualizations using markmap.js libraries with support for custom themes, hierarchical… | 6 stars · 2 forks | No one-command install · Source | |
| 1603 | 58.185 | songjiayang-current-timemcp · other | Provides AI systems with current time information across different timezones through a simple tool that accepts location parameters and returns… | 6 stars · 2 forks | No one-command install · Source | |
| 1603 | 58.185 | z4none-rapidocrmcp · other | Extracts text from images using RapidOCR library through base64-encoded data or file paths for automated document processing workflows. | 6 stars · 2 forks | No one-command install · Source | |
| 1603 | 58.185 | fourcolors-think-toolmcp · other | Provides a structured thinking environment with a dedicated scratchpad for breaking down complex problems, verifying policy compliance, and validating… | 6 stars · 2 forks | No one-command install · Source | |
| 1603 | 58.185 | danjdewhurst-todo-mdmcp · other | Provides todo list management with markdown file storage, offering CRUD operations for listing, adding, updating, and deleting tasks with persistent… | 6 stars · 2 forks | No one-command install · Source | |
| 1603 | 58.185 | lox-tmuxmcp · other | Enables terminal session management through tmux with tools for creating sessions, sending commands and keystrokes, capturing screen content, and… | 6 stars · 2 forks | No one-command install · Source | |
| 1622 | 57.754 | mjucius-cozi-family-organizermcp · other | Integrates with Cozi Family Organizer to manage shopping lists, todo items, calendar appointments, and family member coordination through natural… | 3 stars · 4 forks | No one-command install · Source | |
| 1622 | 57.754 | wyre-technology-hudumcp · other | Provides AI access to the Hudu IT documentation platform for managing companies, assets, passwords, and knowledge base articles. | 3 stars · 4 forks | No one-command install · Source | |
| 1622 | 57.754 | immostagemcp · other | AI-powered virtual staging for real estate, transforming empty room photos into furnished spaces with style recommendations and listing optimization. | 3 stars · 4 forks | No one-command install · Source | |
| 1622 | 57.754 | copr-mcpmcp · other | Provides tools to interact with Fedora Copr, enabling users to manage projects, builds, and packages through natural language. | 3 stars · 4 forks | No one-command install · Source | |
| 1622 | 57.754 | verybigsad-nginx-proxy-managermcp · other | Manages Nginx Proxy Manager instances with 50 tools covering proxy hosts, SSL certificates, redirection hosts, streams, access lists, users, and… | 3 stars · 4 forks | No one-command install · Source | |
| 1622 | 57.754 | jwulff-whispermcp · other | Local audio transcription using whisper.cpp with support for multiple Whisper models. | 3 stars · 4 forks | No one-command install · Source | |
| 1622 | 57.754 | routinemcp · other | Integrates with Routine productivity application through WebSocket RPC communication to provide task management, calendar integration, document… | 3 stars · 4 forks | No one-command install · Source | |
| 1622 | 57.754 | beeper-mcpmcp · otheralso listed as intentos-labs-beeper-mcp | Enables blockchain transactions on BSC including balance checks, transfers, token swaps, and reward claims. | 3 stars · 4 forks | No one-command install · Source | |
| 1622 | 57.754 | tomsiwik-expertsmcp · other | Provides expert-level code review through simulated personas like Martin Fowler and Uncle Bob, offering refactoring suggestions and clean code… | 3 stars · 4 forks | No one-command install · Source | |
| 1622 | 57.754 | markomitranic-vegalitemcp · other | Enables data visualization capabilities using Vega-Lite specification language to create custom charts and graphs from tabular data, with output as… | 3 stars · 4 forks | No one-command install · Source | |
| 1622 | 57.754 | namin-dafny-verifiermcp · other | Integrates with Dafny to verify code correctness through analysis of formal specifications and proofs. | 3 stars · 4 forks | No one-command install · Source | |
| 1622 | 57.754 | bmorphism-slowtimemcp · other | Integrates drand and tlock-js to enable secure, time-locked encryption for managing scheduled events with cryptographic guarantees. | 3 stars · 4 forks | No one-command install · Source | |
| 1635 | 57.364 | nimbusmcp · other | glama.json already carries one, so this may prefill | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | aaronsb-salesforce-cloudmcp · other | Salesforce CRM integration providing opportunity intelligence, conversation analysis, business case generation, and CRUD operations. | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | mcpbundles-hubmcp · other | Unified hub for accessing all MCPBundles tools in one place | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | jwalsh-qrcodemcp · other | Integrates with the qrencode utility to generate QR codes dynamically, supporting various output formats and configuration options for flexible use in… | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | thecreativelabs-plutiomcp · other | Community integration for the Plutio all-in-one business platform covering CRM, projects, and invoicing. | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | legal-citemcp · other | Verifies legal citations by fetching the exact, in-force wording of cited articles from official PL and EU legal sources, preventing hallucination by… | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | manifoldermcpmcp · other | Enables browsing and editing Open Metaverse Spatial Fabric scenes, including managing scenes, objects, and resources through natural language. | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | boam79-depreciationmcp · other | Fixed asset depreciation calculations based on South Korean corporate tax law standards. | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | seang1121-sports-betting-ai-analyzermcp · other | AI-powered sports betting picks, odds, injury reports, and line movement analysis for NBA, NHL, and NCAAB. | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | flothjl-edgar-secmcp · other | Enables AI systems to access and analyze SEC EDGAR filings data, providing tools for retrieving proxy statements with executive compensation… | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | oleander-home-assistantmcp · other | Enables natural language control of Home Assistant smart home systems with tools for querying entity states, executing service calls, and retrieving… | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | siliconsociety-fortunamcp · other | Provides hardware-based true randomness through 20+ statistical distribution functions including dice rolling, Bernoulli trials, and… | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | pdf-readermcp · other | Extracts text from PDF files using Docling for document conversion, providing tools to list available PDFs and convert them to clean Markdown format… | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | zoharbabin-kalturamcp · other | Enables Large Language Models to interact with the Kaltura Media Management Platform, providing comprehensive media operations like listing… | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | editorconfig-mcpmcp · otheralso listed as neilberkman-editorconfig-mcp | Formats files using .editorconfig rules to ensure consistent formatting, especially for AI-generated code. | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | qododavid-pty-terminalmcp · other | Provides a stateful terminal interface for maintaining session context and executing complex, multi-step operations across multiple interactions. | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | gluneau-hivemcp · other | Integrates with the Hive blockchain to enable querying data, posting content, and managing accounts for content creation, social media automation, and… | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | usensedata-chinese-companymcp · other | Integrates with Usense's Chinese company data services to provide comprehensive business information including corporate details, financial data, and… | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | islem-zaraa-powerpointmcp · otheralso listed as mcp-powerpoint | Enables creation and manipulation of PowerPoint presentations with functions for adding slides, formatting content, reading metadata, and exporting to… | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | shirhatti-imessagemcp · other | Integrates with Apple's iMessage platform to enable sending and receiving messages. | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | kirill-markin-simple-website-fetchermcp · other | Fetches website content using Python and MCP, enabling web scraping and content analysis tasks | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | that1guy15-tox-testingmcp · other | Executes tox commands to run tests within a project using the project's tox.ini | 5 stars · 3 forks | No one-command install · Source | |
| 1635 | 57.364 | maheshdoiphode-project-contentmcp · other | Provides a single interface for retrieving entire project structures, enabling efficient code analysis and manipulation tasks. | 5 stars · 3 forks | No one-command install · Source | |
| 1660 | 57.311 | apk-security-guard-suitemcp · other | Integrates JADX, MobSF, JEB Pro, and APKTOOL to provide Android APK decompilation, security scanning, reverse engineering, and resource extraction for… | 11 stars | No commit datelisted | No one-command install · Source |
| 1661 | 57.245 | navya-tecnologia-planka-v2mcp · other | Planka v2.x kanban board management with task lists, time tracking, and membership control. | 7 stars · 1 fork | No one-command install · Source | |
| 1661 | 57.245 | acedatacloud-mcpnanobananamcp · other | NanoBanana AI image generation and editing with virtual try-on and product placement in realistic scenes. | 7 stars · 1 fork | No one-command install · Source | |
| 1661 | 57.245 | benahammond-code-auditormcp · other | Analyze code for SOLID principles, DRY violations, and security issues | 7 stars · 1 fork | No one-command install · Source | |
| 1661 | 57.245 | osc-bridgemcp · otheralso listed as roomi-fields-osc-bridge | OSC ↔ MIDI/SysEx bridge for 849 synths and DAWs — a MIDI MCP and OSC MCP. | 7 stars · 1 fork | No one-command install · Source | |
| 1661 | 57.245 | rededis-dataversemcp · other | Access to Microsoft Dataverse for querying records, schema management, and CRUD operations. | 7 stars · 1 fork | No one-command install · Source | |
| 1661 | 57.245 | aplaceforallmystuff-threat-intelmcp · other | Unified threat intelligence from OTX, AbuseIPDB, GreyNoise, and abuse.ch | 7 stars · 1 fork | No one-command install · Source | |
| 1661 | 57.245 | math280h-safe-pkgsmcp · other | Analyzes npm and Cargo packages for security risks through typosquatting detection, version analysis, and advisory scanning. | 7 stars · 1 fork | No one-command install · Source | |
| 1661 | 57.245 | alsaheem-bloggingmcp · other | Publish and manage articles on dev.to and Hashnode from a single interface. | 7 stars · 1 fork | No one-command install · Source | |
| 1661 | 57.245 | shalinda-j-cse-predictormcp · other | Delivers Colombo Stock Exchange technical analysis and ensemble predictions using RSI, MACD, and Bollinger Bands with simulated data. | 7 stars · 1 fork | No one-command install · Source | |
| 1661 | 57.245 | joshuaboys-datetimemcp · other | Provides date and time utilities with timezone support, date parsing, and monotonic time tracking for reliable timestamp generation across different… | 7 stars · 1 fork | No one-command install · Source | |
| 1661 | 57.245 | anndata-mcpmcp · other | Allows to retrieve information about an AnnData object via MCP using the read_lazy function from anndata. | 7 stars · 1 fork | No one-command install · Source | |
| 1661 | 57.245 | umcp-unity-editormcp · other | Enables Unity Editor automation through HTTP interface for asset management, GUID generation, input testing, and development workflow operations with… | 7 stars · 1 fork | No one-command install · Source | |
| 1661 | 57.245 | mcp-monodrawmcp · other | Enables creation, editing, and export of ASCII art diagrams using Monodraw on macOS, with tools for generating boxes, flowcharts, tables, trees, and… | 7 stars · 1 fork | No one-command install · Source | |
| 1661 | 57.245 | fajararrizki-geartrade-technical-analysismcp · other | Provides cryptocurrency market analysis through technical indicators, volume analysis, and risk management calculations for trading strategy… | 7 stars · 1 fork | No one-command install · Source | |
| 1661 | 57.245 | danilofalcao-glm-visionmcp · other | Integrates Z.AI's GLM-4.5V vision model to analyze images from local files or URLs with configurable parameters including temperature control… | 7 stars · 1 fork | No one-command install · Source | |
| 1661 | 57.245 | codeforcesmcp · other | Integrates with Codeforces competitive programming platform to retrieve contest information, user profiles, submission histories, and rating changes… | 7 stars · 1 fork | No one-command install · Source | |
| 1661 | 57.245 | bigcoder84-excel-bridgemcp · other | Bridges AI with Excel files, enabling reading from and writing to spreadsheets through standardized operations for data analysis, reporting, and… | 7 stars · 1 fork | No one-command install · Source | |
| 1661 | 57.245 | qmed-askcpgmcp · other | Enables clinicians and developers to query Malaysian Clinical Practice Guidelines using natural language, returning structured responses based on… | 7 stars · 1 fork | No one-command install · Source | |
| 1680 | 57.142 | bitget-mcpmcp · other | bitget-mcp | 2,710 installs | No commit datelisted | No one-command install · Source |
| 1681 | 56.206 | the-basilisk-ai-squadmcp · other | Integrates with Squad's product management platform to enable feedback management, knowledge organization, and workspace operations for product teams… | 2 stars · 4 forks | No one-command install · Source | |
| 1681 | 56.206 | dnaerys-onekgpmcp · other | Natural language access to 1000 Genomes Project genomic data | 2 stars · 4 forks | No one-command install · Source | |
| 1681 | 56.206 | ai-yliu-filesystemmcp · other | Provides secure filesystem operations for reading, writing, and manipulating files and directories within specified access boundaries. | 2 stars · 4 forks | No one-command install · Source | |
| 1684 | 56.183 | sportiqmcp · other | 48 AI-callable tools for FIFA World Cup 2026 football, Formula 1, and IPL cricket — Monte-Carlo bracket simulations, F1 pit-strategy modeling, and a… | 10 stars | No one-command install · Source | |
| 1684 | 56.183 | pwn-mcpmcp · other | A CTF Pwn AI-assisted debugging platform based on MCP, enabling AI to directly interact with remote GDB and CTF services for automated heap… | 10 stars | No one-command install · Source | |
| 1684 | 56.183 | gh-zhound420-d365fo-connectormcp · other | Multi-environment Microsoft Dynamics 365 Finance and Operations access with OData queries, aggregation, and CRUD operations. | 10 stars | No one-command install · Source | |
| 1684 | 56.183 | simplefunctionsmcp · other | Prediction market intelligence platform with tools for thesis modeling, market scanning, edge detection, and trading on Kalshi and Polymarket. | 10 stars | No commit datelisted | No one-command install · Source |
| 1688 | 55.515 | bluefin-linuxmcp · other | Provides system context and troubleshooting guidance for Project Bluefin Linux distributions. | 5 stars · 2 forks | No one-command install · Source | |
| 1688 | 55.515 | gh-zlatkoc-youtube-summarizemcp · other | Fetch YouTube video transcripts and optionally summarize them. | 5 stars · 2 forks | No one-command install · Source | |
| 1688 | 55.515 | xmpuspus-ph-civic-datamcp · other | Real-time Philippine government data from PHIVOLCS, PAGASA, PhilGEPS, PSA, and AQICN as 12 MCP tools. | 5 stars · 2 forks | No one-command install · Source | |
| 1688 | 55.515 | tekthar-abpmcp · other | Auto-generate MCP tools from ABP Framework application services with permission and multi-tenant support. | 5 stars · 2 forks | No one-command install · Source | |
| 1688 | 55.515 | aspen-mcpmcp · other | Enables natural language control of Aspen Plus for chemical process simulation, including parameter tuning, batch runs, and result reading. | 5 stars · 2 forks | No one-command install · Source | |
| 1688 | 55.515 | simplifiermcp · other | Integration with the Simplifier Low Code Platform | 5 stars · 2 forks | No one-command install · Source | |
| 1688 | 55.515 | zeke-777-docx-processormcp · other | Word document processor exposing 63 operations through a single gateway tool, with on-demand skill loading for 52-73% context reduction. | 5 stars · 2 forks | No one-command install · Source | |
| 1688 | 55.515 | tuandinh-feedback-loopmcp · other | Provides a human-in-the-loop feedback collection system through an on-demand Electron GUI that spawns draggable windows with customizable quick… | 5 stars · 2 forks | No one-command install · Source | |
| 1688 | 55.515 | keplr-wallet-mcpmcp · other | Your AI-powered wallet for Cosmos. Send, stake, swap — just ask. | 5 stars · 2 forks | No one-command install · Source | |
| 1688 | 55.515 | wind-mcpmcp · other | Provides AI assistants with direct access to Wind Financial Terminal data, including market data, fundamentals, screening, macro economics, and… | 5 stars · 2 forks | No one-command install · Source | |
| 1688 | 55.515 | mcp-banco-intermcp · other | Enables AI assistants to interact with Banco Inter business accounts, including balance inquiries, statement downloads, and full boleto management via… | 5 stars · 2 forks | No one-command install · Source | |
| 1688 | 55.515 | anaskasmi-local-pmmcp · other | Self-hosted project management system with Linear-like Kanban boards that exposes tools for creating projects, managing tickets, assigning teams, and… | 5 stars · 2 forks | No one-command install · Source | |
| 1688 | 55.515 | neosun100-stableavatarmcp · other | Generates synchronized talking head videos from reference images and audio using diffusion models with multi-GPU support. | 5 stars · 2 forks | 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.