Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1701 | 55.515 | jimeng-web-mcpmcp · other | Provides direct access to Jimeng AI's web interface for generating images and videos, supporting features like multi-image generation, video creation… | 5 stars · 2 forks | No one-command install · Source | |
| 1701 | 55.515 | cmd8-excalidrawmcp · other | Programmatic interaction with Excalidraw diagram files | 5 stars · 2 forks | No one-command install · Source | |
| 1701 | 55.515 | var-gg-mcpmcp · other | Enforces team naming consistency for AI-generated code via Cursor MCP integration. [Guide ↗](https://var.gg) | 5 stars · 2 forks | No one-command install · Source | |
| 1701 | 55.515 | thebatashev-document-generatormcp · other | Generates professional DOCX and PDF documents with styled paragraphs, structured tables, and customizable formatting through both immediate creation… | 5 stars · 2 forks | No one-command install · Source | |
| 1701 | 55.515 | sharmarajnish-constrained-optimizationmcp · other | Provides unified access to multiple optimization solvers including Z3, CVXPY, HiGHS, and OR-Tools for solving constraint satisfaction, convex… | 5 stars · 2 forks | No one-command install · Source | |
| 1701 | 55.515 | waldzell-metagamesmcp · other | Provides 27+ game-theoretic problem-solving frameworks organized into 6 categories that transform open-ended challenges into systematic, time-boxed… | 5 stars · 2 forks | No one-command install · Source | |
| 1701 | 55.515 | blesscat-gemini-climcp · other | Integrates with Google's Gemini CLI tool to enable conversational interactions, content generation with configurable temperature settings, and model… | 5 stars · 2 forks | No one-command install · Source | |
| 1701 | 55.515 | skspade-linearmcp · other | Integrates with Linear's project management platform to enable querying, creating, and updating sprint issues across teams using TypeScript and the… | 5 stars · 2 forks | No one-command install · Source | |
| 1701 | 55.515 | jamesacklin-tlon-urbit-messengermcp · other | Provides a bridge between Urbit's social networking services and conversational interfaces, enabling direct message communication with support for… | 5 stars · 2 forks | No one-command install · Source | |
| 1701 | 55.515 | mcp-playlist-generatormcp · other | Generates .m3u playlists on the user's PC based on their current mood or theme, using metadata from local music files. | 5 stars · 2 forks | No one-command install · Source | |
| 1701 | 55.515 | rayato159-solana-blockchain-explorermcp · other | Provides real-time Solana blockchain data access for checking SOL price in USD and retrieving wallet balances from addresses on the Solana mainnet. | 5 stars · 2 forks | No one-command install · Source | |
| 1701 | 55.515 | sumo-mcpmcp · other | Integrates SUMO traffic simulation with the Model Context Protocol for autonomous driving applications, enabling simulation environment interaction… | 5 stars · 2 forks | No one-command install · Source | |
| 1701 | 55.515 | x51xxx-osp-marketing-toolsmcp · other | Provides TypeScript tools for technical marketing content creation including value mapping, meta information generation, content editing, and SEO… | 5 stars · 2 forks | No one-command install · Source | |
| 1701 | 55.515 | okooo5km-zipicmcp · other | Integrates with the Zipic app for macOS to provide image compression and optimization capabilities through quickCompress and advancedCompress tools… | 5 stars · 2 forks | No one-command install · Source | |
| 1701 | 55.515 | leomercier-vm-terminalmcp · other | Provides a secure web-based terminal interface for remote VM command execution through WebSocket connections and automatic tunnel creation… | 5 stars · 2 forks | No one-command install · Source | |
| 1701 | 55.515 | noahvanhart-clickupmcp · other | Integrates with ClickUp to enable task management, project tracking, and workflow optimization within the platform's ecosystem. | 5 stars · 2 forks | No one-command install · Source | |
| 1701 | 55.515 | sunwood-ai-labs-weathermcp · other | Integrates real-time weather data from OpenWeather to provide location-specific forecasts. | 5 stars · 2 forks | No one-command install · Source | |
| 1718 | 55.213 | imgcli-mcpmcp · other | Convert, resize, crop, rotate, filter, and composite images from the command line — a lightweight, dependency-free, ffmpeg-style alternative to… | 6 forks | No one-command install · Source | |
| 1719 | 55.168 | ableton-dj-mcpmcp · other | Enables AI-assisted electronic music production in Ableton Live, with built-in genre theory for indie dance, tech house, melodic techno, and house… | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | vassiliylakhonin-agenda-intelligencemcp · other | Generate auditable strategic-risk memos covering sanctions, regulatory, geopolitical, and trade intelligence. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | vugolamcp · other | AI video clipping and social media scheduling platform. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | pseolintmcp · other | Audit programmatic SEO sites for Google SpamBrain risk the way the algorithm sees them, across pages, not one page at a time. pseolint clusters your… | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | mansurjisan-noaa-coopsmcp · other | Provides access to NOAA CO-OPS tidal predictions, real-time water levels, currents, and coastal meteorological observations. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | jcucci-sherlockmcp · other | .NET assembly introspection and reflection analysis | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | sarveshtalele-personal-financemcp · other | Financial calculators based on deterministic mathematical principles for budgeting and planning. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | mafaq229-pbirbmcp · other | Edits Power BI paginated reports (.rdl files) via atomic MCP tools for charts, datasets, layout, and parameters. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | h1-hunt-mint-clubmcp · other | Trade bonding curve tokens on Base via Mint Club V2 with buy, sell, swap, and create tools. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | jxue0-opencut-controllermcp · otheralso listed as opencut-controller | Automate video editing workflows with OpenCut through MCP tool calls. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | hangeul-mcpmcp · other | Recognizes HWP/HWPX form structures and fills in AI-generated values while preserving original formatting, enabling natural language interaction with… | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | gunnerpark-alt-claymcp · other | Connects to Clay's data enrichment platform for schema analysis, row lookup, error diagnostics, and subroutine tracing. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | agimaulana-google-play-consolemcp · other | Manage Google Play Store releases, testers, rollouts, and Android Vitals. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | titaniumtushar-burp-mcp-plusmcp · other | Wraps Burp Suite for AI-assisted penetration testing, providing proxy history access, structured HTTP request building, and Intruder integration. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | wrxck-namecheapmcp · other | Manages Namecheap domains and DNS records with tools for listing domains, retrieving domain information, managing DNS host records, and configuring… | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | ivanstan-tle-satellitemcp · other | Access TLE orbital data for thousands of satellites including ISS, Starlink, and Hubble. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | mastr-energymcp · other | Query Germany's official energy market master data register via 21 tools. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | cortiviummcp · other | Enables reliable AI behavior control by registering Ghost Skills as MCP tools that the model reads before every action, providing enforceable… | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | gh-r3352-redactmcp · other | Automatic PII detection and obfuscation using regex pattern matching and AI-powered Named Entity Recognition for secure data handling during… | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | mikan-atomoki-text-to-modelmcp · other | Turn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets, and JIS standard parts. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | govridermcp · other | Matches tech products and consulting services to live government tenders, RFPs, grants, and frameworks from 25+ official sources. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | omniwire-mcpmcp · other | Enables AI models to fetch and aggregate news from RSS, Atom, JSON, and HTML feeds with fault-tolerant circuit breaker protection. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | mcp-device-datetimemcp · other | Exposes the host device's current date and time, returning local time with timezone offset or UTC. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | ludobos-inkwellmcp · other | Editorial intelligence platform for newsletter writers that manages research workflows from source collection through article drafting. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | codearchitect-mcpmcp · other | Automatically saves and retrieves AI conversation sessions to maintain context continuity, preventing re-explaining architecture decisions. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | humanjesse-textarttoolsmcp · other | Unicode text styling and ASCII art generation with 23 styles and 322+ figlet fonts | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | mcp-quiz-generatormcp · other | Generates quizzes from Markdown content and outputs interactive HTML and Word documents. | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | webp-batch-convertermcp · other | Converts images to WebP format using Sharp or libwebp-tools with batch processing, glob pattern matching, and configurable quality settings for web… | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | fastmcp-supply-chain-optimizermcp · other | Demonstrates real-time supply chain optimization using Google Gemini for intelligent decision-making across inventory management, warehouse transfers… | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | carlmontanari-scraplimcp · other | Integrates the Scrapli network automation library to enable SSH command execution on Cisco IOS XE devices for network configuration and… | 6 stars · 1 fork | No one-command install · Source | |
| 1719 | 55.168 | newaiteesollamamcp · other | Bridges AI assistants with locally-hosted Ollama models for complex reasoning tasks, providing tools for task decomposition and result evaluation… | 6 stars · 1 fork | No one-command install · Source | |
| 1751 | 54.833 | lozit-standard-notesmcp · other | Encrypted read/write access to Standard Notes vaults with local-only decryption via stdio. | 9 stars | No one-command install · Source | |
| 1751 | 54.833 | alberto-codes-docvetmcp · other | Docstring quality vetting for Python with enrichment, freshness, coverage, and presence checks. | 9 stars | No one-command install · Source | |
| 1751 | 54.833 | mcpicomcp · other | MCP proxy that bundles flat tool lists into hierarchical subcommand groups, reducing context token usage and improving tool discovery. | 9 stars | No one-command install · Source | |
| 1751 | 54.833 | vision-bridge-mcpmcp · other | Bridges a vision model to enable text-only models like DeepSeek to describe images, extract text, and compare images via MCP tools. | 9 stars | No one-command install · Source | |
| 1751 | 54.833 | leonaiuv-seedance-2mcp · other | Exposes Volcengine ARK Seedance 2.0 video generation for text-to-video and image-to-video through MCP tools. | 9 stars | No one-command install · Source | |
| 1751 | 54.833 | webpeelmcp · other | Fetch web pages as clean, AI-ready markdown. | 9 stars | No commit datelisted | No one-command install · Source |
| 1757 | 53.985 | martinelli-jooqmcp · other | Access jOOQ documentation through AI | 4 stars · 3 forks | No one-command install · Source | |
| 1757 | 53.985 | squad-mcpmcp · other | Exposes the squad-dev workflow as deterministic MCP tools, enabling task classification, risk scoring, specialist reviewer selection, and advisory… | 4 stars · 3 forks | No one-command install · Source | |
| 1757 | 53.985 | maxenlin-mcp-zentao-11-3mcp · other | Enables AI-powered interaction with ZenTao 11.3 legacy systems, supporting task, bug, requirement, and test case management via MCP protocol. | 4 stars · 3 forks | No one-command install · Source | |
| 1757 | 53.985 | mrelph-teamsnapmcp · other | Integrates with TeamSnap's sports team management platform for read-only access to team rosters, schedules, events, and player availability data. | 4 stars · 3 forks | No one-command install · Source | |
| 1757 | 53.985 | open-dental-mcpmcp · other | Enables interaction with Open Dental practice management software, allowing reading of patients, appointments, providers, procedures, and recalls, as… | 4 stars · 3 forks | No one-command install · Source | |
| 1757 | 53.985 | etbars-vibetrader-mcpmcp · otheralso listed as vibetrader-mcp | AI-powered trading bot platform. Create automated trading strategies with natural language via Alpaca brokerage. | 4 stars · 3 forks | No one-command install · Source | |
| 1757 | 53.985 | wrlu-jadx-daemonmcp · other | Provides Android APK and DEX file decompilation through jadx library, enabling extraction of AndroidManifest.xml content, decompiled Java code, smali… | 4 stars · 3 forks | No one-command install · Source | |
| 1757 | 53.985 | ianen-dingtalk-wikimcp · other | Community-maintained DingTalk integration providing read-write access to Wiki workspaces, document creation, folder management, and organizational… | 4 stars · 3 forks | No one-command install · Source | |
| 1757 | 53.985 | mendezangelleo-jira-xraymcp · other | Integrates with Jira and Xray to automatically generate Gherkin test scenarios from user stories and comments using Vertex AI, then synchronizes them… | 4 stars · 3 forks | No one-command install · Source | |
| 1757 | 53.985 | quantalogic-markdown-editormcp · other | Provides safe, structured editing capabilities for Markdown documents through section-based operations like inserting, updating, deleting, and moving… | 4 stars · 3 forks | No one-command install · Source | |
| 1757 | 53.985 | mcp-py-devtomcp · other | Enables interaction with dev.to platform through a message-based architecture, supporting article management operations like create, update, delete… | 4 stars · 3 forks | No one-command install · Source | |
| 1757 | 53.985 | aldrin-labs-solana-docsmcp · other | Fetches and parses Solana blockchain documentation, enabling real-time access to development information for accurate query responses and… | 4 stars · 3 forks | No one-command install · Source | |
| 1757 | 53.985 | kvas-it-file-systemmcp · other | Implements an extensive list of filesystem operations for navigating, reading, writing, and analyzing files, enabling efficient file management and… | 4 stars · 3 forks | No one-command install · Source | |
| 1771 | 53.790 | blake365-usgs-quakesmcp · other | Integrates with USGS earthquake data to provide real-time access for querying and analyzing seismic events, enabling applications in disaster… | 1 star · 4 forks | No one-command install · Source | |
| 1771 | 53.790 | cyoda-calculation-node-mcpmcp · other | Enables AI assistants to interact with Cyoda platform entities and workflows through the Model Context Protocol, supporting entity management… | 1 star · 4 forks | No one-command install · Source | |
| 1771 | 53.790 | myfitnesspalmcp · other | Retrieves MyFitnessPal nutrition data including daily summaries, meal breakdowns, exercises, and macros through FastMCP. | 1 star · 4 forks | No one-command install · Source | |
| 1771 | 53.790 | chromindscan-chromia-walletmcp · other | Integrates with the Chromia blockchain to enable cryptocurrency transactions and wallet operations for automated financial workflows. | 1 star · 4 forks | No one-command install · Source | |
| 1775 | 53.333 | sg-cpf-calculator-mcpmcp · other | sg-cpf-calculator-mcp | 2,597 installs | No commit datelisted | No one-command install · Source |
| 1776 | 53.186 | mlava-scholar-sidekick-mcpmcp · other | Resolve, format, and export academic citations. | 8 stars | No one-command install · Source | |
| 1776 | 53.186 | high5-ventures-apple-remindersmcp · other | Native macOS integration for Apple Reminders with full CRUD operations via EventKit. | 8 stars | No one-command install · Source | |
| 1776 | 53.186 | 8monkey-ai-elysiamcp · other | Turn existing Elysia framework routes into MCP tools automatically, with no schema duplication or handler rewrites. | 8 stars | No one-command install · Source | |
| 1776 | 53.186 | ai-diagram-makermcp · other | Generate professional software engineering diagrams from text, JSON, ASCII, images, or Mermaid. | 8 stars | No one-command install · Source | |
| 1780 | 53.061 | greetwell-experiencesmcp · other | Greetwell curates authentic local experiences and provides personal concierge support in over 500 destinations, helping you explore confidently… | 3,249 installs | No commit datelisted | No one-command install · Source |
| 1781 | 52.498 | gh-zw008-vmware-vksmcp · other | Manage VMware vSphere with Tanzu supervisor clusters, namespaces, and TanzuKubernetesCluster lifecycle with 20 tools. | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | arcadia-financemcp · other | Manage concentrated liquidity on Uniswap and Aerodrome with rebalancing, compounding, and leverage. | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | sidebuttonmcp · other | Enables AI assistants to trigger and respond to SideButton workflow automations. | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | justinbeckwith-pylonmcp · other | Integrates with Pylon's customer support platform for managing support tickets, customer relationships, and team operations. | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | expertvagabond-raycastmcp · other | Raycast workflow automation with window management, clipboard, and system controls. | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | clouatre-labs-code-analyzemcp · other | Code structure analysis using tree-sitter with directory mapping and call graph tracing. | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | nestrmcp · other | Connect AI to Nestr for Holacracy, Sociocracy, and self-organizing team management. | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | cyanheads-proteinmcp · other | Retrieves and analyzes 3D protein structural data from RCSB PDB, PDBe, and UniProt | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | talonicmcp · other | Extracts structured, schema-validated data from PDFs, scans, images, spreadsheets, and forms. | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | usercallmcp · other | Run scalable qualitative voice interviews and retrieve structured themes with verbatim quotes. | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | unclaimed-solmcp · other | Scan and reclaim dormant SOL from Solana wallet token accounts and staking positions. | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | digital-threads-token-pilotmcp · other | Token-efficient code reading via AST-aware structural analysis with up to 80% token savings. | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | thalesmms-dicom-viewermcp · other | Converts DICOM medical imaging files into PNG format and serves them through an interactive web-based viewer with navigation controls, zoom/pan… | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | maksimsarychau-zebrunnermcp · other | Connects Zebrunner Test Case Management with AI assistants for managing test cases, suites, and execution data through natural language | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | ctpn3m01-metaeditormcp · other | Connects AI assistants to MetaTrader 5 MetaEditor on Linux via Wine for MQL5 workflows. | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | gh-gregario-dnd-oraclemcp · other | D&D 5e System Reference Document lookup and encounter planning. | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | scalekitmcp · other | Provides tools for managing Scalekit environments, organizations, users, connections, and workspace operations. Built for developers who want to… | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | ebowwa-xcodemcp · other | Integrates with Xcode development tools to execute xcodebuild commands, manage iOS/macOS simulators, and perform project operations through 25+ tools… | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | onepersonunicorn-lolgptmcp · other | Provides League of Legends professional esports match prediction and summoner analysis capabilities using statistical modeling for predicting outcomes… | 5 stars · 1 fork | No one-command install · Source | |
| 1781 | 52.498 | jpazvd-unicefstatsmcp · other | Queries UNICEF child development statistics across 790+ indicators and 200+ countries via SDMX. | 5 stars · 1 fork | 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.