Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1901 | 49.325 | cat-hotel-mcpmcp · other | A text-based cat hotel management game for AI, where you act as a temporary manager to care for cat customers through MCP tools. | 6 stars | No one-command install · Source | |
| 1901 | 49.325 | smu-rainflow-ctp-futures-tradingmcp · other | Integrates with Chinese futures markets through vnpy trading framework and CTP gateway to provide real-time market data, account management, order… | 6 stars | No one-command install · Source | |
| 1901 | 49.325 | parlaymcp · other | Aggregates prediction market data from Polymarket, Kalshi, Limitless, and Manifold. | 6 stars | No one-command install · Source | |
| 1901 | 49.325 | eugenevl-1c-copilotmcp · other | Connects to the 1C:Enterprise Russian business platform for AI-assisted automation and data access. | 6 stars | No one-command install · Source | |
| 1901 | 49.325 | pengc0066-star-slurmmcp · other | Connects AI assistants to Slurm HPC clusters via SSH for job listing, submission, status checks, and error diagnostics. | 6 stars | No one-command install · Source | |
| 1901 | 49.325 | orazionelson-existdbmcp · other | Integrates with eXist-db for offline XQuery documentation lookup, live query execution, and XML collection management. | 6 stars | No one-command install · Source | |
| 1901 | 49.325 | jmerelnyc-proxmoxmcp · other | Manages Proxmox VE virtual machines through MCP, supporting VM listing, power operations, snapshot management, and cloning. | 6 stars | No one-command install · Source | |
| 1901 | 49.325 | jnormore-unitaskmcp · other | Safe code execution in ephemeral unikernels with declarative security policies. | 6 stars | No one-command install · Source | |
| 1901 | 49.325 | mrorigo-hashfilemcp · other | Hash-anchored file editing with content verification and access control. | 6 stars | No one-command install · Source | |
| 1901 | 49.325 | mcp-service-publicmcp · other | French public services data: tax, property, admin, education, healthcare, security, risks, and legal texts. | 6 stars | No one-command install · Source | |
| 1901 | 49.325 | aj-geddes-toon-contextmcp · other | Converts verbose JSON structures to compact TOON format, achieving 40-60% token reduction while maintaining complete data integrity through… | 6 stars | No one-command install · Source | |
| 1901 | 49.325 | sutharmeet-cff-explorermcp · other | Bridges CFF Explorer's PE analysis engine for natural language-driven binary inspection, import/export analysis, resource extraction, and binary… | 6 stars | No one-command install · Source | |
| 1901 | 49.325 | zettelkastenmcp · other | Implements Niklas Luhmann's Zettelkasten methodology with atomic note-taking, semantic linking types, and bidirectional connections for building… | 6 stars | No one-command install · Source | |
| 1901 | 49.325 | mohdhaji87-nmapmcp · other | Exposes Nmap network scanning capabilities through 11 specialized tools for network discovery, service detection, OS fingerprinting, vulnerability… | 6 stars | No one-command install · Source | |
| 1901 | 49.325 | ruby-console-mcpmcp · otheralso listed as tuhalang-ruby-console | Enables AI assistants to execute Ruby console commands (Rails console, IRB, etc.) with persistent session support for interacting with Ruby/Rails… | 6 stars | No one-command install · Source | |
| 1901 | 49.325 | financemcp-alphamcp · other | Calculates WorldQuant 101 Alpha factors using real-time Chinese stock market data from Tushare. | 6 stars | No one-command install · Source | |
| 1901 | 49.325 | cheezcake-aidderallmcp · other | Provides hierarchical task management with living document approach where completed tasks remain visible, enabling non-linear workflow navigation… | 6 stars | No commit datelisted | No one-command install · Source |
| 1901 | 49.325 | cnick26-timemapmcp · other | Chinese metaphysics calculator providing BaZi, Tong Shu, and Feng Shui tools for AI assistants. | 6 stars | No commit datelisted | No one-command install · Source |
| 1920 | 49.118 | anaconda-mcpmcp · other | Exposes conda environment management tools to MCP-enabled AI coding assistants, enabling them to create, modify, and delete environments and packages… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | victron-tcpmcp · other | Connect AI assistants to Victron Energy systems to read real-time solar, battery, grid, and inverter data from your local network via Modbus TCP or… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | mrsimpson-quiet-shellmcp · other | Executes shell commands with intelligent output filtering that reduces context consumption by extracting only errors and important information using… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | bzsanti-oxidize-pdfmcp · other | Generate, parse, split, merge, and manipulate PDF documents with native Rust performance. | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | jldb-xyz-odoo-assistantmcp · other | Integrates with Odoo ERP systems via XML-RPC to provide model discovery, CRUD operations, workflow automation, and reusable procedure storage. | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | nsforge-mcpmcp · other | Enables creation of new mathematical formulas through symbolic derivation, verification, and step-by-step control, leveraging SymPy for computation… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | loomemmcp · other | { "mcpServers": { "loomem": { "command": "loomem-cli", "args": ["mcp-stdio", "--url", "http://127.0.0.1:3030"] } } } | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | facundolucci-plsreadmemcp · other | Share markdown files and text as clean, readable web links via `plsreadme_share_file` and `plsreadme_share_text`; zero setup (`npx -y plsreadme-mcp`… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | gh-blightbow-parkourmcp · other | Content exploration toolkit for surfacing high-signal, unsummarized web content. | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | gc-mcpmcp · other | Enables AI assistants to access and query Garmin Connect health and fitness data, including sleep, HRV, training load, and activities, with an… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | jlceda-codex-mcp-bridgemcp · other | Bridges JLCPCB/Lichuang EDA Pro with MCP clients to export and analyze schematic/PCB DRC, netlists, and BOMs, enabling automated diagnostics and data… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | abossard-ledfxmcp · other | Bridges natural language commands to LedFX LED lighting systems with intelligent scene parsing, color libraries, and comprehensive device management… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | zw-awa-ssh-sessionmcp · other | Persistent SSH PTY session manager for shared human-AI terminal collaboration. | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | sajmustafake-frappe-devmcp · other | Development toolkit for Frappe/ERPNext with DocType generation, bench commands, and app management | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | moshe-ship-waslmcp · other | Arabic-language Islamic tools, linguistic utilities, and financial calculators for AI assistants. | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | smartdb-mcpmcp · other | 智能数据库查询 MCP 服务，支持在 AI 编程工具中用自然语言查询数据库。 | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | semihkayan-codeweavemcp · other | Token-efficient code context provider that retrieves targeted snippets instead of full file dumps. | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | okysu-visionmcp · other | Add image and video understanding to AI workflows with 8 tools for UI-to-code conversion, text extraction, and diagram analysis. | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | sigmamcp · other | pySigma-powered Sigma security detection rule validation. | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | gpartin-waveguardclientmcp · other | Physics-based anomaly detection via MCP. Uses Klein-Gordon wave equations on GPU to detect anomalies with high precision (avg 0.90). 9 tools: scan… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | devanshkaria88-depshieldmcp · other | Security checkpoint that intercepts package installations to block vulnerable dependencies. | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | plagness-bcs-brokermcp · other | Integrates with BCS Broker to provide real-time market data streaming, portfolio management, algorithmic trading with 20+ technical indicators, risk… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | ti4-mcpmcp · other | Provides Twilight Imperium 4 game data, rules lookup, faction strategy guides, and setup assistance via the Model Context Protocol. | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | synthlab-mcpmcp · other | Enables AI-powered music composition and synthesis by generating Pure Data patches, VCV Rack modules, and MIDI controller mappings through natural… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | portertech-lm-studiomcp · other | Provides remote control over LM Studio model management including loading models with configurable parameters, unloading instances, and retrieving… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | mcp-plotsmcp · other | Create data visualizations as Mermaid charts, PNG images, or text | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | basementstudio-dos-gamesmcp · other | Provides access to classic DOS games including DOOM, Super Mario, Tetris, and Duke Nukem 3D through a web-based js-dos emulator with custom controls… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | evalor-dida365mcp · other | Task management integration for Dida365 and TickTick platforms | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | coderjun-shaka-packagermcp · other | Bridges AI with Google's Shaka Packager for video analysis, transcoding, and packaging operations, enabling media workflow automation and streaming… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | image-video-generation-mcpmcp · other | Enables image and video generation using BigModel AI's CogView and CogVideoX models via MCP, supporting batch image generation and various… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | watamoo-crossword-toolsmcp · other | Provides crossword puzzle creation and solving tools with grid management, clue handling, and puzzle analysis capabilities for educational and… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | opensensor-binary-ninjamcp · other | Integrates with Binary Ninja for reverse engineering tasks by providing tools to retrieve binary metadata, list functions, disassemble code, and… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | r3versein-hackermcp-pentestingmcp · other | Integrates penetration testing tools like Nmap and Metasploit Framework through tmux session management to enable automated security assessments… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | pickstar-2002-video-clipmcp · other | Provides FFmpeg-powered video processing capabilities for extracting clips from video files with batch processing support and flexible timestamp… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | cristianoritta-adbmcp · other | Integrates with Android Debug Bridge (ADB) to enable device management, app installation, file operations, and debugging tasks across Android devices… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | hiveflowmcp · other | Integrates with HiveFlow's workflow automation platform to enable triggering automated workflows, managing business processes, and executing workflow… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | seo-mcp-toolsmcp · other | Provides tools to extract the first or all sitemap URLs from a website's robots.txt file. | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | adamwattis-resource-hubmcp · other | Centralizes shared tools and configurations for MCP environments, enabling consistent resource access across teams and projects. | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | pydantic-ai-docsmcp · other | Provides direct access to Pydantic-AI documentation with tools for retrieving specific documents, listing topics, and accessing changelog information… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | xutaotaotao-installed-appsmcp · other | Retrieves a complete list of all installed applications on the user's computer for system analysis and software management tasks. | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | atotti-mozisu-character-countermcp · other | Provides accurate character counting for text with special handling for multi-byte characters like Japanese text and emojis, returning both total and… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | jaho5-json-schema-managermcp · other | Manages JSON schemas and generates instances with custom properties, enabling applications to maintain consistent data structures and create… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | mutker-todomcp · other | Manages TODO.md and CHANGELOG.md files with precise, line-based editing, multiple character encodings, and atomic operations for structured task and… | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | mprokopov-ledgermcp · other | Access and managing ledger files. | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | terminalmans-toolhousemcp · other | Integrates with Toolhouse platform to provide access to diverse utilities for developers and teams incorporating AI-assisted tasks. | 4 stars · 1 fork | No one-command install · Source | |
| 1920 | 49.118 | burningion-geoapify-map-generatormcp · other | Generates map images from geographic coordinates using Python libraries for geocoding and visualization tasks. | 4 stars · 1 fork | No one-command install · Source | |
| 1966 | 48.479 | jonnyton-workflow-universemcp · other | Create, browse, remix, and run durable AI workflow nodes collaboratively from any MCP host. | 1 star · 3 forks | No one-command install · Source | |
| 1966 | 48.479 | codex-antigravity-bridgemcp · other | Enables MCP-compatible clients like Codex to delegate tasks to the Antigravity CLI, using ConPTY on Windows to reliably capture responses. | 1 star · 3 forks | No one-command install · Source | |
| 1966 | 48.479 | tick-mcpmcp · other | Enables AI assistants to manage TickTick tasks, projects, habits, tags, and focus stats using 71 tools via the Model Context Protocol. | 1 star · 3 forks | No one-command install · Source | |
| 1966 | 48.479 | gh-bolivian-peru-baozimcp · other | Interact with Solana prediction markets on Baozi.bet — 68 trading and market tools. | 1 star · 3 forks | No one-command install · Source | |
| 1966 | 48.479 | inventree-mcpmcp · other | Enables interaction with InvenTree inventory management system, providing tools for parts, stock, orders, companies, barcodes, labels, reports… | 1 star · 3 forks | No one-command install · Source | |
| 1966 | 48.479 | wishfinitymcp · other | Save any product URL to your Wishfinity wishlist | 1 star · 3 forks | No one-command install · Source | |
| 1966 | 48.479 | attarmau-fashion-recommendationmcp · other | Analyzes fashion images using CLIP to extract clothing attributes like style, color, and fabric, then generates personalized recommendations based on… | 1 star · 3 forks | No one-command install · Source | |
| 1966 | 48.479 | mcp-glspmcp · other | Enables AI-driven graphical diagram creation and manipulation using natural language, with support for BPMN workflows, analysis, and manual editing… | 1 star · 3 forks | No one-command install · Source | |
| 1966 | 48.479 | student-knowledge-graphmcp · other | Manages student knowledge graphs for tracking academic progress, organizing educational resources, and structuring relationships between courses… | 1 star · 3 forks | No one-command install · Source | |
| 1966 | 48.479 | qpd-v-deletemcp · other | File deletion capabilities to safely delete files when needed, with support for both relative and absolute paths. | 1 star · 3 forks | No one-command install · Source | |
| 1976 | 48.254 | calculatormcp · other | Perform quick, reliable arithmetic including addition, subtraction, multiplication, and division. Speed up everyday calculations and reduce errors… | 1,588 installs | No commit datelisted | No one-command install · Source |
| 1977 | 48.150 | sentinelone-mcpmcp · other | Multitenant Streamable HTTP wrapper for SentinelOne's purple-mcp. Enables MSPs to expose SentinelOne threat detection and response capabilities to AI… | 4 forks | No one-command install · Source | |
| 1977 | 48.150 | inflectra-spiramcp · other | Application lifecycle management platform for agile teams and enterprises | 4 forks | No one-command install · Source | |
| 1977 | 48.150 | terminal-sessions-mcpmcp · other | Interactive, persistent terminal sessions for AI assistants via Model Context Protocol. | 4 forks | No one-command install · Source | |
| 1977 | 48.150 | vsc-as-mcpmcp · other | Enables AI assistants to leverage VS Code's language intelligence for code navigation, refactoring, and analysis via the MCP protocol. | 4 forks | No one-command install · Source | |
| 1977 | 48.150 | promo-kit-mcpmcp · other | Creates a complete promotional campaign kit from a short brief using web research, images, voiceovers, and evaluation. | 4 forks | No one-command install · Source | |
| 1982 | 47.273 | chrischall-zolamcp · other | Manages Zola wedding planning data including vendors, budget, guests, seating, registry, and RSVPs. | 3 stars · 2 forks | No one-command install · Source | |
| 1982 | 47.273 | gh-failed33-paraviewmcp · other | Connect ParaView to AI assistants for visualization control through arbitrary Python code execution. | 3 stars · 2 forks | No one-command install · Source | |
| 1982 | 47.273 | skills-mcp-hudumcp · other | Connects AI assistants to Hudu IT documentation platform with 43 tools, Markdown output, and multi-tenant support for MSPs. | 3 stars · 2 forks | No one-command install · Source | |
| 1982 | 47.273 | olgasafonova-productplanmcp · other | Integrates with ProductPlan roadmap software for managing bars, OKRs, ideas, launches, and milestones. | 3 stars · 2 forks | No one-command install · Source | |
| 1982 | 47.273 | bradleylab-stella-mcpmcp · other | Create, read, validate, and save Stella system dynamics models (.stmx files in XMILE format) for scientific simulation and modeling. | 3 stars · 2 forks | No one-command install · Source | |
| 1982 | 47.273 | mathtype-for-wordmcp · other | Enables creating editable MathType 7 equations in Microsoft Word and PowerPoint with native numbering and cross-references. | 3 stars · 2 forks | No one-command install · Source | |
| 1982 | 47.273 | custifymcp · other | Connects to Custify for account management, health scores, and customer success workflows. | 3 stars · 2 forks | No one-command install · Source | |
| 1982 | 47.273 | maurodruwel-smartschoolmcp · other | Access courses, grades, assignments, and messages from Smartschool educational platform | 3 stars · 2 forks | No one-command install · Source | |
| 1982 | 47.273 | tachyonshuggy-audacitymcp · other | Controls Audacity via mod-script-pipe for audio editing, normalization, effects application, and export through natural language. | 3 stars · 2 forks | No one-command install · Source | |
| 1982 | 47.273 | scka-de-ecbmcp · other | European Central Bank data including exchange rates, yields, inflation, money supply, and 100+ datasets. | 3 stars · 2 forks | No one-command install · Source | |
| 1982 | 47.273 | canvas-controlmcp · other | Turns Canvas LMS into a scriptable pipeline and exposes it to AI assistants via MCP for querying courses, grades, assignments, and syncing files using… | 3 stars · 2 forks | No one-command install · Source | |
| 1982 | 47.273 | uptiermcp · other | Desktop task management application with AI-powered prioritization | 3 stars · 2 forks | No one-command install · Source | |
| 1982 | 47.273 | fantasieleven-code-calloutmcp · other | Multi-perspective architecture review for AI-assisted development. Nine expert viewpoints (CTO, Security, Product, DevOps, Customer, Strategy… | 3 stars · 2 forks | No one-command install · Source | |
| 1982 | 47.273 | contemplationmcp · other | Provides continuous background cognitive processing through local Ollama models that analyze conversations for patterns, connections, and insights… | 3 stars · 2 forks | No one-command install · Source | |
| 1982 | 47.273 | osseni94-oyemimcp · other | Semantic word encoding and valence analysis using deterministic lexicon mappings | 3 stars · 2 forks | No one-command install · Source | |
| 1982 | 47.273 | aimoda-rigol-dho824mcp · other | Control and query Rigol DHO824 oscilloscope for waveform capture and measurements | 3 stars · 2 forks | No one-command install · Source | |
| 1982 | 47.273 | jaggerxtrm-qwen-codemcp · other | Bridges Qwen's code analysis capabilities through CLI integration, providing file-referenced queries with @filename syntax, automatic model fallback… | 3 stars · 2 forks | No one-command install · Source | |
| 1982 | 47.273 | gemini-2-5-flash-imagemcp · other | Integrates with Google Gemini 2.5 Flash to provide text-to-image generation, image editing, composition, and style transfer capabilities with support… | 3 stars · 2 forks | No one-command install · Source | |
| 1982 | 47.273 | butter-code-healthmcp · other | Enables AI assistants to analyze code health in TypeScript/JavaScript projects, providing tools to run analysis, start a dashboard, and get summaries. | 3 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.