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 | 46.654 | foggy-odoo-bridgemcp · other | Governed MCP access to Odoo business data, preserving Odoo permissions via a semantic query layer. | 5 stars | No one-command install · Source | |
| 1702 | 46.654 | lacausecrypto-belgiummcp · other | Belgian public data aggregator covering transport, statistics, open data, and geospatial services. | 5 stars | No one-command install · Source | |
| 1703 | 46.654 | joelbarmettleruzh-slidevmcp · other | Generate, render, and host Slidev presentations from markdown. | 5 stars | No one-command install · Source | |
| 1704 | 46.654 | qwarranto-leafenginesmcp · other | Agricultural AI for soil analysis, crop recommendations, and weather forecasts. | 5 stars | No one-command install · Source | |
| 1705 | 46.654 | tvojtatk0-leapsomemcp · other | Unofficial Leapsome HR platform integration for reading performance reviews, goals, and meeting notes. | 5 stars | No one-command install · Source | |
| 1706 | 46.654 | atari-hacker-mcpmcp · other | Reverse-engineer Atari 8-bit binaries and ATR disk images with 6502 disassembly, symbol management, cross-reference analysis, and pattern matching… | 5 stars | No one-command install · Source | |
| 1707 | 46.654 | wsc-writing-style-checkermcp · other | Flag AI tells, weasel words, passive voice, duplicate words, long sentences, nominalizations, hedging, and filler adverbs | 5 stars | No one-command install · Source | |
| 1708 | 46.654 | denismaggior8-enigmamcp · other | Encrypt and decrypt text using historical Enigma machine emulation. | 5 stars | No one-command install · Source | |
| 1709 | 46.654 | rm-rf-prod-groundtruthmcp · other | Live documentation fetcher and code auditor covering 363+ libraries with 100+ security and best-practice audit patterns. | 5 stars | No one-command install · Source | |
| 1710 | 46.654 | flowzapmcp · other | Generates workflow and sequence diagrams via FlowZap Code. | 5 stars | No one-command install · Source | |
| 1711 | 46.654 | samik081-adguard-homemcp · other | Manage AdGuard Home DNS filtering, clients, DHCP, and rewrites. | 5 stars | No one-command install · Source | |
| 1712 | 46.654 | mcp-adguard-homemcp · other | Enables natural language management of AdGuard Home DNS filtering, clients, DHCP, rewrites, and more via MCP. | 5 stars | No one-command install · Source | |
| 1713 | 46.654 | mcp-sinimmcp · other | Enables querying and retrieving municipal data from Chile's SINIM system, including 480 variables across 9 areas for 345 municipalities from… | 5 stars | No one-command install · Source | |
| 1714 | 46.654 | huynhkhanh1402-dejaredmcp · other | Explore, analyze, and decompile Java JAR files using MCP tools. | 5 stars | No one-command install · Source | |
| 1715 | 46.654 | cyanheads-openstreetmapmcp · other | Geocode addresses, reverse geocode coordinates, and run Overpass spatial queries on OpenStreetMap data. | 5 stars | No one-command install · Source | |
| 1716 | 46.654 | snowfakery-mcpmcp · other | Author, analyze, debug, and run Snowfakery data generation recipes for Salesforce testing workflows. | 5 stars | No one-command install · Source | |
| 1717 | 46.654 | skilljitmcp · other | Enables on-demand discovery and loading of skills and MCP tools through a fixed set of routing tools, minimizing token overhead. | 5 stars | No one-command install · Source | |
| 1718 | 46.654 | senoff-xlsx-for-aimcp · other | Production-grade Excel (.xlsx) tooling for read, write, diff, and redact operations. | 5 stars | No one-command install · Source | |
| 1719 | 46.654 | seongwon030-velogmcp · other | Manages posts, series, comments, and likes on the Velog Korean tech blogging platform with 20+ tools. | 5 stars | No one-command install · Source | |
| 1720 | 46.654 | zw008-vmware-nsxmcp · other | VMware NSX networking management with segments, gateways, NAT, routing, and IPAM tools. | 5 stars | No one-command install · Source | |
| 1721 | 46.654 | ai-producer-hubmcp · other | Integrates AI-powered music generation with professional production tools, enabling autonomous music creation workflows from MIDI input to live… | 5 stars | No one-command install · Source | |
| 1722 | 46.654 | subconscious-aimcp · other | Run conjoint experiments and causal research through AI-powered behavioral simulations | 5 stars | No one-command install · Source | |
| 1723 | 46.654 | t-rk-hukuku-i-tihat-mcpmcp · other | Statute & article text (mevzuat.gov.tr) and court decisions (UYAP Emsal, Council of State, Constitutional Court), with their citation, source, live… | 5 stars | No one-command install · Source | |
| 1724 | 46.654 | optionsahoy-iso-nso-rsu-qsbs-tax-optimizermcp · other | Deterministic US equity-compensation tax optimizer. Six tools cover ISO/AMT exercise scheduling, NSO sell-vs-hold, RSU vest-and-sell, single-stock… | 5 stars | No one-command install · Source | |
| 1725 | 46.654 | prereasonmcp · other | Delivers pre-reasoned financial market briefings with trend signals, regime classification, and cross-asset correlations. | 5 stars | No one-command install · Source | |
| 1726 | 46.654 | share-htmlmcp · other | Enables sharing self-contained HTML files via public or access-key-protected private links. Provides MCP tools to create shares, retrieve public share… | 5 stars | No one-command install · Source | |
| 1727 | 47.273 | nickbaumann98-release-notesmcp · other | Integrates with release note management systems to automate generation and updating of software project documentation. | 3 stars · 2 forks | No one-command install · Source | |
| 1728 | 47.273 | michaelneale-deepseek-r1-reasonermcp · other | Leverages Deepseek r1 for local reasoning and task planning, enabling autonomous decision-making while maintaining data privacy. | 3 stars · 2 forks | No one-command install · Source | |
| 1729 | 47.273 | fluxinc-dicom-connectivitymcp · other | Integrates with DICOM systems to provide connectivity testing and diagnostics for medical imaging workflows, enabling node listing, C-ECHO operations… | 3 stars · 2 forks | No one-command install · Source | |
| 1730 | 47.273 | fakepixels-base-blockchainmcp · other | Provides a bridge to the Base blockchain network for wallet management, balance checking, and transaction execution through natural language commands… | 3 stars · 2 forks | No one-command install · Source | |
| 1731 | 47.273 | h4ck4life-powerpointmcp · other | Enables creation and manipulation of PowerPoint presentations with customizable layouts, themes, and formatting options, saving files to an accessible… | 3 stars · 2 forks | No one-command install · Source | |
| 1732 | 47.273 | kursk-ye-code2flowmcp · other | Generates visual code flow diagrams from source code to help understand program structure, execution paths, and architectural relationships without… | 3 stars · 2 forks | No one-command install · Source | |
| 1733 | 47.273 | docherty-contextmgrmcp · other | Provides a structured workflow management system for software development projects, maintaining context across sessions through state tracking of… | 3 stars · 2 forks | No one-command install · Source | |
| 1734 | 47.273 | kiss-kedaya-cryptomcp · other | Provides cryptographic operations including encryption, decryption, hashing, and digital signatures using the PyCryptodome library for secure data… | 3 stars · 2 forks | No one-command install · Source | |
| 1735 | 47.273 | surferdot-svg-convertermcp · other | Converts SVG files to PNG and JPG formats with customizable parameters like scale factor, quality, and background color using TypeScript and the Sharp… | 3 stars · 2 forks | No one-command install · Source | |
| 1736 | 47.273 | active-mcpmcp · other | A Ruby on Rails engine for the Model Context Protocol (MCP) that enables connecting Rails apps to AI tools with minimal effort. | 3 stars · 2 forks | No one-command install · Source | |
| 1737 | 47.273 | word-document-formattermcp · other | Enables Microsoft Word document manipulation with text formatting and color control capabilities through python-docx and langchain-mcp-adapters. | 3 stars · 2 forks | No one-command install · Source | |
| 1738 | 47.273 | edgardamasceno-ldocemcp · other | Provides a bridge to the Longman Dictionary of Contemporary English for looking up word definitions, examples, and linguistic information without… | 3 stars · 2 forks | No one-command install · Source | |
| 1739 | 47.273 | hedera-blockchainmcp · other | Provides a lightweight blockchain interaction toolkit for Hedera network operations, enabling developers to create wallets, check balances, build… | 3 stars · 2 forks | No one-command install · Source | |
| 1740 | 47.273 | colesmcintosh-numpymcp · other | Provides NumPy-based mathematical operations and statistical analysis tools for advanced numerical computations, data analysis, and linear algebra… | 3 stars · 2 forks | No one-command install · Source | |
| 1741 | 47.273 | okx-dexmcp · other | Integrates with OKX's decentralized exchange and cross-chain bridge to enable token swapping, liquidity management, price quotes, and cross-chain… | 3 stars · 2 forks | No one-command install · Source | |
| 1742 | 47.273 | salaah-mcpmcp · other | A service for calculating Islamic prayer times, Qiblah direction, and moon visibility using the islamic_times library. | 3 stars · 2 forks | No one-command install · Source | |
| 1743 | 47.273 | glendaviesnz-wordpress-integrationmcp · other | Integrates with WordPress to enable automated content management, post creation, and site administration tasks without direct dashboard access. | 3 stars · 2 forks | No one-command install · Source | |
| 1744 | 47.273 | kukapay-crypto-stocksmcp · other | Tracks real-time market data for major crypto-related stocks like Coinbase and MicroStrategy using yfinance, providing tools to list crypto-adjacent… | 3 stars · 2 forks | No one-command install · Source | |
| 1745 | 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 | |
| 1746 | 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 | |
| 1747 | 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 | |
| 1748 | 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 | |
| 1749 | 47.273 | osseni94-oyemimcp · other | Semantic word encoding and valence analysis using deterministic lexicon mappings | 3 stars · 2 forks | No one-command install · Source | |
| 1750 | 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 | |
| 1751 | 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 | |
| 1752 | 47.273 | uptiermcp · other | Desktop task management application with AI-powered prioritization | 3 stars · 2 forks | No one-command install · Source | |
| 1753 | 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 | |
| 1754 | 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 | |
| 1755 | 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 | |
| 1756 | 47.273 | maurodruwel-smartschoolmcp · other | Access courses, grades, assignments, and messages from Smartschool educational platform | 3 stars · 2 forks | No one-command install · Source | |
| 1757 | 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 | |
| 1758 | 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 | |
| 1759 | 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 | |
| 1760 | 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 | |
| 1761 | 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 | |
| 1762 | 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 | |
| 1763 | 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 | |
| 1764 | 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 | |
| 1765 | 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 | |
| 1766 | 48.150 | terminal-sessions-mcpmcp · other | Interactive, persistent terminal sessions for AI assistants via Model Context Protocol. | 4 forks | No one-command install · Source | |
| 1767 | 48.150 | inflectra-spiramcp · other | Application lifecycle management platform for agile teams and enterprises | 4 forks | No one-command install · Source | |
| 1768 | 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 | |
| 1769 | 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 |
| 1770 | 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 | |
| 1771 | 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 | |
| 1772 | 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 | |
| 1773 | 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 | |
| 1774 | 48.479 | wishfinitymcp · other | Save any product URL to your Wishfinity wishlist | 1 star · 3 forks | No one-command install · Source | |
| 1775 | 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 | |
| 1776 | 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 | |
| 1777 | 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 | |
| 1778 | 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 | |
| 1779 | 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 | |
| 1780 | 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 | |
| 1781 | 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 | |
| 1782 | 49.118 | mprokopov-ledgermcp · other | Access and managing ledger files. | 4 stars · 1 fork | No one-command install · Source | |
| 1783 | 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 | |
| 1784 | 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 | |
| 1785 | 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 | |
| 1786 | 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 | |
| 1787 | 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 | |
| 1788 | 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 | |
| 1789 | 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 | |
| 1790 | 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 | |
| 1791 | 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 | |
| 1792 | 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 | |
| 1793 | 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 | |
| 1794 | 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 | |
| 1795 | 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 | |
| 1796 | 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 | |
| 1797 | 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 | |
| 1798 | 49.118 | evalor-dida365mcp · other | Task management integration for Dida365 and TickTick platforms | 4 stars · 1 fork | No one-command install · Source | |
| 1799 | 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 | |
| 1800 | 49.118 | mcp-plotsmcp · other | Create data visualizations as Mermaid charts, PNG images, or text | 4 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.