Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1101 | 70.564 | templetwo-temple-bridgemcp · other | Bridges local AI capabilities with governance protocols through secure command execution, file operations, and meta-cognitive reflection tools. | 14 stars · 3 forks | No one-command install · Source | |
| 1101 | 70.564 | deshabhishek007-domain-toolsmcp · other | Provides domain analysis capabilities through WHOIS lookups, DNS record queries, health checks, and comprehensive domain validation for system… | 14 stars · 3 forks | No one-command install · Source | |
| 1101 | 70.564 | vadim-json-splitter-mergermcp · other | Provides tools for splitting large JSON files into manageable chunks and merging multiple JSON files into a consolidated output for efficient data… | 14 stars · 3 forks | No one-command install · Source | |
| 1104 | 70.551 | maku-cpu-fonlarmcp · other | Query Turkish TEFAS investment fund prices, performance history, and portfolio allocations through natural language. | 23 stars · 1 fork | No one-command install · Source | |
| 1105 | 70.383 | suryast-indonesia-civic-stackmcp · other | Access 11 Indonesian government data portals with 40 tools covering food safety, halal certification, company registry, and more. | 11 stars · 5 forks | No one-command install · Source | |
| 1105 | 70.383 | arielbk-ankimcp · other | Integrates with Anki flashcard collections through AnkiConnect to enable complete deck management, note creation, card scheduling, study statistics… | 11 stars · 5 forks | No one-command install · Source | |
| 1105 | 70.383 | wrale-makefile-makemcp · other | Integrates with make to enable execution of Makefile targets, automating build processes and development tasks for software projects. | 11 stars · 5 forks | No one-command install · Source | |
| 1105 | 70.383 | roberzaufall-mindmmcp · other | MindManager integration for automation on Windows + macOS | 11 stars · 5 forks | No one-command install · Source | |
| 1105 | 70.383 | seanivore-code-analyzermcp · other | Analyzes Python code structure, complexity, and dependencies using parsing tools to provide insights for automated quality checks and code reviews. | 11 stars · 5 forks | No one-command install · Source | |
| 1110 | 70.328 | kobitonmcp · other | Enables mobile device management, app upload, automation session execution, and test result viewing through the Kobiton platform, integrated with AI… | 12 stars · 4 forks | No one-command install · Source | |
| 1110 | 70.328 | ku-portal-mcpmcp · other | Enables Korea University students to query their KUPID portal and Canvas LMS using natural language for notices, library seats, timetable, grades… | 12 stars · 4 forks | No one-command install · Source | |
| 1110 | 70.328 | rootnix-korean-brokeragemcp · other | Unified MCP interface for reading assets, holdings, and transactions from six Korean brokerage platforms. | 12 stars · 4 forks | No one-command install · Source | |
| 1110 | 70.328 | manitgupta-nse-indiamcp · other | Provides live Indian stock market data from NSE with 17 tools for bulk deals, institutional flows, market quotes, corporate events, and short data. | 12 stars · 4 forks | No one-command install · Source | |
| 1110 | 70.328 | gh-ravikant1918-sharepointmcp · other | Microsoft SharePoint folder, document, and metadata management. | 12 stars · 4 forks | No one-command install · Source | |
| 1110 | 70.328 | dma9527-irs-taxpayermcp · other | 39 US tax calculation tools covering federal, state, credits, deductions, and retirement planning. | 12 stars · 4 forks | No one-command install · Source | |
| 1110 | 70.328 | kibana-mcpmcp · other | Enables AI assistants to manage Kibana security alerts, rules, and exception lists via the Model Context Protocol. | 12 stars · 4 forks | No one-command install · Source | |
| 1110 | 70.328 | wangyafu-haiguitang-lateral-thinking-puzzlesmcp · other | Hosts a collection of 'Haiguitang' lateral thinking puzzles where users ask yes/no questions to solve mysterious scenarios through interactive… | 12 stars · 4 forks | No one-command install · Source | |
| 1110 | 70.328 | aaomidi-bazelmcp · other | Integrates with Bazel build systems to enable target building, test running, dependency analysis, and source file identification without requiring… | 12 stars · 4 forks | No one-command install · Source | |
| 1110 | 70.328 | stat-guy-chain-of-draftmcp · other | Implements Chain of Draft reasoning to generate concise intermediate steps for efficient, token-optimized problem-solving across various domains… | 12 stars · 4 forks | No one-command install · Source | |
| 1110 | 70.328 | enemyrr-pagespeedmcp · other | Integrates with Google PageSpeed Insights to analyze webpage performance and provide optimization recommendations for improved loading speed and user… | 12 stars · 4 forks | No one-command install · Source | |
| 1121 | 70.315 | cerebras-codemcp · other | Fast code generation using Cerebras AI inference | 50 stars | No commit datelisted | No one-command install · Source |
| 1122 | 70.210 | cruxible-coremcp · other | Deterministic decision engine with DAG-based receipts and auditable entity graphs. | 16 stars · 2 forks | No one-command install · Source | |
| 1122 | 70.210 | mcp-security-scannermcp · other | Integrates Checkov, Semgrep, Bandit, and ASH to provide comprehensive code security analysis for AI coding assistants. | 16 stars · 2 forks | No one-command install · Source | |
| 1124 | 70.060 | fred-em-headline-vibesmcp · other | Integrates with major US news sources to analyze headline sentiment, providing normalized scores and source distribution for media trend insights. | 6 stars · 7 forks | No one-command install · Source | |
| 1124 | 70.060 | datalayer-jupyter-earthmcp · other | Bridges Jupyter notebooks with Earth science data analysis by enabling direct NASA Earth Data granule downloads with temporal and geographic filtering… | 6 stars · 7 forks | No one-command install · Source | |
| 1126 | 69.986 | chandrahas455-photoshop-controllermcp · other | Enables direct control of Adobe Photoshop through natural language commands for manipulating layers, text, images, and effects without switching… | 10 stars · 6 forks | No one-command install · Source | |
| 1126 | 69.986 | felores-cloudinarymcp · other | Integrates with Cloudinary to enable seamless image and video uploads with customizable parameters for dynamic content management. | 10 stars · 6 forks | No one-command install · Source | |
| 1128 | 69.841 | instagrammcp · other | Instagram is a social media platform for sharing photos, videos, and stories. Only supports Instagram Business and Creator accounts, not Instagram… | 4,850 installs | No commit datelisted | No one-command install · Source |
| 1129 | 69.750 | velesnitski-youtrackmcp · other | Provides comprehensive access to YouTrack for issue tracking, agile boards, time tracking, and knowledge base management. | 13 stars · 3 forks | No one-command install · Source | |
| 1129 | 69.750 | tokenlife-mcpmcp · other | Enables AI to autonomously play the TokenLife text-based life simulation game, from birth to death, experiencing events like censorship and era… | 13 stars · 3 forks | No one-command install · Source | |
| 1129 | 69.750 | wolfram-language-mcpmcp · other | Enables mathematical computation via Wolfram Language/Mathematica integration, supporting calculations, equation solving, calculus, matrix operations… | 13 stars · 3 forks | No one-command install · Source | |
| 1129 | 69.750 | halfaipg-domain-findermcp · other | Generates creative, brandable domain names by combining word manipulation techniques with real-time availability checking across 1,441+ TLDs, using… | 13 stars · 3 forks | No one-command install · Source | |
| 1129 | 69.750 | web-ui-copymcp · other | Transforms webpage content into a fully inlined, script-free HTML document with base64-encoded resources, enabling comprehensive web page analysis and… | 13 stars · 3 forks | No one-command install · Source | |
| 1134 | 69.545 | rijksmuseum-mcpmcp · other | Lets you explore the Rijksmuseum's artwork collections through natural conversation with an AI assistant. | 15 stars · 2 forks | No one-command install · Source | |
| 1134 | 69.545 | xeron688-xiaohongshu-contentmcp · other | Generates structured content outlines and images for Xiaohongshu with multi-page project management, AI-powered image generation, and persistent… | 15 stars · 2 forks | No one-command install · Source | |
| 1134 | 69.545 | gleicon-osv-security-analyzermcp · other | Integrates with OSV.dev to identify and analyze potential vulnerabilities in codebases, providing dependency checking and code security analysis with… | 15 stars · 2 forks | No one-command install · Source | |
| 1134 | 69.545 | valerian7-resource-hackermcp · other | Command-line access to Resource Hacker for extracting, adding, deleting, and modifying resources in Windows PE files including icons, bitmaps, and… | 15 stars · 2 forks | No one-command install · Source | |
| 1134 | 69.545 | chenningling-apple-remindersmcp · other | Integrates with Apple's Reminders app to create, read, and manage tasks with specified parameters like titles, notes, due dates, and priority levels | 15 stars · 2 forks | No one-command install · Source | |
| 1139 | 69.392 | sergeyklay-poe2mcp · other | Provides real-time access to Path of Exile 2 game data including currency exchange rates, item prices, wiki content, datamined information, and ladder… | 5 stars · 7 forks | No one-command install · Source | |
| 1139 | 69.392 | mashriram-azuremcp · other | Integrates with Azure Blob Storage and Cosmos DB to enable secure reading, manipulation, and querying of cloud data resources. | 5 stars · 7 forks | No one-command install · Source | |
| 1141 | 69.349 | izyuusya-japan-datamcp · other | Access Japanese public data including e-Stat statistics, corporate numbers, and real estate information. | 11 stars · 4 forks | No one-command install · Source | |
| 1141 | 69.349 | galoishllee-sagemathmcp · other | Integrates with local SageMath installations to execute mathematical computations and check version information with configurable timeouts for… | 11 stars · 4 forks | No one-command install · Source | |
| 1141 | 69.349 | mark3labs-phalcon-blocksecmcp · other | Integrates with BlockSec's blockchain analysis platform to provide detailed transaction insights across multiple blockchains, including tracing… | 11 stars · 4 forks | No one-command install · Source | |
| 1141 | 69.349 | novel-ranksmcp · other | 获取番茄小说榜单数据并解密字体加密内容，支持MCP协议自动注册为工具。 | 11 stars · 4 forks | No one-command install · Source | |
| 1141 | 69.349 | image-reader-mcpmcp · other | Enables listing image files in a directory and reading their content as base64 for display. | 11 stars · 4 forks | No one-command install · Source | |
| 1141 | 69.349 | deep-shah-doclingmcp · other | Integrates IBM's Docling software to parse and convert various document formats into standardized Markdown, enabling efficient document processing and… | 11 stars · 4 forks | No one-command install · Source | |
| 1147 | 69.318 | dncampo-fiware-context-brokermcp · other | Bridges AI assistants with FIWARE Context Brokers, enabling natural language interaction with IoT data for querying, publishing, and updating… | 3 stars · 8 forks | No one-command install · Source | |
| 1148 | 69.273 | resolve-ai-bridgemcp · other | Lets AI clients inspect and control DaVinci Resolve projects via MCP tools. | 20 stars · 1 fork | No one-command install · Source | |
| 1148 | 69.273 | gh-datakurre-brick-mcpmcp · other | Create, inspect, and edit LEGO models in BrickLink Studio and LDraw formats. | 20 stars · 1 fork | No one-command install · Source | |
| 1148 | 69.273 | garume-manifoldmcp · other | Define operations once and expose them through both CLI and MCP surfaces via source generation. | 20 stars · 1 fork | No one-command install · Source | |
| 1151 | 69.255 | tradepoli-mcpmcp · other | Enables querying U.S. politician stock trades from public disclosures, running backtests, and generating daily briefings via MCP tools. | 10 stars · 5 forks | No one-command install · Source | |
| 1151 | 69.255 | patrickdappollonio-domaintools-whois-dnsmcp · other | Provides DNS and WHOIS query capabilities for AI assistants. It enables AI models to perform DNS lookups both via local DNS resolvers and remote… | 10 stars · 5 forks | No one-command install · Source | |
| 1151 | 69.255 | lgcarrier-xrplmcp · other | Provides direct access to XRP Ledger data and functionality, enabling querying account information, transaction history, and submitting signed… | 10 stars · 5 forks | No one-command install · Source | |
| 1151 | 69.255 | assetclimcp · other | Enables natural language interaction for token launches, liquidity management, and treasury operations on Solana via the Model Context Protocol. | 10 stars · 5 forks | No one-command install · Source | |
| 1151 | 69.255 | wildebeest-pdf-formsmcp · other | Provides tools for finding PDF files, extracting form field information, and visualizing form fields in PDF documents using PyMuPDF. | 10 stars · 5 forks | No one-command install · Source | |
| 1151 | 69.255 | haris-excelmcp · other | Enables Excel file manipulation capabilities including workbook creation, data manipulation, formatting, charts, and pivot tables without requiring… | 10 stars · 5 forks | No one-command install · Source | |
| 1151 | 69.255 | catalystneuro-read-imagesmcp · other | Integrates with OpenRouter's vision models to enable image analysis and content extraction through natural language queries. | 10 stars · 5 forks | No one-command install · Source | |
| 1151 | 69.255 | evangstav-personal-health-trackermcp · other | Integrates personal health data tracking with natural language querying and visualization for privacy-focused local analysis and trend insights. | 10 stars · 5 forks | No one-command install · Source | |
| 1159 | 69.000 | litestar-mcpmcp · other | A Litestar plugin that automatically exposes marked routes as MCP tools and resources over Streamable HTTP. | 12 stars · 3 forks | No one-command install · Source | |
| 1159 | 69.000 | gh-sidneybissoli-medical-terminologiesmcp · other | Unified access to global medical terminologies: ICD-11, SNOMED CT, LOINC, RxNorm, MeSH, ATC, CID-10. | 12 stars · 3 forks | No one-command install · Source | |
| 1159 | 69.000 | kingdomseed-structured-workflowmcp · other | Provides structured workflow guidance for disciplined software engineering practices through four specialized methodologies (refactoring, feature… | 12 stars · 3 forks | No one-command install · Source | |
| 1159 | 69.000 | houtini-fanoutmcp · other | Content gap analysis tool that identifies which user queries your content answers and which it misses | 12 stars · 3 forks | No one-command install · Source | |
| 1159 | 69.000 | farmerajf-apple-remindersmcp · other | Native Swift integration with Apple Reminders for comprehensive task management via EventKit on macOS | 12 stars · 3 forks | No one-command install · Source | |
| 1159 | 69.000 | donnel666-uart-serialmcp · other | Direct access to UART/serial interfaces for hardware devices, microcontrollers, and embedded systems | 12 stars · 3 forks | No one-command install · Source | |
| 1165 | 68.921 | twolven-codesavantmcp · other | Provides a robust code management and execution interface for reading, writing, versioning, and running code across multiple projects and languages. | 9 stars · 6 forks | No one-command install · Source | |
| 1165 | 68.921 | k-public-data-mcpmcp · other | Integrates Korean public data sources including law, court cases, corporate disclosures, and public data portal, with comparative US and German case… | 9 stars · 6 forks | No one-command install · Source | |
| 1165 | 68.921 | iapticmcp · other | Integrates with Iaptic's customer and transaction data to enable querying, analysis, and insights for e-commerce and customer support tasks. | 9 stars · 6 forks | No one-command install · Source | |
| 1165 | 68.921 | flowcore-mcp-flowcore-platformmcp · other | Interact with Flowcore to perform actions, ingest data, and analyse, cross reference and utilise any data in your data cores, or in public data cores… | 9 stars · 6 forks | No one-command install · Source | |
| 1165 | 68.921 | arathald-file-editormcp · other | Provides file operations for reading, writing, and editing on host systems. | 9 stars · 6 forks | No one-command install · Source | |
| 1170 | 68.847 | doublegate-cyberchefmcp · other | Converts CyberChef's 300+ cryptographic, encoding, compression, and data analysis operations into individual tools for cybersecurity analysis, data… | 19 stars · 1 fork | No one-command install · Source | |
| 1170 | 68.847 | florianbruniaux-dep-scopemcp · other | Symbol-level npm dependency analysis with scan verdicts and native alternative suggestions. | 19 stars · 1 fork | No one-command install · Source | |
| 1170 | 68.847 | kumoproductions-cinema4dmcp · other | Bridges AI language models to Cinema 4D 2026 for 3D scene inspection, material authoring, and rigging automation. | 19 stars · 1 fork | No one-command install · Source | |
| 1170 | 68.847 | douglac-bancomcp · other | Brazilian Open Finance integration with 30+ banks including Itaú, Bradesco, and Nubank. | 19 stars · 1 fork | No one-command install · Source | |
| 1170 | 68.847 | sivachow-learning-adaptermcp · other | Adaptive proxy that intelligently filters MCP tool responses by learning which data fields are most valuable, reducing token usage while providing… | 19 stars · 1 fork | No one-command install · Source | |
| 1175 | 68.715 | scrapflymcp · other | Enterprise web scraping with built-in anti-bot handling and proxy rotation | 14 stars · 2 forks | No one-command install · Source | |
| 1175 | 68.715 | filesystem-contextmcp · other | Secure, read-only filesystem exploration and analysis | 14 stars · 2 forks | No one-command install · Source | |
| 1175 | 68.715 | apple-photos-mcpmcp · other | Enables AI assistants to query and export from the macOS Apple Photos library using natural language, backed by osxphotos. | 14 stars · 2 forks | No one-command install · Source | |
| 1175 | 68.715 | unity-mcp-efficientmcp · other | Enables AI clients to control a Unity Editor with a small, token-efficient six-tool facade while retaining access to the full upstream Unity MCP… | 14 stars · 2 forks | No one-command install · Source | |
| 1175 | 68.715 | osirishorus-opencoffermcp · other | Provides tools for managing accounts, transactions, and spending analysis in the OpenCoffer self-hosted finance app. | 14 stars · 2 forks | No one-command install · Source | |
| 1175 | 68.715 | plyght-canvas-lmsmcp · other | Integrates with Canvas Learning Management System to provide comprehensive course management, assignment submission, messaging, calendar events… | 14 stars · 2 forks | No one-command install · Source | |
| 1175 | 68.715 | ndchikin-referencemcp · other | Integrates with CiteAs and Google Scholar to retrieve BibTeX-formatted citation data using DOIs, URLs, or keywords for seamless research citation… | 14 stars · 2 forks | No one-command install · Source | |
| 1182 | 68.702 | renlab-pronouncemcp · other | Developer pronunciation dictionary with 544+ entries for tech jargon (kubectl, nginx, GIF, JSON) providing audio pronunciations sourced from creator… | 39 stars | No one-command install · Source | |
| 1183 | 68.547 | regen-computemcp · other | Enables AI coding assistants to estimate session energy footprint and retire verified ecocredits on Regen Network, providing on-chain proof of… | 4 stars · 7 forks | No one-command install · Source | |
| 1183 | 68.547 | trustifymcp · other | Integrates with Trustify supply chain security platforms to query SBOMs and packages, retrieve vulnerability information by CVE ID or PURL, analyze… | 4 stars · 7 forks | No one-command install · Source | |
| 1183 | 68.547 | kukapay-blocknative-mcpmcp · other | Providing real-time gas price predictions across multiple blockchains, powered by Blocknative. | 4 stars · 7 forks | No one-command install · Source | |
| 1186 | 68.509 | mcp-lightragmcp · other | Enables AI assistants to interact with LightRAG knowledge graphs, supporting smart upsert for Obsidian vaults, semantic queries, and document/graph… | 8 stars · 6 forks | No one-command install · Source | |
| 1187 | 68.315 | cleanslicemcp · other | Architecture documentation and patterns for building NestJS and Nuxt full-stack applications. | 18 stars · 1 fork | No one-command install · Source | |
| 1188 | 68.220 | giannisanni-kokoro-ttsmcp · other | Integrates with the Kokoro TTS engine to provide customizable text-to-speech capabilities, supporting cross-platform audio playback and file output… | 10 stars · 4 forks | No one-command install · Source | |
| 1188 | 68.220 | michabbb-graphitimcp · other | Transforms conversations and structured data into a persistent Neo4j knowledge graph with temporal metadata, extracting entities and relationships… | 10 stars · 4 forks | No one-command install · Source | |
| 1188 | 68.220 | derekprovance-lifeupmcp · other | Connects to LifeUp gamification app on Android devices over local network to manage tasks, achievements, shop items, and track user progress for… | 10 stars · 4 forks | No one-command install · Source | |
| 1188 | 68.220 | gov-it-legal-mcpmcp · other | Provides real-time access to Italian legislation and administrative court rulings through Normattiva, OpenGA, and GA Portal. | 10 stars · 4 forks | No one-command install · Source | |
| 1188 | 68.220 | andresthor-cmd-linemcp · other | Safely run command-line arguments for Unix/macOS systems. | 10 stars · 4 forks | No one-command install · Source | |
| 1188 | 68.220 | michaeldvinci-audiobookshelfmcp · other | Comprehensive Audiobookshelf integration with 25+ tools for audiobook and podcast library management | 10 stars · 4 forks | No one-command install · Source | |
| 1188 | 68.220 | together-ai-flux1-schnellmcp · other | Integrates with Together AI's Flux.1 Schnell model to provide high-quality image generation with customizable dimensions, clear error handling, and… | 10 stars · 4 forks | No one-command install · Source | |
| 1188 | 68.220 | tyler-blaine-hall-rocqmcp · other | Integrates the Coq proof assistant with natural language inputs to enable automated dependent type checking, inductive type definition, and property… | 10 stars · 4 forks | No one-command install · Source | |
| 1196 | 68.063 | kusto-mcpmcp · other | Enables AI assistants to query Azure Data Explorer using natural language, eliminating the need to write KQL. | 7 stars · 6 forks | No one-command install · Source | |
| 1196 | 68.063 | smbcloudmcp · other | MCP interface for smbCloud | 7 stars · 6 forks | No one-command install · Source | |
| 1196 | 68.063 | geezoria-fl-studiomcp · other | Control FL Studio 2025 from AI assistants with 160+ tools covering transport, patterns, piano roll, mixer, and voice-to-MIDI. | 7 stars · 6 forks | No one-command install · Source | |
| 1196 | 68.063 | xuanxt-atlassian-cloudmcp · other | Integrates with Atlassian Cloud (Confluence and Jira) to provide comprehensive workspace management with full CRUD operations on pages, issues… | 7 stars · 6 forks | No one-command install · Source | |
| 1196 | 68.063 | yuanpeng-li-gradescopemcp · other | Integrates with Gradescope for course management, grading workflows, regrade review, and AI-assisted grading. | 7 stars · 6 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.