Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2101 | 44.256 | macwulf-jira-deliverymcp · other | Jira operations toolkit with reusable policy modules and workflow automation. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | nowhere-mcpmcp · other | Gives AI a virtual body to explore real locations on Earth using authentic terrain, weather, sky, radio, wildlife, and cultural data, with tools for… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | minecraft-schematic-labmcp · other | Enables building and previewing Minecraft schematics from natural language descriptions, with live 3D preview and export. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | goolyio-ahamcp · other | Access and manage Aha! product management features, sprints, and projects. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | ahshare-mcpmcp · other | Provides real-time and historical Chinese A-share market data, including stock quotes, financial statements, technical indicators, shareholder… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | rc505mk2-mcpmcp · other | Enables controlling a Roland RC-505mk2 loop station via natural language, allowing creation and upload of FX rack presets to the device over USB. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | invest-gate-ksamcp · other | Enables conversational querying of structured, source-linked datasets about investing in Saudi Arabia, including fees, sectors, and SEZs, through 8… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | gh-matbanik-pomeramcp · other | Desktop text workbench with 22+ text processing tools for content transformation and analysis. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | maxential-thinkingmcp · other | Structured thinking tools for managing reasoning processes with branching and revision capabilities | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | tuya-community-audio-controllermcp · other | Controls audio playback on Tuya IoT devices using FastMCP with 9 playback intents including play, stop, resume, and loop modes. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | meelionmcp · other | Brazilian fixed income marketplace providing rates, currency quotes, and investment rankings via JSON-RPC. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | kushalsai-codebase-analysermcp · other | Analyzes TypeScript codebases for health issues including large files, missing type annotations, circular dependencies, and incident remediation… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | alfarom256-obsidianmapmcp · other | Converts an Obsidian vault into a navigable knowledge graph with tree navigation, wikilink traversal, semantic gap detection, and write operations. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | mcp-oraclefusionmcp · other | Read-only access to Oracle Fusion Cloud ERP data via natural language queries, with support for accounts payable, procurement, general ledger, and… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | traderoutermcp · other | Solana swap, limit order, trailing stop, and TWAP execution engine for on-chain token trading. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | carsonjones-nhl-gomcp · other | Integrates with NHL data sources to provide real-time game updates, player stats, and league standings for sports analysis and fantasy hockey… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | garmin-workout-pipelinemcp · other | Enables building and uploading structured workouts to Garmin Connect using YAML or natural language, supporting running, cycling, and strength with… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | woyaxnini-chestnyi-znakmcp · other | Access Russia's national product marking system for labeling codes, documents, and warehouse balances. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | xraylibmcp · other | Provides access to X-ray interaction data from the xraylib scientific library. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | michaelruelas-kanmcp · other | Exposes Kan.bn project management capabilities via 40 MCP tools across workspaces, boards, lists, cards, and checklists. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | mcp-webgatemcp · other | Provides clean, bounded web content to AI by filtering HTML noise and optionally summarizing, preventing context window overflow. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | itzdaimy-247afk-block-editormcp · other | Bridges AI assistants with the 247afk Minecraft bot's visual block editor through WebSocket communication for real-time script editing. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | mcp-colab-gpumcp · other | Enables MCP-compatible AI assistants to run Python code on Google Colab GPU/TPU runtimes, supporting accelerators like T4, A100, H100, with background… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | shark8848-ontology-rl-ecommercemcp · other | Combines semantic knowledge representation with reinforcement learning to provide intelligent shopping assistance, product recommendations, and… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | gh-cprice70-amazon-adsmcp · other | Manage Amazon Advertising campaigns, keywords, bids, and performance reports. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | sirtidez-schedule-imcp · other | Bridges Schedule I game with real-time state access through C# mod and Python client, enabling querying and manipulation of NPCs, players, items… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | gh-cogitatortech-omni-nlimcp · other | Natural language inference engine for textual entailment, contradiction, and neutral relationship detection. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | davegomez-fizzymcp · other | Manage Fizzy kanban boards, cards, comments, and checklists. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | portertech-skillsmcp · other | Transforms structured markdown skill files with YAML frontmatter into discoverable tools that provide expert knowledge, best practices, and procedural… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | pavel-kirienko-webcammcp · other | Provides direct webcam access for photo capture and video frame recording using OpenCV for cross-platform camera support with configurable quality… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | go-dev-toolsmcp · other | Automates Go development workflows with six core tools for building, testing, running, dependency management, formatting, and static analysis across… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | jhuntinfosec-openctimcp · other | Connects to OpenCTI threat intelligence platforms with specialized tools for querying malware, threat actors, attack patterns, vulnerabilities, and… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | gattjoe-acmsmcp · other | Provides programmatic access to Apple's container CLI tool on macOS with 50+ container operations across 9 functional categories, supporting both… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | qbo-mcp-tsmcp · other | Enables QuickBooks Online integration for financial management with CRUD operations, reporting, real-time updates, and automation. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | musicmcp-aimcp · other | Integrates with the MusicMCP.AI platform to generate songs and musical content directly within conversations through specialized music generation… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | glasstape-policy-buildermcp · other | Transforms natural language policy requirements into production-ready Cerbos YAML policies through automated generation, validation, testing, and… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | miaofalianhua-resxmcp · other | Integrates with .NET resource files to provide localization and string management tools for internationalization tasks and multi-language application… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | dradis-mcpmcp · other | Integrates with Dradis Pro to manage projects, vulnerabilities, content blocks, and document properties through MCP-enabled tools. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | aac6fef-wolfram-mathematicamcp · other | Bridges to Wolfram Mathematica for executing Wolfram Language code in secure, session-based environments with animal-themed identifiers, enabling… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | kajdep-fixermcp · other | Provides diagnostic and repair tools for Model Context Protocol configurations | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | k4sku-ai-pair-programmermcp · other | Ruby-based pair programming assistant providing five specialized tools for code review, brainstorming, performance analysis, and security audits… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | kukapay-tornado-cashmcp · other | Tracks Tornado Cash deposits and withdrawals through The Graph's subgraph to reveal hidden asset trails and wallet interactions for blockchain… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | mixelpixx-editmcp · other | Provides file editing capabilities through Microsoft Edit integration, combining direct file system operations for simple tasks with Edit process… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | akave-storagemcp · other | Integrates with Akave's S3-compatible storage platform to manage buckets and objects, upload/download files, generate signed URLs, and handle file… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | hot-newsmcp · other | Provides real-time news and trending topics through ByteDance's implementation, enabling access to current events and breaking news for building… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | asrvd-flux-ao-arweavemcp · other | Integrates with Arweave and AO ecosystems to enable developers to run, create, and test AO code and blueprints using natural language commands without… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | nick-wati-lead-qualifiermcp · other | Automates sales lead qualification by extracting and scoring prospect information from conversations and seamlessly syncing qualified leads to CRM… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | yutakobayashi-webforai-text-extractormcp · other | Extracts and processes web page content into clean, readable markdown format for research and information gathering | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | demcp-meson-crosschainmcp · other | Enables secure cross-chain cryptocurrency transfers between Ethereum, Arbitrum, Avalanche, and other blockchains using the Meson Protocol, with local… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | zealgeo-geo-calculatormcp · other | Provides geospatial calculation capabilities for coordinate conversion and spatial analysis, enabling GIS applications and geometry processing without… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | aaronsb-jira-insightsmcp · other | Enables programmatic management of Jira Insights asset schemas through CRUD operations on object types and AQL queries, streamlining IT asset… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | sdilogin-filesystem-androidmcp · other | Enables secure access to Android project files for browsing and analyzing source code, with validation for authentic projects and filtering to prevent… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | guilhermelirio-homeassistantmcp · other | Bridges Home Assistant with smart home devices, enabling status checks, entity control, and service calls through natural language interactions. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | siddontang-tidb-aimcp · other | Integrates with TiDB AI to enable direct querying and response streaming within code editors through a lightweight Go-based bridge. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | yuheinkasaka-scrapboxmcp · other | Integrates with Scrapbox to retrieve page content, enabling incorporation of collaborative note-taking and knowledge management data into workflows | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | shahanneda-random-number-generatormcp · other | Provides random number generation capabilities for generating integers and floats within specified ranges, suitable for simulations, games, or… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | bartoszkula9898-sequential-thinkingmcp · other | Provides a framework for structured thought processes, including dynamic adaptation, semantic analysis, and cognitive bias detection, enabling complex… | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | mccartykim-goose-fmmcp · other | Integrates with RTL-SDR hardware to enable FM radio tuning, playback control, and audio analysis for smart home and voice-controlled applications. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | aroglahcim-magick-convertmcp · other | Integrates with ImageMagick's CLI to enable image processing and manipulation tasks like resizing, format conversion, and applying filters or effects. | 3 stars · 1 fork | No one-command install · Source | |
| 2101 | 44.256 | tzafrir-replicatemcp · other | Integrates with Replicate to provide access to AI models for image generation, with features like parameter customization and output resizing. | 3 stars · 1 fork | No one-command install · Source | |
| 2161 | 43.809 | united-states-weather-data-accessmcp · other | Provide real-time access to United States weather data through the National Weather Service. Enable applications to retrieve accurate and up-to-date… | 1,300 installs | No commit datelisted | No one-command install · Source |
| 2162 | 43.498 | yawlabs-electronmcp · otheralso listed as yawlabs-electron-mcp | Development intelligence for Electron.js apps covering IPC scaffolding, security auditing, build tooling, and version migration guidance. | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | davidmosiah-ouramcp · other | Privacy-first Oura Ring integration for sleep, activity, and heart rate data analysis. | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | creative-clawmcp · other | AI creative studio for generating images, video, audio, and 3D models through natural language. | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | ranklancer-piholemcp · other | Manage Pi-hole v6 instances — queries, blocklists, groups, and statistics. | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | wyre-technology-datto-saas-protectionmcp · other | Manage Datto SaaS Protection backups for Microsoft 365 and Google Workspace. | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | oscal-compass-compliance-trestlemcp · other | OSCAL security compliance documentation authoring tools. | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | dhebp-deromcp · other | MCP interface for the DERO privacy blockchain — accounts, transactions, and smart contracts. | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | jd-intel-mcpmcp · other | Enables AI assistants to fetch and structure job postings from major ATS platforms (Greenhouse, Lever, Ashby, etc.) directly, eliminating copy-paste… | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | khglynn-spotify-bulk-actionsmcp · other | Bulk Spotify operations with confidence-scored song matching and batch playlist creation | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | bakyang2-kr-crypto-intelligencemcp · other | Korean crypto market data with real-time Kimchi Premium, stablecoin premium, and exchange price analysis. | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | sellfox-mcpmcp · other | Enables AI assistants to query and analyze Amazon seller data from Sellfox, including sales, advertising, profits, inventory, and reviews, through… | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | multimodal-proxymcp · other | 为纯文本主模型提供多模态能力的MCP服务器，通过外包图像、视频和音频分析给外部多模态模型并回填文字结果。 | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | paulieb14-graph-aavemcp · other | Query AAVE V2/V3 lending and governance data across 7 chains via The Graph subgraphs. | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | charles-adedotun-lilith-shellmcp · other | Enables secure execution of terminal commands with configurable working directories and timeout protection, capturing stdout, stderr, and exit codes… | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | strato-scopus-mcpmcp · other | Connects Scopus to AI assistants for literature discovery. Provides tools for finding papers, experts, citation networks, and analyzing research… | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | mcpcentral-timemcp · other | Provides time and date utilities with timezone conversion | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | jimdrews-trellomcp · other | Manage Trello boards, lists, and cards from any MCP-compatible AI assistant. | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | stevengonsalvez-todoistmcp · other | Provides a bridge to the Todoist task management platform, enabling advanced project and task management capabilities like creating tasks, organizing… | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | mikeybeez-remindersmcp · other | Provides persistent reminder management with priority-based organization and Obsidian integration for seamless transition of important reminders into… | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | hvac-quotesmcp · otheralso listed as marceausolutions-hvac-quotes-mcp | Enables HVAC equipment Request for Quote (RFQ) management via MCP, allowing users to submit RFQs, check status, and compare quotes from distributors. | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | marceausolutions-rideshare-comparison-mcpmcp · other | Compare Uber and Lyft prices for any route in real-time with fare estimates, surge pricing info, and cheapest option recommendations | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | fast-paddleocr-mcpmcp · other | Extracts text from images using PaddleOCR and outputs results in markdown format, optimized for fast inference with GPU auto-detection. | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | jim-coyne-hyperfabricmcp · other | Automate Cisco Hyperfabric data center switching fabrics | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | allthatjazzleo-mantrachainmcp · other | Integration with the Mantra Chain blockchain. | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | academic-author-networkmcp · otheralso listed as authorprofilemcp, authorprofilemcp-2 | Aggregates academic data from Semantic Scholar, OpenAlex, Crossref, and Google Scholar to discover research collaborators with collaboration frequency… | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | sammylin-stock-pricemcp · other | Integrates with yfinance library to provide real-time stock prices, historical market data, and detailed company information across global exchanges… | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | cqtrinv-trinvmcpmcp · other | Explore French communes and cadastral parcels based on name and surface | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | ixe1-code-scannermcp · other | Analyzes source code across multiple programming languages to extract structural information like classes, functions, and variables, with flexible… | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | markdown-to-htmlmcp · other | Converts Markdown content to HTML with syntax highlighting, ensuring proper formatting and security through sanitization | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | sidharthrajaram-timemcp · other | Provides current time and date information. | 2 stars · 2 forks | No one-command install · Source | |
| 2162 | 43.498 | stefanskiasan-semgrepmcp · other | Integrates Semgrep static analysis capabilities for automated code scanning, vulnerability detection, and security checks in development workflows. | 2 stars · 2 forks | No one-command install · Source | |
| 2197 | 43.275 | commutescoutmcp · other | Provides live California road conditions, route planning, and an AI assistant over MCP, enabling natural-language queries about traffic, closures… | 4 stars | No one-command install · Source | |
| 2197 | 43.275 | yongzhe-wang-apple-calendarmcp · other | Read and manage macOS Calendar.app events via AppleScript with six tools for CRUD operations. | 4 stars | No one-command install · Source | |
| 2197 | 43.275 | mbrekhof-office-documentsmcp · other | Reads, writes, and converts Microsoft Office documents via 24 tools covering Word creation from Markdown, Excel analysis, VBA extraction, and format… | 4 stars | No one-command install · Source | |
| 2197 | 43.275 | sintexer-jvmsrcmcp · other | Fetch Java source code, method signatures, and class structure using Gradle-accurate JVM classpaths. | 4 stars | 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.