Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1401 | 63.694 | chengjiale150-jupytermcp · other | Enables AI-driven management and execution of Jupyter notebooks with multi-notebook support | 9 stars · 2 forks | No one-command install · Source | |
| 1401 | 63.694 | ubaumann-mkdocsmcp · other | Serves MkDocs documentation sites as resources | 9 stars · 2 forks | No one-command install · Source | |
| 1401 | 63.694 | tonybotni-doctah-prtsmcp · other | Integrates with the PRTS wiki to provide detailed Arknights game data including operator stats, abilities, and enemy information through web scraping… | 9 stars · 2 forks | No one-command install · Source | |
| 1401 | 63.694 | ananddtyagi-copy-paste-line-extractormcp · other | Extracts specific line ranges from text content while preserving exact formatting and newlines, ideal for working with code snippets or documentation… | 9 stars · 2 forks | No one-command install · Source | |
| 1401 | 63.694 | pluggyai-pluggymcp · other | Integrates with Pluggy's open banking platform to access financial account data and list available connectors across multiple banking institutions for… | 9 stars · 2 forks | No one-command install · Source | |
| 1401 | 63.694 | kokushin-exia-voiceroidmcp · other | Bridges AI models with Voiceroid text-to-speech system to generate structured explanation scenarios for automated narration content. | 9 stars · 2 forks | No one-command install · Source | |
| 1401 | 63.694 | mkusaka-shellmcp · other | Provides a secure bridge for executing shell commands on the host system with automatic environment detection, supporting multiple shells across… | 9 stars · 2 forks | No one-command install · Source | |
| 1401 | 63.694 | iracing-mcpmcp · other | Integrates iRacing with the Model Context Protocol to retrieve profile statistics and iRating charts for any category. | 9 stars · 2 forks | No one-command install · Source | |
| 1401 | 63.694 | tchbw-imessagemcp · other | Enables iMessage interaction on macOS for read/send capabilities. | 9 stars · 2 forks | No one-command install · Source | |
| 1410 | 63.439 | groundlensmcp · other | Groundlens is a proofreader for what your model writes. It marks the words your sources don't back — and shows you what each one should have said. | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | krishnagutta-workday-studiomcp · other | Enables AI assistants to navigate and edit Workday Studio integration workspaces locally with 20 tools for files, assemblies, validation, and… | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | kevinrabun-judgesmcp · other | Evaluates AI-generated code for security, cost, and quality with AST analysis. | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | mmorris35-devplanmcp · other | Transform project ideas into structured development plans with phases, tasks, and subtasks | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | gander-tools-osm-tagging-schemamcp · other | Query and validate OpenStreetMap tags with preset discovery and validation tools | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | pumpclawmcp · other | ERC-20 token launcher on Base via Uniswap V4. | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | xavimf87-govern-catalunyamcp · other | Public transparency and corruption detection tool for Catalan, Barcelona, and Spanish government open data sources. | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | renandadalte-cornerstone-pro-extendedmcp · other | WordPress plugin that provides direct access to Cornerstone page builder layouts, elements, schemas, and site configuration for reading, creating, and… | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | samuelmoraesf-organizzemcp · other | Integration with the Organizze financial management platform for managing bank accounts, transactions, credit cards, categories, and budgets. | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | buildsyncinc-gibs-mcpmcp · other | Regulatory compliance (AI Act, GDPR, DORA) with article-level citations | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | mcpdotdirect-starknetmcp · other | Provides a bridge to the Starknet blockchain for querying data, managing tokens, resolving IDs, and executing transactions on both mainnet and sepolia… | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | kraken-pro-mcpmcp · other | Enables natural language trading and market data queries on Kraken Pro via Gemini CLI. | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | rae-dictionarymcp · other | Integrates with the Royal Spanish Academy (RAE) dictionary to provide authoritative Spanish word definitions, daily vocabulary features, and random… | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | ngeojiajun-deriv-code-snippet-managermcp · other | Manages and stores code snippets across languages, enabling creation, listing, and deletion with flexible filtering and tagging. | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | landicefu-divide-and-conquermcp · other | Enables breaking down complex tasks into manageable pieces with structured JSON storage for tracking progress, maintaining checklists, and preserving… | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | hesiod-au-python-code-explorermcp · other | Builds a graph of Python code relationships to intelligently navigate codebases, prioritize relevant sections, and include README files while staying… | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | cognitive-stack-volume-wall-detectormcp · other | Analyzes stock trading data to identify volume walls and key price levels where significant trading activity occurs, providing traders with insights… | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | tsavo-unity-ai-bridgemcp · other | Bridge between Unity game environments and AI systems for executing C# code, querying game objects, and performing asynchronous operations like… | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | gfb-47-whatsapp-desktopmcp · other | Enables interaction with WhatsApp desktop on macOS through AppleScript automation for sending messages, checking status, and navigating the interface… | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | jonrad-tmuxmcp · other | Provides control over tmux sessions by leveraging libtmux to execute commands through a simple interface, enabling automated terminal session… | 7 stars · 4 forks | No one-command install · Source | |
| 1410 | 63.439 | davidorex-project-handoffsmcp · other | Coordinates workflows across multiple sessions or models to maintain context and enable seamless handoffs for complex, multi-stage processes. | 7 stars · 4 forks | No one-command install · Source | |
| 1431 | 63.429 | signs-of-aimcp · other | Bilingual (EN/ES) AI-writing detection that shows the evidence instead of a percentage: named tells with line and column, hidden-character inspection… | 20 stars | No one-command install · Source | |
| 1431 | 63.429 | transfamcp · other | Upload files and get SHA-256 verified, TTL-enforced signed links with no account required. | 20 stars | No one-command install · Source | |
| 1431 | 63.429 | magicavoxel-mcpmcp · other | Enables creating, modifying, and managing MagicaVoxel .vox files through natural language, with tools for shape generation, patterns, color… | 20 stars | No one-command install · Source | |
| 1434 | 63.155 | fabkho-nuxt-i18nmcp · other | Manage i18n translation files in Nuxt projects with structured tools for reading and writing translation keys. | 11 stars · 1 fork | No one-command install · Source | |
| 1434 | 63.155 | clawtouch-mcpmcp · other | Turns a real USB HID device — a Raspberry Pi Pico 2 running open-source firmware — into MCP tools (move, click, drag, type, key combos, scroll) for… | 11 stars · 1 fork | No one-command install · Source | |
| 1434 | 63.155 | ida-pro-mcp-multimcp · other | Extends IDA Pro with multi-instance support and vulnerability scanning for AI-assisted reverse engineering. | 11 stars · 1 fork | No one-command install · Source | |
| 1434 | 63.155 | legalize-krmcp · other | Queries Korean statutes, court precedents, administrative rules, and local ordinances via ten MCP tools. | 11 stars · 1 fork | No one-command install · Source | |
| 1434 | 63.155 | lucasgerads-lecroy-oscilloscopemcp · other | Controls LeCroy oscilloscopes via SCPI commands for channel configuration, measurements, waveform capture, and FFT operations. | 11 stars · 1 fork | No one-command install · Source | |
| 1434 | 63.155 | openpgxmcp · other | Enables AI-driven pharmacogenomic analysis by querying structured genetic variant, drug response, and disease risk data. Supports natural language… | 11 stars · 1 fork | No one-command install · Source | |
| 1434 | 63.155 | imphillip-gbrain-openclawmcp · other | Personal knowledge graph storing entities with compiled truth sections and append-only timeline evidence. | 11 stars · 1 fork | No one-command install · Source | |
| 1434 | 63.155 | copt-mcpmcp · other | Enables AI assistants to access COPT solver documentation, example code, and citation formats via MCP protocol, reducing hallucinations when using… | 11 stars · 1 fork | No one-command install · Source | |
| 1442 | 63.107 | kukapay-crypto-pegmon-mcpmcp · other | Tracking stablecoin peg integrity across multiple blockchains. | 4 stars · 5 forks | No one-command install · Source | |
| 1443 | 63.003 | enkhbold470-bcimcp · other | Enables AI systems to receive and process neural signals from multiple EEG devices through real-time signal processing, providing brain activity data… | 19 stars | No one-command install · Source | |
| 1443 | 63.003 | tianyanchamcp · other | Access Chinese enterprise business data through 162 tools organized in four semantic layers for banking, investment, legal, and supply chain… | 19 stars | No one-command install · Source | |
| 1445 | 62.472 | jason-hub-star-unityctlmcp · other | Deterministic Unity Editor control plane providing CLI commands and MCP tools for AI-driven game development. | 18 stars | No one-command install · Source | |
| 1446 | 62.111 | ivanostanin-luciusmcp · other | Allure TestOps integration for managing test cases, launches, plans, defects, and metadata via the Model Context Protocol. | 7 stars · 3 forks | No one-command install · Source | |
| 1446 | 62.111 | ohmywindmcp · other | Enables any MCP-compatible assistant to plan sailing passages using wind and sea forecasts, with boat-specific polars, per-leg ETAs, complexity… | 7 stars · 3 forks | No one-command install · Source | |
| 1446 | 62.111 | shopana-novaposhtamcp · other | Integrates with Ukrainian shipping carrier Nova Poshta for package tracking, waybill management, and address operations | 7 stars · 3 forks | No one-command install · Source | |
| 1446 | 62.111 | gh-widoriezebos-descartesmcp · other | Debug live JVMs using JDWP or embedded runtime tooling with JShell, profiler, and hot reload capabilities. | 7 stars · 3 forks | No one-command install · Source | |
| 1446 | 62.111 | fantay0312-ida-pro-plusmcp · other | Extends IDA Pro reverse engineering with 80+ MCP tools for decompilation, disassembly, cross-references, debugging, and headless binary analysis. | 7 stars · 3 forks | No one-command install · Source | |
| 1446 | 62.111 | unionai-unionmcp · other | Connects AI assistants to Union's tasks, workflows, and apps, enabling access to distributed computing capabilities through customizable tools and… | 7 stars · 3 forks | No one-command install · Source | |
| 1446 | 62.111 | repalash-kite3d-websocket-bridgemcp · other | Bridges Kite 3D game engine editor with WebSocket connectivity for real-time scene manipulation and automated game development workflows. | 7 stars · 3 forks | No one-command install · Source | |
| 1446 | 62.111 | funsjanssen-fakermcp · other | Generates realistic fake data using Faker.js for person records, company information, and custom patterns with multi-locale support and batch… | 7 stars · 3 forks | No one-command install · Source | |
| 1446 | 62.111 | mrnugget-tailscale-statusmcp · other | Enables querying Tailscale status by parsing CLI output on macOS, providing structured data about connected devices and network information. | 7 stars · 3 forks | No one-command install · Source | |
| 1446 | 62.111 | pandoc-md2pptxmcp · other | Converts Markdown content to PowerPoint presentations using pandoc with automatic diagram rendering for Mermaid, PlantUML, and Graphviz code blocks… | 7 stars · 3 forks | No one-command install · Source | |
| 1446 | 62.111 | xueli-sherryli-rss-readermcp · other | Integrates with Google Reader-compatible RSS services like FreshRSS to provide comprehensive feed management, article organization, and content… | 7 stars · 3 forks | No one-command install · Source | |
| 1446 | 62.111 | getgather-goodreadsmcp · other | Integrates with Goodreads through GetGather service to retrieve personal book libraries and reading information for book recommendation workflows and… | 7 stars · 3 forks | No one-command install · Source | |
| 1446 | 62.111 | sakshee5-jobapplymcp · other | Automates job application workflows by scraping job postings, analyzing resumes against job descriptions for ATS scoring, generating tailored cover… | 7 stars · 3 forks | No one-command install · Source | |
| 1446 | 62.111 | truaxki-notesmcp · other | Provides a simple interface for reading and writing notes, enabling quick information capture and basic note management tasks. | 7 stars · 3 forks | No one-command install · Source | |
| 1460 | 62.046 | debmatic-mcpmcp · other | Integrates HomeMatic smart home devices (via CCU3, RaspberryMatic, or debmatic) as MCP tools, enabling natural language query and control of rooms… | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | gh-olgasafonova-nordic-registrymcp · other | Access Nordic business registries for Norway, Denmark, Finland, and Sweden. 23 tools. | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | fitllmmcp · other | Will this AI model fit on your Mac? | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | shell-execmcp · other | Execute bash commands with background job support. | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | nikomatsakis-zulookmcp · other | Read-only access to Zulip conversations with CLI, MCP, and ACP proxy modes. | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | gh-ashev87-propstackmcp · other | Propstack CRM integration for contacts, properties, deals, and viewings. | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | nanami-he-petsonalitymcp · other | MBTI-powered terminal pet companion for personality-driven coding session interactions. | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | seo-auditmcp · other | AI-powered SEO and AEO audit for websites. | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | testcase-generator-mcpmcp · other | 基于Model Context Protocol (MCP) 的测试用例生成服务，让AI助手根据上下文自动生成Markdown格式的测试用例，并可导出为Xmind思维导图。 | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | marceausolutions-md-to-pdf-mcpmcp · other | Convert Markdown files to professional PDFs with customizable themes, headers, footers, and styling | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | kylinmountain-web-fetchmcp · other | Web content fetching, summarizing, comparing, and extracting information | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | cablehead-nushellmcp · other | Executes Nushell scripts securely through a single tool, returning structured output with stdout, stderr, and exit codes for data processing pipelines… | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | pattern-languagemcp · other | Provides structured coding instructions and testing guidelines by dynamically combining general programming principles with language-specific rules… | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | omnifocusmcp · other | Integrates with OmniFocus task management on macOS using JavaScript for Automation to retrieve tasks, projects, and metadata including due dates… | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | aio-2030-siliconflow-voice-transcriptionmcp · other | Provides voice transcription capabilities by processing audio files with the FunAudioLLM/SenseVoiceSmall model, returning text with confidence scores… | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | shibuiwilliam-data-wrangler-polarsmcp · other | Provides data preprocessing, transformation, and analysis capabilities using Polars dataframes for statistical operations on multiple file formats… | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | arnavsurve-soundcloud-downloadermcp · other | Enables downloading tracks, playlists, and user content from SoundCloud with granular control over output location, download modes, track limits, and… | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | dkpoulsen-flutter-toolsmcp · other | Integrates with the Flutter SDK to analyze and fix Dart/Flutter files, enabling automated code analysis and improvement suggestions for Flutter… | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | phialsbasement-mcp-timemcp · other | Utility to retrive current UTC using Node | 8 stars · 2 forks | No one-command install · Source | |
| 1460 | 62.046 | lipdog-excel-mastermcp · other | Integrates with Excel using XLwings to enable automated data manipulation, analysis, and reporting for business workflows. | 8 stars · 2 forks | No one-command install · Source | |
| 1480 | 62.026 | wshobson-tiingomcp · other | Access Tiingo financial data for stocks, forex, crypto, news, and fundamentals. | 10 stars · 1 fork | No one-command install · Source | |
| 1480 | 62.026 | ultralytics-mcpmcp · other | Enables management and interaction with the Ultralytics Platform, including browsing projects/datasets/models, starting training, running predictions… | 10 stars · 1 fork | No one-command install · Source | |
| 1480 | 62.026 | testing-mcpmcp · other | Enables AI assistants to write and debug integration tests by providing live access to DOM structure and executing code directly in test environments. | 10 stars · 1 fork | No one-command install · Source | |
| 1480 | 62.026 | gh-crispvibe-document-studiomcp · other | Reads documents in multiple formats (PDF, DOCX, XLSX, EPUB, and more) and generates Word and PowerPoint files. | 10 stars · 1 fork | No one-command install · Source | |
| 1480 | 62.026 | gh-es617-debug-probemcp · other | On-chip debug probe interaction with J-Link, OpenOCD, and pyOCD for microcontroller development. | 10 stars · 1 fork | No one-command install · Source | |
| 1480 | 62.026 | alex1092-up-bankingmcp · other | Read-only Up Banking (Australia) integration for account balances, transactions, and spending category analysis | 10 stars · 1 fork | No one-command install · Source | |
| 1480 | 62.026 | oxc-astmcp · other | Provides direct access to the OXC JavaScript/TypeScript parser for parsing code into ASTs, validating syntax and semantics, and exploring AST node… | 10 stars · 1 fork | No one-command install · Source | |
| 1480 | 62.026 | eiliyaabedini-aidermcp · other | Provides a bridge between Aider pair programming tool and AI models, enabling parallel execution of multiple coding tasks with configurable file… | 10 stars · 1 fork | No one-command install · Source | |
| 1488 | 61.934 | sparkyscientist-comsol-multiphysicsmcp · other | Control COMSOL Multiphysics simulations with physics-aware mesh generation, solver configuration, and parametric sweeps. | 17 stars | No one-command install · Source | |
| 1489 | 61.891 | jayrahmcp · other | Enables AI assistants to interact with Jira via CLI/TUI, supporting issue browsing, creation, comments, status changes, and custom fields. | 3 stars · 5 forks | No one-command install · Source | |
| 1489 | 61.891 | pykrxmcp · other | Provides Korean stock market data from KRX including KOSPI, KOSDAQ, and KONEX prices, fundamentals, and ETF tracking. | 3 stars · 5 forks | No one-command install · Source | |
| 1489 | 61.891 | doomdagadiggiedahdah-iacr-cryptology-eprint-archivemcp · other | Bridges AI models with the IACR Cryptology ePrint Archive, enabling efficient extraction and analysis of cryptographic research papers. | 3 stars · 5 forks | No one-command install · Source | |
| 1492 | 61.362 | merit-mcpmcp · other | Connects to Merit bookkeeping software | 6 stars · 4 forks | No one-command install · Source | |
| 1492 | 61.362 | lucassampsouza-omiemcp · otheralso listed as omie-mcp | Integrates with OMIE ERP to manage finances, suppliers, accounts payable and receivable, bank transactions, and cash flow through 27 tools. | 6 stars · 4 forks | No one-command install · Source | |
| 1492 | 61.362 | aimbitgmbh-vikunjamcp · other | Integrates with Vikunja self-hosted task management to enable project and task operations including kanban boards, labels, comments, assignees, and… | 6 stars · 4 forks | No one-command install · Source | |
| 1492 | 61.362 | bivex-zentaomcp · other | Integrates with ZenTao project management system to provide access to projects, products, stories, bugs, tasks, test management, releases, builds, and… | 6 stars · 4 forks | No one-command install · Source | |
| 1492 | 61.362 | liquidsoapmcpmcp · other | Provides AI assistants with version-accurate Liquidsoap 2.4.0 documentation, examples, and script validation to generate correct Liquidsoap code and… | 6 stars · 4 forks | No one-command install · Source | |
| 1492 | 61.362 | kmexnx-excel-to-pdfmcp · other | Converts Excel and Apple Numbers spreadsheets to PDF format, enabling file sharing with stakeholders who lack access to the original applications. | 6 stars · 4 forks | No one-command install · Source | |
| 1492 | 61.362 | boe-mcpmcp · other | Enables querying Spanish BOE consolidated legislation, daily summaries, and legal reference data through natural language using the Model Context… | 6 stars · 4 forks | No one-command install · Source | |
| 1492 | 61.362 | dotemacs-domain-lookup-mcpmcp · other | Domain name lookup service, first via [RDAP](https://en.wikipedia.org/wiki/Registration_Data_Access_Protocol) and then as a fallback via… | 6 stars · 4 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.