Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1201 | 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 | |
| 1202 | 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 | |
| 1202 | 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 | |
| 1202 | 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 | |
| 1205 | 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 | |
| 1206 | 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 | |
| 1207 | 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 | |
| 1207 | 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 | |
| 1207 | 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 | |
| 1207 | 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 | |
| 1207 | 68.220 | andresthor-cmd-linemcp · other | Safely run command-line arguments for Unix/macOS systems. | 10 stars · 4 forks | No one-command install · Source | |
| 1207 | 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 | |
| 1207 | 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 | |
| 1207 | 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 | |
| 1215 | 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 | |
| 1215 | 68.063 | smbcloudmcp · other | MCP interface for smbCloud | 7 stars · 6 forks | No one-command install · Source | |
| 1215 | 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 | |
| 1215 | 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 | |
| 1215 | 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 | |
| 1215 | 68.063 | carterlasalle-system-informationmcp · other | Gathers detailed development environment data to enhance context-aware assistance in code editors, enabling tailored coding suggestions and… | 7 stars · 6 forks | No one-command install · Source | |
| 1215 | 68.063 | adarshp14-google-formmcp · other | Enables creation and management of Google Forms through natural language requests, converting conversational inputs into structured form elements for… | 7 stars · 6 forks | No one-command install · Source | |
| 1215 | 68.063 | ejb503-interview-roleplaymcp · other | Provides an AI-powered interview roleplay system for dynamic simulation of customizable interview scenarios, enabling practice and skill improvement… | 7 stars · 6 forks | No one-command install · Source | |
| 1215 | 68.063 | delorenj-super-windows-climcp · other | Provides unrestricted Windows system access and command execution across multiple shells for remote administration and complex task automation. | 7 stars · 6 forks | No one-command install · Source | |
| 1224 | 68.021 | davidmosiah-whoopmcp · other | Unofficial WHOOP integration for AI health, sleep, recovery, and performance data access. | 11 stars · 3 forks | No one-command install · Source | |
| 1224 | 68.021 | n2n-nexusmcp · other | A local digital asset hub for multi-AI assistant collaboration, offering real-time meeting rooms and structured project vaults with zero-configuration… | 11 stars · 3 forks | No one-command install · Source | |
| 1224 | 68.021 | lzmw-aurai-advisormcp · other | Provides advisory capabilities through specialized AI-powered consultation and guidance functions with enterprise-grade operational support. | 11 stars · 3 forks | No one-command install · Source | |
| 1224 | 68.021 | macrat-kintonef33bmcp · other | Enables interaction with Kintone's low/no code platform for listing apps, reading app info, and performing CRUD operations. | 11 stars · 3 forks | No one-command install · Source | |
| 1224 | 68.021 | xinthink-readermcp · other | Integrates with Readwise Reader to retrieve saved documents from different locations (new, feed, archive, or library) based on time parameters using… | 11 stars · 3 forks | No one-command install · Source | |
| 1224 | 68.021 | gunnargrosch-doommcp · other | Embeds the DOOM game engine via FFI, enabling AI clients to play DOOM with real-time game state, enemy detection, and frame rendering. | 11 stars · 3 forks | No one-command install · Source | |
| 1224 | 68.021 | winninghealth-medical-calculatormcp · other | Provides access to over 50 clinical calculation tools including cardiovascular risk assessment, kidney function evaluation, critical care scoring, and… | 11 stars · 3 forks | No one-command install · Source | |
| 1224 | 68.021 | betancur-keynotemcp · other | Provides direct control over Apple Keynote presentations through AppleScript automation on macOS, enabling slide management, content creation, layout… | 11 stars · 3 forks | No one-command install · Source | |
| 1224 | 68.021 | flrngel-paintermcp · other | Provides a drawing interface for creating and manipulating canvas elements with basic shape rendering and PNG export capabilities | 11 stars · 3 forks | No one-command install · Source | |
| 1224 | 68.021 | damus-nostrdbmcp · other | Integrates with nostrdb to enable local Nostr data querying and analysis. | 11 stars · 3 forks | No one-command install · Source | |
| 1224 | 68.021 | mouhamadalmounayar-confluencemcp · other | Integrates Atlassian Confluence content for retrieving page and blog post data, enabling knowledge base querying and content analysis. | 11 stars · 3 forks | No one-command install · Source | |
| 1235 | 67.936 | sg-finance-data-mcpmcp · other | sg-finance-data-mcp | 4,692 installs | No commit datelisted | No one-command install · Source |
| 1236 | 67.906 | gh-dizzlkheinz-ynabmcp · other | You Need A Budget integration for budgets, accounts, transactions, and categories. | 9 stars · 5 forks | No one-command install · Source | |
| 1236 | 67.906 | najemwehbe-unreal-enginemcp · other | Drives Unreal Engine 5 editor automation with 105 tools for asset management, blueprint inspection, actor spawning, and more. | 9 stars · 5 forks | No one-command install · Source | |
| 1236 | 67.906 | gh-johnbreault-xlightsmcp · other | Generate music-driven light show sequences for xLights with audio analysis. | 9 stars · 5 forks | No one-command install · Source | |
| 1236 | 67.906 | tuckerschreiber-needmcp · other | Semantic CLI tool discovery and installation with community-driven ranking from usage feedback. | 9 stars · 5 forks | No one-command install · Source | |
| 1236 | 67.906 | tofunori-data-explorermcp · other | Enables data analysis and visualization by integrating with pandas, scikit-learn, matplotlib, and seaborn libraries for dataset exploration… | 9 stars · 5 forks | No one-command install · Source | |
| 1236 | 67.906 | jbchouinard-document-readermcp · other | Enables interaction with PDF and EPUB documents for reading, analyzing content, and extracting information from document files. | 9 stars · 5 forks | No one-command install · Source | |
| 1236 | 67.906 | sammcj-data-extractormcp · other | Extracts data from TypeScript/JavaScript code into JSON configuration files, facilitating code refactoring and improved maintainability. | 9 stars · 5 forks | No one-command install · Source | |
| 1243 | 67.900 | yidhar-slay-the-spire-2mcp · other | Controls Slay the Spire 2 gameplay through a native C# bridge mod with precise game state extraction and legal action execution. | 13 stars · 2 forks | No one-command install · Source | |
| 1243 | 67.900 | ra1nyxin-allcanusemcp · other | Control local machines on Windows and Linux with 90+ tools for file operations, process management, network diagnostics, and desktop observation. | 13 stars · 2 forks | No one-command install · Source | |
| 1243 | 67.900 | jackdark425-aigroup-mdtowordmcp · other | Converts Markdown documents to professional Word files with advanced formatting | 13 stars · 2 forks | No one-command install · Source | |
| 1243 | 67.900 | montimage-mitre-attackmcp · other | Access the MITRE ATT&CK cybersecurity knowledge base | 13 stars · 2 forks | No one-command install · Source | |
| 1247 | 67.778 | orangepro-mcpmcp · other | Analyzes code to map behaviors, identify untested gaps, and generate grounded integration tests that actually run. | 17 stars · 1 fork | No one-command install · Source | |
| 1247 | 67.778 | colab-fleetmcp · other | Enables offloading heavy CPU/ML workloads to free Google Colab from any MCP client, with automatic job management and free-tier enforcement. | 17 stars · 1 fork | No one-command install · Source | |
| 1249 | 67.544 | niondigital-mocomcp · other | Integrates with MOCO's time tracking and project management platform to provide conversational access to activities, projects, holidays, presences… | 6 stars · 6 forks | No one-command install · Source | |
| 1249 | 67.544 | bigsy-clojars-dependency-versionsmcp · other | Retrieves information related to Clojure dependency management. | 6 stars · 6 forks | No one-command install · Source | |
| 1249 | 67.544 | ucesys-minio-object-storagemcp · other | Enables direct access to MinIO object storage for listing buckets, browsing objects, retrieving content, and uploading files with automatic bucket… | 6 stars · 6 forks | No one-command install · Source | |
| 1252 | 67.193 | master-frank-xmindmcp · other | Converts multiple file formats into XMind mind maps with AI-powered analysis | 16 stars · 1 fork | No one-command install · Source | |
| 1253 | 67.151 | pungggi-smart-terminalmcp · other | PTY-based interactive terminal with persistent shell sessions and strong Windows support. | 12 stars · 2 forks | No one-command install · Source | |
| 1253 | 67.151 | gh-codeurali-dataversemcp · other | 73 tools for Microsoft Dataverse including CRUD, FetchXML, metadata, and audit operations. | 12 stars · 2 forks | No one-command install · Source | |
| 1253 | 67.151 | emacsmcp · other | Provides deep introspection into Emacs environments, enabling access to documentation, configuration details, keybindings, modes, packages, and system… | 12 stars · 2 forks | No one-command install · Source | |
| 1253 | 67.151 | jakenuts-cli-execmcp · other | Provides powerful CLI command execution capabilities, enabling structured output for shell commands with features like timeout handling, ANSI code… | 12 stars · 2 forks | No one-command install · Source | |
| 1257 | 66.893 | chainaware-behavioral-predictionmcp · other | Provides AI-powered tools to analyze wallet behavior prediction, fraud detection and rug pull prediction. | 10 stars · 3 forks | No one-command install · Source | |
| 1257 | 66.893 | aryankeluskar-polymarketmcp · other | Real-time Polymarket prediction market data with 7 tools for market discovery, event analysis, and probability tracking | 10 stars · 3 forks | No one-command install · Source | |
| 1257 | 66.893 | gh-thesharque-javaperfmcp · other | Java application profiling via jcmd, JFR, and jps for performance diagnostics and thread analysis. | 10 stars · 3 forks | No one-command install · Source | |
| 1257 | 66.893 | openusd-mcpmcp · other | Enables AI assistants to read, inspect, and manipulate OpenUSD 3D scenes, including scene graph traversal, property querying, mesh export, and variant… | 10 stars · 3 forks | No one-command install · Source | |
| 1257 | 66.893 | ai-zerolab-yourwaremcp · other | Enables direct uploading of web projects to yourware.so hosting platform without leaving your development environment | 10 stars · 3 forks | No one-command install · Source | |
| 1257 | 66.893 | susuya233-ida-pro-binary-analysismcp · other | Integrates with IDA Pro for automated vulnerability scanning including buffer overflows, format strings, and command injection detection with… | 10 stars · 3 forks | No one-command install · Source | |
| 1257 | 66.893 | dltmcp · other | Enables large language models to retrieve up-to-date and correct information about dlt pipelines, datasets, and schemas, improving AI-assisted… | 10 stars · 3 forks | No one-command install · Source | |
| 1257 | 66.893 | phospho-phosphobotmcp · other | Integrates with phosphobot automation service to replay recorded user interaction episodes from datasets, enabling testing scenarios and development… | 10 stars · 3 forks | No one-command install · Source | |
| 1257 | 66.893 | esp32-cydmcp · other | Transforms ESP32 CYD boards into remotely controllable IoT devices with display control, touch input, GPIO manipulation, sensor readings, file… | 10 stars · 3 forks | No one-command install · Source | |
| 1257 | 66.893 | benhaotang-mathematica-documentationmcp · other | Integrates with Wolfram Mathematica's documentation to provide access to function details, package symbols, and computational capabilities for… | 10 stars · 3 forks | No one-command install · Source | |
| 1257 | 66.893 | norbinsh-trivy-security-scannermcp · other | Integrates with Trivy to provide vulnerability scanning and automated remediation for projects across multiple programming languages and package… | 10 stars · 3 forks | No one-command install · Source | |
| 1257 | 66.893 | lsemenenko-openhuemcp · other | Integrates with Philips Hue smart lighting systems to enable automated control of light states, scenes, and schedules for complex home automation… | 10 stars · 3 forks | No one-command install · Source | |
| 1269 | 66.877 | flipt-io-feature-flagsmcp · other | Integrates with Flipt feature flag management to enable listing, creating, updating, and deleting namespaces, flags, segments, and rules for… | 5 stars · 6 forks | No one-command install · Source | |
| 1269 | 66.877 | daltonnyx-userful-mcpsmcp · other | Provides specialized document processing and YouTube content extraction tools for template-based document generation and video content analysis… | 5 stars · 6 forks | No one-command install · Source | |
| 1271 | 66.871 | yfe404-proxymcp · other | HTTP/HTTPS MITM proxy with SSL cert management, request/response modification, TLS fingerprinting, upstream proxy chaining, and multi-platform… | 9 stars · 4 forks | No one-command install · Source | |
| 1271 | 66.871 | gh-sidneybissoli-ibge-brmcp · other | Brazilian IBGE statistical data — locations, census, demographics, and geographic boundaries. | 9 stars · 4 forks | No one-command install · Source | |
| 1271 | 66.871 | scopeblindmcp · other | MCP security gateway enforcing per-tool policies, rate limits, and approval gates with signed audit receipts. | 9 stars · 4 forks | No one-command install · Source | |
| 1271 | 66.871 | easyeda-pro-mcpmcp · other | Connects MCP clients to live EasyEDA Pro projects, enabling schematic and PCB inspection and editing through natural language. | 9 stars · 4 forks | No one-command install · Source | |
| 1271 | 66.871 | n0zer0d4y-vulcan-file-opsmcp · other | Security-centric filesystem operations with enterprise-grade access controls and CVE protection | 9 stars · 4 forks | No one-command install · Source | |
| 1271 | 66.871 | mekko-digital-elementor-wordpressmcp · other | Manages Elementor WordPress widgets, templates, and page configurations with comprehensive tooling for theme and content operations. | 9 stars · 4 forks | No one-command install · Source | |
| 1271 | 66.871 | nukemcpmcp · other | Connects AI assistants to Nuke for compositing tasks via natural language. | 9 stars · 4 forks | No one-command install · Source | |
| 1271 | 66.871 | okooo5km-timemcp · other | Provides accurate time-related capabilities for retrieving current time and converting between timezones using IANA identifiers, with detailed output… | 9 stars · 4 forks | No one-command install · Source | |
| 1271 | 66.871 | teglon-labs-penrosemcp · other | Integrates with Penrose's domain-specific languages to generate mathematical diagrams from natural language inputs. | 9 stars · 4 forks | No one-command install · Source | |
| 1271 | 66.871 | alistairwalsh-pandasmcp · other | Leverages pandas, numpy, and matplotlib to enable powerful data manipulation, statistical analysis, and visualization for data-driven projects. | 9 stars · 4 forks | No one-command install · Source | |
| 1281 | 66.528 | gh-anthony-marcovecchio-prodlintmcp · otheralso listed as prodlint | Production readiness checks for vibe-coded apps with 52 security and performance rules. | 15 stars · 1 fork | No one-command install · Source | |
| 1281 | 66.528 | gh-sueinchoi-nonmem-pharmacometricsmcp · other | Parses, executes, and simulates NONMEM pharmacometric models. | 15 stars · 1 fork | No one-command install · Source | |
| 1284 | 66.258 | nbiish-calc-toolsmcp · other | Integrates with NumPy, SciPy, and SymPy to provide advanced calculus tools for complex mathematical calculations and analysis within applications. | 8 stars · 5 forks | No one-command install · Source | |
| 1284 | 66.258 | tenzirmcp · other | Integrates with Tenzir data pipelines and OCSF schema framework to execute cybersecurity data processing workflows and retrieve structured security… | 8 stars · 5 forks | No one-command install · Source | |
| 1284 | 66.258 | shibing624-python-code-interpretermcp · other | Provides a secure Python code interpreter for executing code, installing packages, and running files in isolated environments with persistent… | 8 stars · 5 forks | No one-command install · Source | |
| 1284 | 66.258 | kukapay-crypto-trending-mcpmcp · other | Tracking the latest trending tokens on CoinGecko. | 8 stars · 5 forks | No one-command install · Source | |
| 1284 | 66.258 | 1595901624-qrcodesmcp · other | Generates QR codes. | 8 stars · 5 forks | No one-command install · Source | |
| 1289 | 66.172 | ark-forge-eu-ai-act-compliance-scannermcp · otheralso listed as eu-ai-act-scanner | Scans codebases for AI framework usage and checks compliance against EU AI Act requirements with risk classification and remediation guidance. | 11 stars · 2 forks | No one-command install · Source | |
| 1289 | 66.172 | project-synapsemcp · other | Transforms raw text into interconnected knowledge graphs using semantic parsing, Zettelkasten methodology, and Neo4j storage to autonomously generate… | 11 stars · 2 forks | No one-command install · Source | |
| 1289 | 66.172 | louischancly-napkin-aimcp · other | Generate infographics and visuals from text input with multiple output formats and storage destinations | 11 stars · 2 forks | No one-command install · Source | |
| 1289 | 66.172 | jakekeeys-frigate-nvrmcp · other | Control Frigate NVR instances for event management, camera control, recordings, video exports, and object classification. | 11 stars · 2 forks | No one-command install · Source | |
| 1289 | 66.172 | shangri-la-0428-psyche-aimcp · other | Emotional intelligence framework with neurotransmitter mood simulation, personality, and trait drift. | 11 stars · 2 forks | No one-command install · Source | |
| 1289 | 66.172 | petercha90-mcp-lazy-loadmcp · other | Proxy that lazy-loads MCP tools on demand to reduce context window token usage by 90%. | 11 stars · 2 forks | No one-command install · Source | |
| 1289 | 66.172 | wangyihang-multipassmcp · other | Manages Multipass virtual machine instances with lifecycle operations, snapshots, file transfers, directory mounting, and command execution. | 11 stars · 2 forks | No one-command install · Source | |
| 1289 | 66.172 | ceilf6-wordmcp · other | Comprehensive CRUD operations and document manipulation for Microsoft Word files with table management, formatting controls, and merge capabilities. | 11 stars · 2 forks | No one-command install · Source | |
| 1289 | 66.172 | xlisp-data-visualizationmcp · other | Provides eight specialized data visualization tools including relationship graphs, scatter plots, 3D visualizations, classification plots, histograms… | 11 stars · 2 forks | No one-command install · Source | |
| 1289 | 66.172 | il-bank-mcpmcp · other | Finance assistant that brings your Israeli bank data to any AI assistant, enabling transaction analysis, spending patterns, and financial insights. | 11 stars · 2 forks | No one-command install · Source | |
| 1289 | 66.172 | xiaolaa2-midi-filemcp · other | Parse and manipulate MIDI files based on Tone.js | 11 stars · 2 forks | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.