Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1901 | 52.135 | su2-mcpmcp · other | Enables interaction with SU2 CFD solver for session lifecycle management, config editing, solver execution, and results inspection, with optional… | 4 stars · 2 forks | No one-command install · Source | |
| 1902 | 52.135 | carbonemcp · other | Generate PDF, DOCX, XLSX, and PPTX from templates and JSON data. | 4 stars · 2 forks | No one-command install · Source | |
| 1903 | 52.135 | jan3dev-aqua-walletmcp · other | Manages Liquid Network and Bitcoin wallets with unified mnemonic support, L-BTC/USDT transactions, and watch-only descriptor imports. | 4 stars · 2 forks | No one-command install · Source | |
| 1904 | 52.135 | oilpriceapimcp · other | Real-time oil, gas, and commodity prices. Brent, WTI, natural gas, diesel & more. | 4 stars · 2 forks | No one-command install · Source | |
| 1905 | 52.135 | openevidence-toolsmcp · other | Enables clinical question answering via OpenEvidence with citation verification, including tools to ask questions, retrieve results, and follow up… | 4 stars · 2 forks | No one-command install · Source | |
| 1906 | 52.288 | capecoma-wintermmcp · other | Enables interaction with the Windows command line interface, allowing for writing commands, reading terminal output, and sending control characters… | 5 forks | No one-command install · Source | |
| 1907 | 52.288 | itsanishjain-alchemy-sdkmcp · other | Integrates with the Alchemy SDK to enable blockchain and NFT operations, including retrieving metadata, fetching token balances, and querying… | 5 forks | No one-command install · Source | |
| 1908 | 52.443 | lamemind-coder-toolboxmcp · other | Integrates Java code analysis, manipulation, and testing tools for efficient software development workflows and automated code operations. | 3 stars · 3 forks | No one-command install · Source | |
| 1909 | 52.443 | telagod-godotmcp · other | Integrates with Godot game engine projects to provide project analysis, scene management, script generation, networking systems, debugging… | 3 stars · 3 forks | No one-command install · Source | |
| 1910 | 52.443 | simplelocalizemcp · other | Integrates with SimpleLocalize translation management platform to enable bulk creation and updating of translation keys and content across multiple… | 3 stars · 3 forks | No one-command install · Source | |
| 1911 | 52.443 | openfeaturemcp · other | SDK installation guidance and feature flag evaluation through OFREP | 3 stars · 3 forks | No one-command install · Source | |
| 1912 | 52.443 | peterguk540-tax-workflowmcp · other | File US personal income taxes locally with 10 tools covering calculation, PDF form generation for 24 IRS forms, and e-filing across federal and state… | 3 stars · 3 forks | No one-command install · Source | |
| 1913 | 52.443 | rusty4444-wallabagmcp · other | Manages wallabag read-it-later entries, tags, and annotations via MCP. | 3 stars · 3 forks | No one-command install · Source | |
| 1914 | 52.443 | theyahia-planfixmcp · other | Integrates with Planfix for task, contact, and project management. | 3 stars · 3 forks | No one-command install · Source | |
| 1915 | 52.443 | printrmcp · other | Create, discover, and track tokens across multiple blockchains via the Printr cross-chain token platform. | 3 stars · 3 forks | No one-command install · Source | |
| 1916 | 52.443 | graph-polymarket-mcpmcp · other | Query Polymarket prediction markets via The Graph subgraphs with tools for market data, trader P&L, and open interest. | 3 stars · 3 forks | No one-command install · Source | |
| 1917 | 52.443 | lviv-timetablemcp · other | Real-time Lviv public transport stops, routes, vehicle positions, and terminus timetables. | 3 stars · 3 forks | No one-command install · Source | |
| 1918 | 52.498 | sequential-thinking-lp-solvermcp · other | Provides a structured approach to solving Linear and Non-Linear Programming problems using step-by-step methods, enabling efficient optimization… | 5 stars · 1 fork | No one-command install · Source | |
| 1919 | 52.498 | d42me-mochi-flashcardsmcp · other | Bridges the Mochi Cards flashcard application with natural language interfaces, enabling creation and management of flashcards with markdown content… | 5 stars · 1 fork | No one-command install · Source | |
| 1920 | 52.498 | sns-daomcp · other | Integrates with Service Nervous System DAOs on the Internet Computer blockchain to enable proposal listing, neuron management, and vote execution for… | 5 stars · 1 fork | No one-command install · Source | |
| 1921 | 52.498 | liuscraft-supersetmcp · other | Bridges Apache Superset with TypeScript to enable direct interaction with data visualization dashboards, allowing querying, analysis, and… | 5 stars · 1 fork | No one-command install · Source | |
| 1922 | 52.498 | waynecui-wiresharkmcp · other | Wireshark dissector plugin for analyzing network traffic. | 5 stars · 1 fork | No one-command install · Source | |
| 1923 | 52.498 | tinjyuu-jr-east-delaymcp · other | Provides real-time train delay information for JR East lines by scraping the official website and extracting structured status data for travelers and… | 5 stars · 1 fork | No one-command install · Source | |
| 1924 | 52.498 | lunchflowmcp · other | Integrates with Lunch Flow's banking aggregation platform to provide secure access to personal financial data across multiple providers including… | 5 stars · 1 fork | No one-command install · Source | |
| 1925 | 52.498 | mcp-kg-skillsmcp · other | Manages a Neo4j knowledge graph of reusable Python functions, documentation, and environment variables, enabling dynamic script composition and… | 5 stars · 1 fork | No one-command install · Source | |
| 1926 | 52.498 | imouiche-mitre-attackmcp · other | Comprehensive threat intelligence framework access with techniques, groups, and software entries | 5 stars · 1 fork | No one-command install · Source | |
| 1927 | 52.498 | akarenin-secretmcp · other | Store and write secrets to .env files without exposing values | 5 stars · 1 fork | No one-command install · Source | |
| 1928 | 52.498 | neosun100-lean-allinonemcp · other | Containerized QuantConnect Lean algorithmic trading engine with GPU support, backtesting, and multi-language trading strategy development. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | columbina-dev-webmiliastra-nodes-editormcp · other | Manages WebMiliastra Nodes Editor graph documents and projects with tools for reading, writing, and validating JSON files containing nodes and edges. | 5 stars · 1 fork | No one-command install · Source | |
| 1930 | 52.498 | alpermdr-vscode-workspacemcp · other | Integrates with VSCode to provide real-time workspace access, enabling file reading, code analysis across multiple languages, command execution, and… | 5 stars · 1 fork | No one-command install · Source | |
| 1931 | 52.498 | mjgmario-spanish-public-info-radarmcp · other | Provides real-time access to Spanish government open data through 26 specialized tools covering grants, legislation, company registry, statistics, and… | 5 stars · 1 fork | No one-command install · Source | |
| 1932 | 52.498 | francisoliverlee-rocketmqmcp · other | Manage RocketMQ message queues. | 5 stars · 1 fork | No one-command install · Source | |
| 1933 | 52.498 | photographi-mcpmcp · other | Local computer vision engine for photo library analysis. | 5 stars · 1 fork | No one-command install · Source | |
| 1934 | 52.498 | gh-xodn348-readhnmcp · other | Filters Hacker News content with trust-based expert ranking and explainable quality signals. | 5 stars · 1 fork | No one-command install · Source | |
| 1935 | 52.498 | kindtis-dump-analysismcp · other | Analyzes Windows crash dumps with structured thread inspection, source context, and safe patching workflows. | 5 stars · 1 fork | No one-command install · Source | |
| 1936 | 52.498 | labguy94-cpu-emulatormcp · other | Exposes CPU emulation, disassembly, and assembly capabilities through MCP for multiple architectures. | 5 stars · 1 fork | No one-command install · Source | |
| 1937 | 52.498 | chia-healthmcp · other | Enables AI-assisted telehealth workflows for browsing medications, completing intake, signing consent, placing orders, and managing treatment via… | 5 stars · 1 fork | No one-command install · Source | |
| 1938 | 52.498 | articles-research-exploritymcp · other | Queries early-stage orphan drug therapies ranked by success potential for rare disease research. | 5 stars · 1 fork | No one-command install · Source | |
| 1939 | 52.498 | mcp-ukrainian-calendarmcp · other | Provides access to Ukrainian pagan calendar with holidays, deities, folk wisdom, and birth charms, enabling users to query today's holidays, upcoming… | 5 stars · 1 fork | No one-command install · Source | |
| 1940 | 52.498 | chuprinadaria-ukrainian-calendarmcp · other | Provides access to Ukrainian folk calendar data including 120 holidays, 184 deities, 365 daily folk wisdoms, and birth charm periods rooted in… | 5 stars · 1 fork | No one-command install · Source | |
| 1941 | 52.498 | scanbim-mcpmcp · other | An AI hub for AEC that enables upload, conversion, viewing, analysis, and sharing of BIM models via 46 tools across 5 workers, integrating with… | 5 stars · 1 fork | No one-command install · Source | |
| 1942 | 52.498 | gapra-nuxt-migrationmcp · other | Automates Nuxt 2/3 to Nuxt 3/4 migration with pattern detection, code analysis, and automated generation of Pinia stores, composables, and TypeScript… | 5 stars · 1 fork | No one-command install · Source | |
| 1943 | 52.498 | geometry-dash-mcp-geodemcp · other | Enables AI-powered creation, analysis, and visualization of Geometry Dash levels through natural language commands. | 5 stars · 1 fork | No one-command install · Source | |
| 1944 | 52.498 | xeo786-autohotkey-v2mcp · other | Bridges AI assistants with AutoHotkey v2 for script validation, execution, debugging, and window inspection on Windows. | 5 stars · 1 fork | No one-command install · Source | |
| 1945 | 52.498 | jpazvd-unicefstatsmcp · other | Queries UNICEF child development statistics across 790+ indicators and 200+ countries via SDMX. | 5 stars · 1 fork | No one-command install · Source | |
| 1946 | 52.498 | onepersonunicorn-lolgptmcp · other | Provides League of Legends professional esports match prediction and summoner analysis capabilities using statistical modeling for predicting outcomes… | 5 stars · 1 fork | No one-command install · Source | |
| 1947 | 52.498 | ebowwa-xcodemcp · other | Integrates with Xcode development tools to execute xcodebuild commands, manage iOS/macOS simulators, and perform project operations through 25+ tools… | 5 stars · 1 fork | No one-command install · Source | |
| 1948 | 52.498 | scalekitmcp · other | Provides tools for managing Scalekit environments, organizations, users, connections, and workspace operations. Built for developers who want to… | 5 stars · 1 fork | No one-command install · Source | |
| 1949 | 52.498 | gh-gregario-dnd-oraclemcp · other | D&D 5e System Reference Document lookup and encounter planning. | 5 stars · 1 fork | No one-command install · Source | |
| 1950 | 52.498 | ctpn3m01-metaeditormcp · other | Connects AI assistants to MetaTrader 5 MetaEditor on Linux via Wine for MQL5 workflows. | 5 stars · 1 fork | No one-command install · Source | |
| 1951 | 52.498 | maksimsarychau-zebrunnermcp · other | Connects Zebrunner Test Case Management with AI assistants for managing test cases, suites, and execution data through natural language | 5 stars · 1 fork | No one-command install · Source | |
| 1952 | 52.498 | thalesmms-dicom-viewermcp · other | Converts DICOM medical imaging files into PNG format and serves them through an interactive web-based viewer with navigation controls, zoom/pan… | 5 stars · 1 fork | No one-command install · Source | |
| 1953 | 52.498 | digital-threads-token-pilotmcp · other | Token-efficient code reading via AST-aware structural analysis with up to 80% token savings. | 5 stars · 1 fork | No one-command install · Source | |
| 1954 | 52.498 | unclaimed-solmcp · other | Scan and reclaim dormant SOL from Solana wallet token accounts and staking positions. | 5 stars · 1 fork | No one-command install · Source | |
| 1955 | 52.498 | usercallmcp · other | Run scalable qualitative voice interviews and retrieve structured themes with verbatim quotes. | 5 stars · 1 fork | No one-command install · Source | |
| 1956 | 52.498 | talonicmcp · other | Extracts structured, schema-validated data from PDFs, scans, images, spreadsheets, and forms. | 5 stars · 1 fork | No one-command install · Source | |
| 1957 | 52.498 | cyanheads-proteinmcp · other | Retrieves and analyzes 3D protein structural data from RCSB PDB, PDBe, and UniProt | 5 stars · 1 fork | No one-command install · Source | |
| 1958 | 52.498 | nestrmcp · other | Connect AI to Nestr for Holacracy, Sociocracy, and self-organizing team management. | 5 stars · 1 fork | No one-command install · Source | |
| 1959 | 52.498 | clouatre-labs-code-analyzemcp · other | Code structure analysis using tree-sitter with directory mapping and call graph tracing. | 5 stars · 1 fork | No one-command install · Source | |
| 1960 | 52.498 | expertvagabond-raycastmcp · other | Raycast workflow automation with window management, clipboard, and system controls. | 5 stars · 1 fork | No one-command install · Source | |
| 1961 | 52.498 | justinbeckwith-pylonmcp · other | Integrates with Pylon's customer support platform for managing support tickets, customer relationships, and team operations. | 5 stars · 1 fork | No one-command install · Source | |
| 1962 | 52.498 | sidebuttonmcp · other | Enables AI assistants to trigger and respond to SideButton workflow automations. | 5 stars · 1 fork | No one-command install · Source | |
| 1963 | 52.498 | arcadia-financemcp · other | Manage concentrated liquidity on Uniswap and Aerodrome with rebalancing, compounding, and leverage. | 5 stars · 1 fork | No one-command install · Source | |
| 1964 | 52.498 | gh-zw008-vmware-vksmcp · other | Manage VMware vSphere with Tanzu supervisor clusters, namespaces, and TanzuKubernetesCluster lifecycle with 20 tools. | 5 stars · 1 fork | No one-command install · Source | |
| 1965 | 53.061 | greetwell-experiencesmcp · other | Greetwell curates authentic local experiences and provides personal concierge support in over 500 destinations, helping you explore confidently… | 3,249 installs | No commit datelisted | No one-command install · Source |
| 1966 | 53.186 | ai-diagram-makermcp · other | Generate professional software engineering diagrams from text, JSON, ASCII, images, or Mermaid. | 8 stars | No one-command install · Source | |
| 1967 | 53.186 | 8monkey-ai-elysiamcp · other | Turn existing Elysia framework routes into MCP tools automatically, with no schema duplication or handler rewrites. | 8 stars | No one-command install · Source | |
| 1968 | 53.186 | high5-ventures-apple-remindersmcp · other | Native macOS integration for Apple Reminders with full CRUD operations via EventKit. | 8 stars | No one-command install · Source | |
| 1969 | 53.186 | mlava-scholar-sidekick-mcpmcp · other | Resolve, format, and export academic citations. | 8 stars | No one-command install · Source | |
| 1970 | 53.333 | sg-cpf-calculator-mcpmcp · other | sg-cpf-calculator-mcp | 2,597 installs | No commit datelisted | No one-command install · Source |
| 1971 | 53.790 | chromindscan-chromia-walletmcp · other | Integrates with the Chromia blockchain to enable cryptocurrency transactions and wallet operations for automated financial workflows. | 1 star · 4 forks | No one-command install · Source | |
| 1972 | 53.790 | myfitnesspalmcp · other | Retrieves MyFitnessPal nutrition data including daily summaries, meal breakdowns, exercises, and macros through FastMCP. | 1 star · 4 forks | No one-command install · Source | |
| 1973 | 53.790 | cyoda-calculation-node-mcpmcp · other | Enables AI assistants to interact with Cyoda platform entities and workflows through the Model Context Protocol, supporting entity management… | 1 star · 4 forks | No one-command install · Source | |
| 1974 | 53.790 | blake365-usgs-quakesmcp · other | Integrates with USGS earthquake data to provide real-time access for querying and analyzing seismic events, enabling applications in disaster… | 1 star · 4 forks | No one-command install · Source | |
| 1975 | 53.985 | kvas-it-file-systemmcp · other | Implements an extensive list of filesystem operations for navigating, reading, writing, and analyzing files, enabling efficient file management and… | 4 stars · 3 forks | No one-command install · Source | |
| 1976 | 53.985 | aldrin-labs-solana-docsmcp · other | Fetches and parses Solana blockchain documentation, enabling real-time access to development information for accurate query responses and… | 4 stars · 3 forks | No one-command install · Source | |
| 1977 | 53.985 | mcp-py-devtomcp · other | Enables interaction with dev.to platform through a message-based architecture, supporting article management operations like create, update, delete… | 4 stars · 3 forks | No one-command install · Source | |
| 1978 | 53.985 | quantalogic-markdown-editormcp · other | Provides safe, structured editing capabilities for Markdown documents through section-based operations like inserting, updating, deleting, and moving… | 4 stars · 3 forks | No one-command install · Source | |
| 1979 | 53.985 | mendezangelleo-jira-xraymcp · other | Integrates with Jira and Xray to automatically generate Gherkin test scenarios from user stories and comments using Vertex AI, then synchronizes them… | 4 stars · 3 forks | No one-command install · Source | |
| 1980 | 53.985 | ianen-dingtalk-wikimcp · other | Community-maintained DingTalk integration providing read-write access to Wiki workspaces, document creation, folder management, and organizational… | 4 stars · 3 forks | No one-command install · Source | |
| 1981 | 53.985 | wrlu-jadx-daemonmcp · other | Provides Android APK and DEX file decompilation through jadx library, enabling extraction of AndroidManifest.xml content, decompiled Java code, smali… | 4 stars · 3 forks | No one-command install · Source | |
| 1982 | 53.985 | vibetrader-mcpmcp · other | Enables AI assistants to trade stocks directly through natural language by creating and managing bots, executing trades, accessing market data, and… | 4 stars · 3 forks | No one-command install · Source | |
| 1983 | 53.985 | etbars-vibetrader-mcpmcp · other | AI-powered trading bot platform. Create automated trading strategies with natural language via Alpaca brokerage. | 4 stars · 3 forks | No one-command install · Source | |
| 1984 | 53.985 | open-dental-mcpmcp · other | Enables interaction with Open Dental practice management software, allowing reading of patients, appointments, providers, procedures, and recalls, as… | 4 stars · 3 forks | No one-command install · Source | |
| 1985 | 53.985 | mrelph-teamsnapmcp · other | Integrates with TeamSnap's sports team management platform for read-only access to team rosters, schedules, events, and player availability data. | 4 stars · 3 forks | No one-command install · Source | |
| 1986 | 53.985 | maxenlin-mcp-zentao-11-3mcp · other | Enables AI-powered interaction with ZenTao 11.3 legacy systems, supporting task, bug, requirement, and test case management via MCP protocol. | 4 stars · 3 forks | No one-command install · Source | |
| 1987 | 53.985 | squad-mcpmcp · other | Exposes the squad-dev workflow as deterministic MCP tools, enabling task classification, risk scoring, specialist reviewer selection, and advisory… | 4 stars · 3 forks | No one-command install · Source | |
| 1988 | 53.985 | martinelli-jooqmcp · other | Access jOOQ documentation through AI | 4 stars · 3 forks | No one-command install · Source | |
| 1989 | 54.833 | webpeelmcp · other | Fetch web pages as clean, AI-ready markdown. | 9 stars | No commit datelisted | No one-command install · Source |
| 1990 | 54.833 | leonaiuv-seedance-2mcp · other | Exposes Volcengine ARK Seedance 2.0 video generation for text-to-video and image-to-video through MCP tools. | 9 stars | No one-command install · Source | |
| 1991 | 54.833 | vision-bridge-mcpmcp · other | Bridges a vision model to enable text-only models like DeepSeek to describe images, extract text, and compare images via MCP tools. | 9 stars | No one-command install · Source | |
| 1992 | 54.833 | mcpicomcp · other | MCP proxy that bundles flat tool lists into hierarchical subcommand groups, reducing context token usage and improving tool discovery. | 9 stars | No one-command install · Source | |
| 1993 | 54.833 | alberto-codes-docvetmcp · other | Docstring quality vetting for Python with enrichment, freshness, coverage, and presence checks. | 9 stars | No one-command install · Source | |
| 1994 | 54.833 | lozit-standard-notesmcp · other | Encrypted read/write access to Standard Notes vaults with local-only decryption via stdio. | 9 stars | No one-command install · Source | |
| 1995 | 55.168 | newaiteesollamamcp · other | Bridges AI assistants with locally-hosted Ollama models for complex reasoning tasks, providing tools for task decomposition and result evaluation… | 6 stars · 1 fork | No one-command install · Source | |
| 1996 | 55.168 | carlmontanari-scraplimcp · other | Integrates the Scrapli network automation library to enable SSH command execution on Cisco IOS XE devices for network configuration and… | 6 stars · 1 fork | No one-command install · Source | |
| 1997 | 55.168 | fastmcp-supply-chain-optimizermcp · other | Demonstrates real-time supply chain optimization using Google Gemini for intelligent decision-making across inventory management, warehouse transfers… | 6 stars · 1 fork | No one-command install · Source | |
| 1998 | 55.168 | webp-batch-convertermcp · other | Converts images to WebP format using Sharp or libwebp-tools with batch processing, glob pattern matching, and configurable quality settings for web… | 6 stars · 1 fork | No one-command install · Source | |
| 1999 | 55.168 | mcp-quiz-generatormcp · other | Generates quizzes from Markdown content and outputs interactive HTML and Word documents. | 6 stars · 1 fork | No one-command install · Source | |
| 2000 | 55.168 | humanjesse-textarttoolsmcp · other | Unicode text styling and ASCII art generation with 23 styles and 322+ figlet fonts | 6 stars · 1 fork | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.