Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 901 | 29.013 | web-perceptionmcp · other | Give your AI ears and eyes and perception | 1 star · 1 fork | No one-command install · Source | |
| 902 | 29.013 | timesheet-iomcp · other | Manage timers, projects, tasks, and reports in Timesheet.io via natural language. | 1 star · 1 fork | No one-command install · Source | |
| 903 | 29.013 | ptx-mcpmcp · other | Provides tools to read and compare scripture text from local Paratext project folders, enabling natural-language queries for verses, chapters, books… | 1 star · 1 fork | No one-command install · Source | |
| 904 | 29.013 | cliptunnel-mcpmcp · other | Operate a locked-down remote machine through its clipboard by tunneling shell and file commands over a shared clipboard slot, exposing them as MCP… | 1 star · 1 fork | No one-command install · Source | |
| 905 | 29.013 | hellobooksmcp · other | Official public knowledge base for HelloBooks AI accounting platform — query plans, integrations, country support, and compliance frameworks. | 1 star · 1 fork | No one-command install · Source | |
| 906 | 29.013 | pipeworx-io-samgovmcp · other | Federal contract opportunities and entity registration data from SAM.gov via the Pipeworx gateway. | 1 star · 1 fork | No one-command install · Source | |
| 907 | 29.013 | lordbasilaiassistant-sudo-base-flash-arbmcp · other | Detects flash loan arbitrage opportunities across DEXes on Base. | 1 star · 1 fork | No one-command install · Source | |
| 908 | 29.013 | lordbasilaiassistant-sudo-base-multi-walletmcp · other | Manages multiple wallets with coordinated trading and batch operations on Base. | 1 star · 1 fork | No one-command install · Source | |
| 909 | 29.013 | lordbasilaiassistant-sudo-base-price-oraclemcp · other | Retrieves real-time token prices on Base from on-chain DEX pools using pure blockchain reads. | 1 star · 1 fork | No one-command install · Source | |
| 910 | 29.013 | news-sentiment-mcpmcp · other | Provides news sentiment scores, media volume trends, and historical coverage data for any topic, enabling AI to analyze positive or negative coverage… | 1 star · 1 fork | No one-command install · Source | |
| 911 | 29.013 | tiktok-trends-mcpmcp · other | Provides TikTok hashtag trend data including volume growth, viral spikes, and historical time series, enabling AI assistants to spot emerging trends… | 1 star · 1 fork | No one-command install · Source | |
| 912 | 29.013 | insumermcp · other | Read-first blockchain verification returning ECDSA-signed booleans across 32 chains without exposing wallet balances. | 1 star · 1 fork | No one-command install · Source | |
| 913 | 29.013 | eng-leadership-toolkitmcp · other | Provides engineering leadership benchmarks, developer value calculation, and mentoring playbooks based on real 1:1 sessions with 300+ engineering… | 1 star · 1 fork | No one-command install · Source | |
| 914 | 29.013 | davidalbertonogueira-redshiftmcp · other | Secure, read-only access to Amazon Redshift with schema introspection and smart sampling | 1 star · 1 fork | No one-command install · Source | |
| 915 | 29.013 | edinet-dbmcp · other | Provides remote MCP access to financial data and filings for 3,800 listed Japanese companies through EDINET DB. | 1 star · 1 fork | No one-command install · Source | |
| 916 | 29.013 | cyanheads-blsmcp · other | Retrieves U.S. Bureau of Labor Statistics data on employment, wages, inflation, and workplace safety. | 1 star · 1 fork | No one-command install · Source | |
| 917 | 29.013 | mythsensus-mcpmcp · other | Calculate a Cosmic Score across 26 ancient divination systems (BaZi, Vedic, Western, Nine Star Ki, Thai Seven Number, and more) deterministically from… | 1 star · 1 fork | No one-command install · Source | |
| 918 | 30.204 | pulsemcp · other | Access comprehensive travel and location data to streamline trip planning and destination research. Discover curated activities and points of interest… | 1,621 installs | No commit datelisted | No one-command install · Source |
| 919 | 32.108 | predictionmarketspicks-quant-2mcp · other | Institutional-grade quant toolkit for prediction-market trading on Kalshi and Polymarket. Ten tools covering expected value, Kelly position sizing… | 1,794 installs | No commit datelisted | No one-command install · Source |
| 920 | 32.223 | yoraudev-minecraft-world-datamcp · other | Fabric mod for Minecraft 1.21.11 exposing real-time game world data including player status, inventory, nearby blocks and entities, biome info, and… | 2 stars | No commit datelisted | No one-command install · Source |
| 921 | 32.223 | nickyhec-todoistmcp · other | Integrates with Todoist via the Dedalus AI platform, providing 25 tools for tasks, projects, sections, comments, and labels. | 2 stars | No commit datelisted | No one-command install · Source |
| 922 | 32.223 | jahzlariosa-wordpressmcp · other | WordPress content management with Yoast SEO support | 2 stars | No commit datelisted | No one-command install · Source |
| 923 | 32.223 | anthonykewl20-ranex-frameworkmcp · other | Hybrid governance framework combining Rust-based security scanning with Python application development through contract decorators, enabling automated… | 2 stars | No commit datelisted | No one-command install · Source |
| 924 | 32.223 | ansvar-ot-securitymcp · other | OT security standards reference covering IEC 62443, NIST 800-82/53, and MITRE ATT&CK for ICS. | 2 stars | No commit datelisted | No one-command install · Source |
| 925 | 32.223 | bsmi021-openrouter-conversationmcp · other | Provides a unified conversation management system for OpenRouter's language models with features like token counting, context window management, and… | 2 stars | No one-command install · Source | |
| 926 | 32.223 | silver0510-mermaid-diagram-generatormcp · other | Enables creation of visual diagrams from Mermaid syntax with support for multiple themes and background options, handling image data natively for… | 2 stars | No one-command install · Source | |
| 927 | 32.223 | djvosper-powerpointmcp · other | Creates and manipulates PowerPoint presentations directly within conversations, enabling users to generate professional slides with customizable… | 2 stars | No one-command install · Source | |
| 928 | 32.223 | aourpallynikhil-nukemcp · other | Provides a bridge to Nuke compositing software for automating common tasks like node creation, configuration, and render operations through a Python… | 2 stars | No one-command install · Source | |
| 929 | 32.223 | c4pt0r-s3mcp · other | Provides a bridge to Amazon S3 storage services for listing buckets, browsing objects, retrieving file contents, uploading, downloading, and deleting… | 2 stars | No one-command install · Source | |
| 930 | 32.223 | giptilabs-stock-analysis-indiamcp · other | Provides real-time and historical Indian stock data. | 2 stars | No one-command install · Source | |
| 931 | 32.223 | nodetec-nostr-code-snippetsmcp · other | Enables AI to fetch and retrieve code snippets from the decentralized Nostr protocol network for accessing community-shared programming solutions. | 2 stars | No one-command install · Source | |
| 932 | 32.223 | christopherwoodall-nmapmcp · other | Provides a bridge to Nmap network scanning tool for performing reconnaissance, port scanning, and service identification with customizable options and… | 2 stars | No one-command install · Source | |
| 933 | 32.223 | mcp-password-generatormcp · other | Generates random passwords with configurable character sets (all, alpha, numbers, letters) via the Model Context Protocol. | 2 stars | No one-command install · Source | |
| 934 | 32.223 | mcp-feedback-pipemcp · other | Web-based feedback collection tool for MCP environments with Markdown, Mermaid charts, and image upload support. | 2 stars | No one-command install · Source | |
| 935 | 32.223 | qckfx-tree-hugger-jsmcp · other | Provides JavaScript and TypeScript code analysis through AST parsing for function extraction, scope analysis, identifier renaming, unused import… | 2 stars | No one-command install · Source | |
| 936 | 32.223 | fanfou-mcpmcp · other | 基于 FastMCP 构建的饭否 MCP 服务器，提供饭否时间线、用户、发布等工具和服务。 | 2 stars | No one-command install · Source | |
| 937 | 32.223 | roc-datetimemcp · other | Provides current datetime functionality in ISO 8601 format through a proof-of-concept implementation built in the Roc programming language. | 2 stars | No one-command install · Source | |
| 938 | 32.223 | corymhall-pulumi-example-generatormcp · other | Generates complete constructor examples with placeholder values for any Pulumi resource across TypeScript, Python, Go, C#, and Java by leveraging… | 2 stars | No one-command install · Source | |
| 939 | 32.223 | alexandru2882-url-text-fetchermcp · other | Extracts visible text content and hyperlinks from web pages using requests and BeautifulSoup4 for web scraping, content analysis, and link discovery… | 2 stars | No one-command install · Source | |
| 940 | 32.223 | yumafuu-clipboardmcp · other | Provides cross-platform clipboard access through native OS commands, enabling reading and writing clipboard content with automatic OS detection and… | 2 stars | No one-command install · Source | |
| 941 | 32.223 | leighmcculloch-stellar-xdr-jsonmcp · other | Decodes Stellar blockchain data by converting complex XDR format to human-readable JSON, enabling analysis of transactions and contract events without… | 2 stars | No one-command install · Source | |
| 942 | 32.223 | gee-mcpmcp · other | Enables downloading satellite imagery from Google Earth Engine as GeoTIFF files, supporting various datasets, bands, and region specification through… | 2 stars | No one-command install · Source | |
| 943 | 32.223 | xmind-to-markdown-mcpmcp · other | Converts XMind mind map files into structured Markdown documents, preserving hierarchy and optionally including metadata. | 2 stars | No one-command install · Source | |
| 944 | 32.223 | tech-sushant-calculatormcp · other | Provides basic arithmetic operations including addition, subtraction, multiplication, division, power, and square root | 2 stars | No one-command install · Source | |
| 945 | 32.223 | ipmentormcp · other | Provides verified IPv4 subnet calculations, IP analysis, and network diagram generation for AI tutoring systems via MCP. | 2 stars | No one-command install · Source | |
| 946 | 32.223 | mcp-slingmcp · other | Enables interaction with the Sling scheduling and workforce management platform, allowing users to manage shifts, users, calendars, and reports… | 2 stars | No one-command install · Source | |
| 947 | 32.223 | nerfels-mind-mapmcp · other | Code intelligence platform with AST parsing and context analysis | 2 stars | No one-command install · Source | |
| 948 | 32.223 | zyntx-lab-peripherymcp · other | Swift code analysis tool that detects unused code and improves code quality in iOS and macOS projects | 2 stars | No one-command install · Source | |
| 949 | 32.223 | a11y-learning-guidemcp · other | Guides users to official WCAG and W3C resources for learning web accessibility, without providing its own explanations. | 2 stars | No one-command install · Source | |
| 950 | 32.223 | localsummer-task-managermcp · other | Provides task management with hierarchical structures, dependency tracking, and status updates through JSON configuration files for project workflow… | 2 stars | No one-command install · Source | |
| 951 | 32.223 | neosun100-kyutai-ttsmcp · other | Containerized text-to-speech service using Kyutai's neural TTS models with GPU-accelerated inference and streaming capabilities. | 2 stars | No one-command install · Source | |
| 952 | 32.223 | roeiba-pmdmcp · other | Run PMD static code analysis and detect code duplicates | 2 stars | No one-command install · Source | |
| 953 | 32.223 | libres-coder-parseflowmcp · other | Document parsing library supporting PDF, Word, Excel, PowerPoint, and image OCR | 2 stars | No one-command install · Source | |
| 954 | 32.223 | pedromarianoalmeida-ffmpegmcp · other | Video/audio tools for cutting, converting, concatenating, removing silence, and executing custom commands. | 2 stars | No one-command install · Source | |
| 955 | 32.223 | ffmpeg-mcp-2mcp · other | Provides video and audio manipulation tools powered by FFmpeg, enabling AI assistants to perform media operations such as cutting, converting, and… | 2 stars | No one-command install · Source | |
| 956 | 32.223 | concertypin-jailbreakmcp · other | Educational demonstration of a mock compliance verification tool. | 2 stars | No one-command install · Source | |
| 957 | 32.223 | hadoyun-polypizza-unitymcp · other | Integrates with Poly.Pizza's library of 10,500+ low-poly 3D models to automatically download, import, and configure assets directly into Unity… | 2 stars | No one-command install · Source | |
| 958 | 32.223 | gmlove-zoom-recording-downloadermcp · other | Downloads Zoom meeting recordings in bulk with resume capability and automatic organization by meeting topic. | 2 stars | No one-command install · Source | |
| 959 | 32.223 | coopermayne-lifeloggermcp · other | Personal knowledge system that captures information entries, automatically generates flashcards, and schedules spaced repetition reviews using the… | 2 stars | No one-command install · Source | |
| 960 | 32.223 | naninovel-mcpmcp · other | A Unity C# plugin that enables AI assistants to write, edit, and test visual novel scripts via the Model Context Protocol, with tools for script CRUD… | 2 stars | No one-command install · Source | |
| 961 | 32.223 | xhs-image-mcpmcp · other | Converts text or markdown into Xiaohongshu (Little Red Book) style image cards with AI cover generation, supporting multiple themes and aspect ratios. | 2 stars | No one-command install · Source | |
| 962 | 32.223 | murugarajr-ohmmcp · other | AST-based Python refactoring and code quality analysis with safe automated refactorings and rollback | 2 stars | No one-command install · Source | |
| 963 | 32.223 | omarchy-mcpmcp · other | Enables AI assistants to manage Omarchy desktop themes, including listing, switching, previewing, installing, removing, and rotating backgrounds. | 2 stars | No one-command install · Source | |
| 964 | 32.223 | aiyuekuang-recodemcp · other | Integrates with the ReCode VS Code extension to provide access to code history and change tracking data, enabling analysis of coding patterns… | 2 stars | No one-command install · Source | |
| 965 | 32.223 | feedbkmcp · other | Create AI-moderated interviews and surveys with intelligent follow-up probing and shareable participant links. | 2 stars | No one-command install · Source | |
| 966 | 32.223 | researchmcp · other | UK property research tools - crime stats, schools, demographics, valuations for AI. | 2 stars | No one-command install · Source | |
| 967 | 32.223 | mcp-comfy-ui-buildermcp · other | Enables discovery of ComfyUI nodes and building/managing workflows with real-time execution via WebSocket. Provides 50+ tools for node discovery… | 2 stars | No one-command install · Source | |
| 968 | 32.223 | zcg-droid-climcp · other | Wraps Factory.ai's Droid CLI for AI-assisted coding tasks with configurable autonomy levels and safety controls. | 2 stars | No one-command install · Source | |
| 969 | 32.223 | r0gue-io-pop-climcp · other | All-in-one tool for Polkadot development enabling ink! smart contract creation, parachain development, pallet building, and cross-chain operations | 2 stars | No one-command install · Source | |
| 970 | 32.223 | kieled-rustdocmcp · other | Rust crate documentation from docs.rs and crates.io metadata. | 2 stars | No one-command install · Source | |
| 971 | 32.223 | mcp-iso8859-writermcp · other | Enables writing and editing files in ISO-8859-1 encoding, automatically converting UTF-8 content to ISO-8859-1 for legacy codebases. | 2 stars | No one-command install · Source | |
| 972 | 32.223 | scottmreed-chemcpmcp · other | Renders 2D molecular structures from SMILES using RDKit.js. | 2 stars | No one-command install · Source | |
| 973 | 32.223 | verbamcp · other | Translation management platform integration for i18n workflows. | 2 stars | No one-command install · Source | |
| 974 | 32.223 | roblox-studio-mcp-bridgemcp · other | Connects AI coding assistants to Roblox Studio, enabling direct manipulation of the DataModel through natural language commands with undo support. | 2 stars | No one-command install · Source | |
| 975 | 32.223 | fibaro-mcpmcp · other | Enables control of Fibaro Home Center devices, scenes, variables, and system administration through natural language. | 2 stars | No one-command install · Source | |
| 976 | 32.223 | mcp-data-sciencemcp · other | Provides 102 tools for end-to-end data science pipelines, enabling data loading, cleaning, visualization, modeling, and reporting via natural… | 2 stars | No one-command install · Source | |
| 977 | 32.223 | benguy1000-doc2mdmcp · other | Converts PDF, DOCX, and PPTX documents to clean Markdown text with support for batch conversion and automatic format detection. | 2 stars | No one-command install · Source | |
| 978 | 32.223 | ai-aviate-better-notionmcp · other | Operate Notion with a single Markdown document in one call. | 2 stars | No one-command install · Source | |
| 979 | 32.223 | danielrz-investbuddymcp · other | AI-powered stock predictions with 10-day forecasts and portfolio analysis | 2 stars | No one-command install · Source | |
| 980 | 32.223 | bajuzjefe-aikidomcp · other | Security analysis for Aiken smart contracts on Cardano with 75 vulnerability detectors. | 2 stars | No one-command install · Source | |
| 981 | 32.223 | sykemcp · other | AI code impact analysis with dependency graphs, cascade detection, and build gates for safe AI-assisted development. | 2 stars | No one-command install · Source | |
| 982 | 32.223 | pressomcp · other | Connect e-commerce and marketing data to AI assistants via MCP. | 2 stars | No one-command install · Source | |
| 983 | 32.223 | fia-signalsmcp · other | Crypto market intelligence with regime detection, funding rates, DeFi yields, and trading signals. | 2 stars | No one-command install · Source | |
| 984 | 32.223 | mcp-csumcp · other | Provides AI assistants direct access to 700+ statistical datasets about the Czech Republic, including population, economy, prices, wages, employment… | 2 stars | No one-command install · Source | |
| 985 | 32.223 | bluwork-kontramcp · other | Structured contrarian analysis tool that stress-tests decisions across four modes: counter, probe, redteam, and premortem. | 2 stars | No one-command install · Source | |
| 986 | 32.223 | perceptron-studios-ssh-hubmcp · other | SSH connection management with persistent pooling, file operations, command execution, and bidirectional directory sync. | 2 stars | No one-command install · Source | |
| 987 | 32.223 | llllxxlllll-excel-xlwingsmcp · other | Enables real-time Excel file editing through xlwings library with support for formulas, charts, pivot tables, formatting, VBA execution, and multiple… | 2 stars | No one-command install · Source | |
| 988 | 32.223 | tradexmcp · other | Enables trading Pokemon card perpetual futures on Solana with market analysis, price tracking, and USDC-denominated positions. | 2 stars | No one-command install · Source | |
| 989 | 32.223 | dpdanpittman-quintmcp · other | Wraps the Quint formal specification language CLI for type-checking, simulation, testing, exhaustive model checking via Apalache, and documentation… | 2 stars | No one-command install · Source | |
| 990 | 32.223 | vilin97-axle-lean-enginemcp · other | Wraps the AXLE (Axiom Lean Engine) CLI for Lean 4 proof checking, repair, simplification, counterexample finding, and code transformation. | 2 stars | No one-command install · Source | |
| 991 | 32.223 | sofia-open-source-lcov-coverage-analysismcp · other | Analyzes LCOV code coverage reports to identify untested code and generate targeted test suggestions. | 2 stars | No one-command install · Source | |
| 992 | 32.223 | wcag-text-mcpmcp · other | Validates text accessibility (contrast, spacing, language) against WCAG 2.1 criteria via modular MCP tools. | 2 stars | No one-command install · Source | |
| 993 | 32.223 | ako2345-android-security-analyzermcp · other | Static security analysis of Android application source code with 53 rules across manifest, Gradle, source, XML, and secret scanning. | 2 stars | No one-command install · Source | |
| 994 | 32.223 | realcrabcut-crabcutmcp · other | Turn YouTube videos into short-form clips with AI-powered highlight detection and vertical reframing. | 2 stars | No one-command install · Source | |
| 995 | 32.223 | vjcitn-bioc-tcgamcp · other | Conversational access to TCGA cancer genomics data through Bioconductor packages for research workflows | 2 stars | No one-command install · Source | |
| 996 | 32.223 | strudel-consolemcp · other | Enables music composition and playback using Strudel patterns in the terminal. Supports multi-track editing, effects, rendering to WAV, and… | 2 stars | No one-command install · Source | |
| 997 | 32.223 | pablixnieto2-etldmcp · other | Deterministic B2B data middleware for parsing CSV, EDI, bank statements, and financial documents. | 2 stars | No one-command install · Source | |
| 998 | 32.223 | anotherben-coding-standardsmcp · other | Makes coding standards queryable as a live data store, returning only task-relevant rules in token-efficient responses instead of loading full… | 2 stars | No one-command install · Source | |
| 999 | 32.223 | hovsteder-powersun-tronmcp · other | Tron blockchain tools for wallet management, TRX transfers, and smart contract interaction. | 2 stars | No one-command install · Source | |
| 1000 | 32.223 | sw-settlement-mcpmcp · other | Validates social welfare institution settlement documents (Excel) from the Hope-Peum system using 16 parsers and 21 validation rules, enabling… | 2 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.