Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 32.223 | giptilabs-stock-analysis-indiamcp · other | Provides real-time and historical Indian stock data. | 2 stars | No one-command install · Source | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 |
| 2801 | 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 |
| 2801 | 32.223 | jahzlariosa-wordpressmcp · other | WordPress content management with Yoast SEO support | 2 stars | No commit datelisted | No one-command install · Source |
| 2801 | 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 |
| 2801 | 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 |
| 2826 | 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 |
| 2827 | 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 |
| 2828 | 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 | |
| 2828 | 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 | |
| 2828 | 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 | |
| 2828 | 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 | |
| 2828 | 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 | |
| 2828 | 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 | |
| 2828 | 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 | |
| 2828 | 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 | |
| 2828 | 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 | |
| 2828 | 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 | |
| 2828 | 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 | |
| 2828 | 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 | |
| 2828 | 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 | |
| 2828 | 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 | |
| 2828 | 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 | |
| 2828 | 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 | |
| 2828 | 29.013 | web-perceptionmcp · other | Give your AI ears and eyes and perception | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | willheadlee-lglmcp · other | Manages donors, gifts, and reports in Little Green Light nonprofit CRM via MCP. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | capability-bridgemcp · other | Adds vision capabilities to text-only coding models via MCP, enabling image analysis, OCR, and visual reasoning without switching the main model. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | hkopenai-hk-creative-goods-trademcp · other | Provides access to Hong Kong's creative goods trade statistics from the Culture, Sports and Tourism Bureau, enabling analysis of domestic exports… | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | adrianmikula-jakarta-migrationmcp · other | Automates Java EE to Jakarta EE migrations with dependency analysis, namespace refactoring from javax.* to jakarta.* packages, and runtime… | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | vibe-finance-kitmcp · other | Provides read-only investment research and audit tools for validating ETF snapshots, comparing ETF structures, and auditing backtest reports, while… | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | rascal-3-chainanalyzermcp · other | Multi-chain AML risk scoring, sanctions screening, and transaction tracing across BTC, ETH, Polygon, Avalanche, and Solana. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | aitrailblazer-deltasignal-atlas-7mcp · other | Financial market intelligence with issuer risk, peer ranking, and alpha detection. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | model-council-mcpmcp · other | Routes questions to multiple AI models (local and cloud) and synthesizes their answers in individual, categorized, or deconflicted modes. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | scope-bid-scopemcp · otheralso listed as scope-mcp | Dispatches litigation work to legal vendors from any MCP-compatible AI workflow. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | dld-mcpmcp · other | Enables querying 1.6M+ Dubai Land Department sales transactions and 9.5M+ Ejari rental contracts with flexible filters by area, property type… | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | clockify-time-trackingmcp · other | Enables interacting with Clockify time-tracking data through natural language, providing tools to manage workspaces, projects, time entries, reports… | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | scholar-relaymcp · other | An AI-powered research assistant that enables students to discover papers, generate summaries, and build bibliographies with cross-device session… | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | credencemcp · otheralso listed as lakshmi-chakradhar-vijayarao-credence | Tracks uncertain values stated by the user and blocks model writes that embed unverified values until confirmed. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | letretro-mcpmcp · other | Enables AI coding tools to access LetRetro retrospectives, boards, cards, and team data through MCP. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | testmu-ai-test-manager-mcpmcp · other | Enables management of TestMu AI test projects, test cases, test runs, and integration with Jira, HyperExecute, and AI insights through natural… | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | larspohlmann-phpcsmcp · other | Integrates PHP_CodeSniffer and PHP Code Beautifier tools to analyze coding standard violations and automatically fix code style issues with flexible… | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | bierlingm-spikesmcp · other | Collect and manage user feedback through AI-accessible tools. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | modelportmcp · other | Turns any ML model into an MCP tool with auto-inferred schemas, input/output validation, and structured error handling. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | managebac-mcpmcp · other | 使AI代理能够通过学生账号读取ManageBac中的截止日期、成绩条目和GPA的MCP服务器。 | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | sellisd-cooking-unitsmcp · other | Convert cooking measurements for volume, weight, and temperature | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | dnehoda-source-google-secopsmcp · other | Security operations toolkit with 60 tools for Google SecOps, VirusTotal, and threat intelligence. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | htmlbookmcp · other | Publishes AI-generated HTML and Markdown to a hosted, shareable URL with versioning, theming, and access control. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | iqai-bamm-fraxtalmcp · other | Enables DeFi operations on Fraxtal blockchain by providing tools for managing BAMM positions, lending Fraxswap LP tokens, and borrowing against… | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | arcpro-mcpmcp · other | Enables natural language control of live ArcGIS Pro sessions through the Model Context Protocol, allowing inspection of projects, layers, and… | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | web-audit-mcpmcp · other | Enables auditing of websites for performance, SEO, accessibility, security, and mobile readiness, with tools to validate URLs, run page audits, save… | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | benzsevern-goldenflowmcp · other | Data transformation toolkit for standardizing, reshaping, and normalizing messy data. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | desty2k-akamaimcp · other | Read-only access to Akamai CDN properties, EdgeWorkers, DNS, and network lists. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | abranjan07-sap-btpmcp · other | Queries SAP Business Technology Platform service catalog, instances, destinations, and plan recommendations. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | daedalus-parigpmcp · other | Exposes the cypari2 number theory library for integer factorization, primality testing, polynomial operations, and elliptic curves. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | roblox-studio-mcpmcp · other | Connects AI assistants to Roblox Studio, enabling them to interact with instance hierarchy, edit Luau scripts, manage properties, and sync files over… | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | ykshah-financial-hubmcp · other | SEC EDGAR filings, XBRL financials, FRED economic data, and real-time market quotes. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | xjtlumedia-ai-hr-management-toolkitmcp · other | Twenty-four MCP tools for resume parsing, skill extraction, and applicant tracking system management. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | sagarkalra-tech-timezestmcp · other | Manage TimeZest appointments, pending requests, and ticket schedules for MSP workflows. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | edge-claw-mood-boostermcp · other | Delivers uplifting messages with USDC tipping and on-chain reputation feedback via the ERC-8004 protocol. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | unixlamadev-spec-lpxpoly-mcpmcp · other | Polymarket prediction market analysis via LightningProx. Find mispriced markets, analyze specific markets, get top markets by volume. Pay per request… | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | urjitbhatia-iterm2-controlmcp · other | Controls iTerm2 terminal sessions with 40 tools across session, window, tab, profile, and broadcast management with tiered permissions. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | shouldigomcp · other | Real-time surf conditions and forecasts for 5,000+ beaches worldwide. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | tollboothlabs-ai-tool-optimizermcp · other | Reduces MCP tool description token costs by 40-70% through pure text schema distillation. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | lordbasilaiassistant-sudo-base-wallet-toolkitmcp · other | Interact with Base chain wallets to check balances, estimate gas, inspect tokens, and resolve ENS names. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | edition-leadscleanmcp · other | Extracts structured B2B lead intelligence from company websites with buying signals, inferred needs, and personalized icebreaker lines. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | ahmadsl-chartpanemcp · other | Interactive Chart.js charts and dashboards for AI conversations. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | rjn32s-yolomcp · other | Zero-shot object detection and segmentation using Ultralytics YOLOE models. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | runespoor-engineering-testmomcp · other | Integrates with Testmo test management platform for creating test cases, managing test runs, analyzing results, and generating QA reports. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | kennymkchan-reamazemcp · other | Integrates with Reamaze customer support platform for managing conversations, contacts, response templates, and internal notes with cross-platform… | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | sales-intelligencemcp · other | Enables research on prospects, pull call transcripts, and enrich leads using Gong, ZoomInfo, Clay, and LinkedIn Sales Navigator through natural… | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | docx-editor-mcpmcp · other | Enables AI assistants to create, edit, and extract data from Microsoft Word documents programmatically, supporting document creation, content editing… | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | benmillerat-productboardmcp · other | Integrates with Productboard for feature management, customer feedback, OKR tracking, release planning, and organizational data access. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | harperreed-bbsmcp · other | Message board system with CLI and TUI interfaces enabling forum-style discussions with topics, threads, and messages | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | edgego-geolocationmcp · other | Provides user geolocation data from EdgeOne's edge functions in structured JSON format for location-aware responses | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | gh-samoradc-tetradmcp · other | Multi-model code validation using quadruple consensus from Codex, Gemini, and Qwen. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | linux-profilermcp · other | A comprehensive Linux system performance profiler with MCP remote invocation support, featuring advanced process profiling and flame graph generation. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | led-weather-local-mcpmcp · other | Enables local control of an LED weather display, allowing users to manage weather data and LED settings through natural language. | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | msenol-gorevmcp · other | Task management system with bilingual support for Turkish and English | 1 star · 1 fork | No one-command install · Source | |
| 2828 | 29.013 | llaa33219-kakaotalk-emoticonsmcp · other | Automates KakaoTalk emoticon creation with AI-powered generation and validation tools | 1 star · 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.