Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1101 | 22.557 | flight-finder-mcpmcp · search | Enables Claude to search and compare flights across multiple providers (Skyscanner, Google Flights, Kiwi.com) with smart caching, parallel queries… | 1 star | No one-command install · Source | |
| 1102 | 22.557 | mcpragmcp · search | Enables answering Formula 1 FAQ questions via vector search and web search using Bright Data. | 1 star | No one-command install · Source | |
| 1103 | 22.557 | hitendrapal3-youtube-playermcp · back-end | Integrates with YouTube Data API v3 to search for videos and play them in the browser, enabling music discovery and entertainment recommendations… | 1 star | No one-command install · Source | |
| 1104 | 22.557 | mcp-baostock-servermcp · back-end | 提供股票数据查询的MCP服务器，支持股票信息、K线历史、财务指标等市场数据获取。 | 1 star | No one-command install · Source | |
| 1105 | 22.557 | cory-memmcp · search | Provides persistent memory for AI assistants, enabling context retention across sessions through hybrid search and memory management tools. | 1 star | No one-command install · Source | |
| 1106 | 22.557 | justindal-apple-docsmcp · back-end | Fetches and formats Apple Developer Documentation directly from Apple's JSON APIs with tools for listing frameworks, retrieving documentation, and… | 1 star | No one-command install · Source | |
| 1107 | 22.557 | code-searchmcp · database | Enables semantic code search across indexed code folders using vector embeddings, with support for multiple embedding providers and automatic file… | 1 star | No one-command install · Source | |
| 1108 | 22.557 | teppichseite-secure-httpmcp · back-end | Secure HTTP request executor that enforces whitelist-based access control through configurable JavaScript middleware files, enabling safe delegation… | 1 star | No one-command install · Source | |
| 1109 | 22.557 | local-files-mcp-servermcp · back-end | Provides safe local file operations through MCP, including reading, writing, searching, organizing, and protected deletion with configurable path… | 1 star | No one-command install · Source | |
| 1110 | 22.557 | creating-your-first-mcp-servermcp · back-end | Enables to perform mathematical calculations, retrieve weather information, and manage files through a standardized MCP interface, showcasing best… | 1 star | No one-command install · Source | |
| 1111 | 22.557 | api-testing-mcpmcp · back-end | Enables HTTP API testing (GET, POST, PUT, DELETE) via the Model Context Protocol, powered by Playwright. | 1 star | No one-command install · Source | |
| 1112 | 22.557 | brownbrawh-gongmcp · other | Integrates with Gong's sales intelligence platform to analyze call recordings, retrieve transcripts with speaker identification, track conversation… | 1 star | No one-command install · Source | |
| 1113 | 22.557 | tmdb-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that allows LLMs to search for movies and TV shows using the The Movie Database (TMDB) API. | 1 star | No one-command install · Source | |
| 1114 | 22.557 | mcp-data-analystmcp · database | Enables natural language querying of SQL databases using AI, supporting multiple database types and automatic schema discovery. | 1 star | No one-command install · Source | |
| 1115 | 22.557 | python-runnermcp · other | Execute Python code via subprocess with timeout and error handling, returning stdout, stderr, and exit code. | 1 star | No one-command install · Source | |
| 1116 | 22.557 | context-mapper-mcpmcp · front-end | An MCP server for managing Domain-Driven Design models using Context Mapper's CML, with tools to create, update, and visualize bounded contexts… | 1 star | No one-command install · Source | |
| 1117 | 22.557 | mistral-mcp-servermcp · back-end | Enables AI assistants to interact with the full Mistral AI API, including chat completion, embeddings, fine-tuning, OCR, audio transcription, and… | 1 star | No one-command install · Source | |
| 1118 | 22.557 | m365-roadmap-mcp-servermcp · ai-agents | A Python-based MCP server that enables AI agents to query the Microsoft 365 Roadmap programmatically. | 1 star | No one-command install · Source | |
| 1119 | 22.557 | jonnybottles-m365-roadmapmcp · other | Query the Microsoft 365 Roadmap programmatically, filtering by product, status, cloud instance, release phase, and platform. | 1 star | No one-command install · Source | |
| 1120 | 22.557 | osm-mcp-analytics-servermcp · back-end | Provides advanced geospatial analytics for OpenStreetMap, including neighborhood livability scoring and commute analysis, beyond simple geocoding. | 1 star | No one-command install · Source | |
| 1121 | 22.557 | mcp-github-dashboardmcp · github-vcs | A comprehensive GitHub project dashboard for MCP that monitors multiple repositories, pull requests, issues, deployments, and health status through AI… | 1 star | No one-command install · Source | |
| 1122 | 22.557 | devin95835-google-workspacemcp · back-end | Integrates with Google Workspace APIs for email management, calendar operations, spreadsheet manipulation, document editing, and file sharing | 1 star | No one-command install · Source | |
| 1123 | 22.557 | gowtham3105-wiz-smart-lightsmcp · other | Controls Wiz smart light bulbs directly via UDP protocol on port 38899, enabling RGB color changes, brightness control, and access to 33+ predefined… | 1 star | No one-command install · Source | |
| 1124 | 22.557 | clawsfund-mcpmcp · search | Enables AI assistants to search campaigns, view agent profiles, and build funding transactions on the Clawsfund Solana crowdfunding platform. | 1 star | No one-command install · Source | |
| 1125 | 22.557 | r331-agent-orchestratormcp · ai-agents | Multi-strategy orchestration system providing four distinct coordination models for autonomous agent teams through separate MCP servers. | 1 star | No one-command install · Source | |
| 1126 | 22.557 | appstore-screenshot-mcpmcp · browser | Automates App Store screenshot capture from iOS Simulator, optimized for 2026 requirements with iPhone 6.9" and iPad 13" buckets. | 1 star | No one-command install · Source | |
| 1127 | 22.557 | zengliwei-php-pdo-databasemcp · back-end | PHP-based MCP server for Windows database operations through PDO. | 1 star | No one-command install · Source | |
| 1128 | 22.557 | buildez-mcp-servermcp · back-end | Enables AI assistants to build complete, live websites from natural language descriptions by connecting to Buildez.ai. | 1 star | No one-command install · Source | |
| 1129 | 22.557 | buildezmcp · front-end | Automates complete website creation and deployment by taking a business name and description as input, then using AI to select plugins, generate web… | 1 star | No one-command install · Source | |
| 1130 | 22.557 | wspringer-math-svgmcp · back-end | Converts LaTeX math expressions to crisp, scalable SVG images using MathJax with support for multiple math fonts. | 1 star | No one-command install · Source | |
| 1131 | 22.557 | math-svg-mcpmcp · back-end | Converts LaTeX math expressions to SVG. Enables AI assistants to render mathematical formulas as scalable vector graphics. | 1 star | No one-command install · Source | |
| 1132 | 22.557 | kodim-mcp-cloudflare-dnsmcp · back-end | MCP server for managing and analyzing Cloudflare DNS — zones, records, analytics, and DNSSEC. | 1 star | No one-command install · Source | |
| 1133 | 22.557 | prior-authorization-system-mcp-servermcp · back-end | End-to-end Prior Authorization decision-support system with a multi-agent AI pipeline, MCP Tool Registry, and PostgreSQL backend. | 1 star | No one-command install · Source | |
| 1134 | 22.557 | skill7mcp · front-end | Provides 634+ curated production-ready AI skills for any MCP-compatible client, covering areas like security, frontend, backend, infrastructure… | 1 star | No one-command install · Source | |
| 1135 | 22.557 | zutrix-mcp-servermcp · back-end | Connect your AI tools to Zutrix SEO data, enabling access to projects, keywords, competitors, backlinks, and more. | 1 star | No one-command install · Source | |
| 1136 | 22.557 | zutrixmcp · observability | SEO platform integration for rank tracking, keyword research, competitor analysis, backlink monitoring, and site audits. | 1 star | No one-command install · Source | |
| 1137 | 22.557 | pingera-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for the Pingera monitoring service, providing seamless integration between AI models and monitoring data. | 1 star | No one-command install · Source | |
| 1138 | 22.557 | gcalendar-mcpmcp · back-end | A Model Context Protocol server that enables Claude to fully manage Google Calendar, including events, calendars, sharing, and availability checks… | 1 star | No one-command install · Source | |
| 1139 | 22.557 | factruesolin-image-edit-rmcpmcp · back-end | Rust-based image editing server integrating with ModelScope APIs for cropping, rotation, OCR, object detection, and image generation. | 1 star | No one-command install · Source | |
| 1140 | 22.557 | cloud-architectmcp · devops | Provides cloud architecture analysis, recommendations, and artifacts (diagrams, ADRs, deployment comparisons) for any project, supporting AWS, GCP… | 1 star | No one-command install · Source | |
| 1141 | 22.557 | cawb07-ue5-blueprintmcp · other | Bridges Unreal Engine 5 Blueprint visual scripting with natural language for programmatic creation and manipulation of Blueprints, widgets, and input… | 1 star | No one-command install · Source | |
| 1142 | 22.557 | zlotus-a-share-valuemcp · back-end | Chinese A-share stock market analysis with BaoStock and AKShare APIs for long-term investing and low-frequency trading strategies. | 1 star | No one-command install · Source | |
| 1143 | 22.557 | suncreation-mcp-google-docsmcp · back-end | MCP server for Google Docs, Sheets & Drive with full formatting support. | 1 star | No one-command install · Source | |
| 1144 | 22.557 | n8n-workflow-generator-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that generates production-ready n8n workflows from natural language prompts. Transform simple descriptions into… | 1 star | No one-command install · Source | |
| 1145 | 22.557 | tommytang2414-n8nmcp · observability | Integrates with n8n workflow automation platform for secure workflow management, execution control, and health monitoring with enterprise security… | 1 star | No one-command install · Source | |
| 1146 | 22.557 | datapacket-mcp-servermcp · back-end | An MCP server that provides access to the DataPacket GraphQL API, enabling LLMs and MCP clients to manage dedicated servers, view invoices, provision… | 1 star | No one-command install · Source | |
| 1147 | 22.557 | avinashsingh-sdlc-trackermcp · database | Provides complete Software Development Lifecycle management with SQLite-based tracking for epics, user stories, tasks, bugs, and test cases with… | 1 star | No one-command install · Source | |
| 1148 | 22.557 | openclaw-mcp-servermcp · back-end | Exposes your OpenClaw assistant to Claude Desktop via Streamable HTTP transport, enabling interaction between the two AI systems. | 1 star | No one-command install · Source | |
| 1149 | 22.557 | intra-pay-mcp-servermcp · back-end | Enables Pix payment operations (cash-in/cash-out) and webhook management for Intra Pay via natural language, supporting multi-tenant authentication. | 1 star | No one-command install · Source | |
| 1150 | 22.557 | kenpom-mcpmcp · observability | Provides access to KenPom basketball analytics through MCP tools. Enables querying ratings, efficiency, player stats, and more using natural language. | 1 star | No one-command install · Source | |
| 1151 | 22.557 | tambo-docsmcp · search | Provides access to Tambo documentation through web scraping and search capabilities, enabling quick reference lookups and contextual help during… | 1 star | No one-command install · Source | |
| 1152 | 22.557 | mcpalmcp · back-end | A lightweight MCP server that enables sending native desktop notifications with action buttons and text replies, compatible with any MCP client. | 1 star | No one-command install · Source | |
| 1153 | 22.557 | geospatial-tools-mcp-servermcp · back-end | Provides 15 geospatial utility tools for AI agents, covering coordinate transformation, spatial data validation, elevation/terrain, viewshed analysis… | 1 star | No one-command install · Source | |
| 1154 | 22.557 | mcp-blender-servermcp · ai-agents | A Python-based MCP server for integrating Blender and 3D modeling capabilities with OpenClaw AI agents. | 1 star | No one-command install · Source | |
| 1155 | 22.557 | whatsnew-mcpservermcp · devops | Fetches AWS What's New announcements by month, allowing users to query announcements for a specific year/month via MCP tools. | 1 star | No one-command install · Source | |
| 1156 | 22.557 | velociraptor-forensic-mcp-servermcp · back-end | This MCP server connects Claude Desktop to a Velociraptor instance and local forensic tools. It enables remote endpoint investigation and local… | 1 star | No one-command install · Source | |
| 1157 | 22.557 | semantica-search-mcpmcp · search | Semantic code search for Claude Code, enabling natural language codebase indexing and search using AI embeddings. | 1 star | No one-command install · Source | |
| 1158 | 22.557 | claude-meet-mcpmcp · ai-agents | AI-powered scheduling assistant that checks calendars, finds mutual availability, and books meetings via natural language commands. | 1 star | No one-command install · Source | |
| 1159 | 22.557 | buttondown-mcp-servermcp · back-end | Enables interaction with the Buttondown newsletter API for managing emails, subscribers, and tags. | 1 star | No one-command install · Source | |
| 1160 | 22.557 | swagger-api-mcp-servermcp · back-end | Parses Swagger 2.0 and OpenAPI 3.x specifications, exposing API endpoints, schemas, and authentication through MCP tools with local caching to reduce… | 1 star | No one-command install · Source | |
| 1161 | 22.557 | azure-finops-elitemcp · back-end | Production-grade MCP server for enterprise Azure cost optimization, enabling spend anomaly detection, multi-tenant auditing, budget validation, and… | 1 star | No one-command install · Source | |
| 1162 | 22.557 | sechan9999-us-government-datamcp · back-end | Access US government public data APIs including Census Bureau, SEC EDGAR, FDA, Bureau of Labor Statistics, and EPA air quality. | 1 star | No one-command install · Source | |
| 1163 | 22.557 | counterparty-mcp-servermcp · back-end | Enables AI agents to interact with the Counterparty protocol on Bitcoin, allowing queries of balances, assets, orders, and dispensers, as well as… | 1 star | No one-command install · Source | |
| 1164 | 22.557 | counterpartymcp · other | Token protocol on Bitcoin - query, compose, sign. | 1 star | No one-command install · Source | |
| 1165 | 22.557 | mcp-python-replmcp · ai-agents | A production-grade MCP server providing a persistent Python REPL with multi-session support, sandboxing, and timeout protection, enabling LLM agents… | 1 star | No one-command install · Source | |
| 1166 | 22.557 | gatewaystack-chatgpt-startermcp · auth | OAuth-protected gateway that provides secure tool execution with JWT-based authentication and authorization, integrating with providers like Auth0… | 1 star | No one-command install · Source | |
| 1167 | 22.557 | reposit-bot-reposit-mcpmcp · search | Enables AI agents to search, share, and vote on community knowledge solutions via the Reposit platform. | 1 star | No one-command install · Source | |
| 1168 | 22.557 | suricatamcp-servermcp · ai-agents | Turn Claude Desktop into a network security analyst. A comprehensive MCP server that connects Claude Desktop to Suricata IDS/IPS for PCAP analysis… | 1 star | No one-command install · Source | |
| 1169 | 22.557 | model-context-protocol-templatemcp · ai-agents | A production-ready MCP server template that connects LLMs and AI agents to external data, tools, and services with built-in OAuth 2.1 authentication… | 1 star | No one-command install · Source | |
| 1170 | 22.557 | mcpbootmcp · ai-agents | Generates and serves an MCP server from a natural language prompt, without requiring SDK knowledge or boilerplate code. | 1 star | No one-command install · Source | |
| 1171 | 22.557 | chromecpmcp · browser | A standalone MCP server for Chrome automation with multi-session support, enabling browser control and page interaction through MCP clients. | 1 star | No one-command install · Source | |
| 1172 | 22.557 | pycopilotmcp · back-end | An MCP server that provides a simple addition tool for calculating the sum of two numbers. | 1 star | No one-command install · Source | |
| 1173 | 22.557 | vnc-mcp-servermcp · back-end | Empowers AI agents to see, reason, and control computers via VNC, providing advanced vision features like OCR and image search, human-like input… | 1 star | No one-command install · Source | |
| 1174 | 22.557 | lordmendes-lgpdmcp · other | Brazilian LGPD data protection compliance tools for legal bases, consent, and privacy impact assessments. | 1 star | No one-command install · Source | |
| 1175 | 22.557 | lgpd-mcpmcp · other | Assists organizations and developers with LGPD compliance by providing tools for legal basis validation, consent management, document templates, and… | 1 star | No one-command install · Source | |
| 1176 | 22.557 | tailwindcss-mcp-servermcp · front-end | A comprehensive MCP server providing TailwindCSS utilities, documentation, conversion tools, and template generation to assist AI in TailwindCSS… | 1 star | No one-command install · Source | |
| 1177 | 22.557 | mcp-ai-research-assistantmcp · back-end | An offline MCP server that enables research tasks such as summarizing text, extracting key points, and saving/retrieving notes via a CLI client and… | 1 star | No one-command install · Source | |
| 1178 | 22.557 | databricks-sql-mcpmcp · database | Enables AI assistants to execute SQL queries and explore databases, tables, and catalogs on Databricks using Unity Catalog. | 1 star | No one-command install · Source | |
| 1179 | 22.557 | benguy1000-databricks-sqlmcp · database | Databricks Unity Catalog SQL query execution and schema exploration. | 1 star | No one-command install · Source | |
| 1180 | 22.557 | mcp-tool-factorymcp · back-end | Generates production-ready MCP servers from natural language, OpenAPI specs, database schemas, GraphQL schemas, or ontologies. | 1 star | No one-command install · Source | |
| 1181 | 22.557 | heshamfs-mcp-tool-factorymcp · back-end | Generates production-ready MCP servers from natural language descriptions, OpenAPI specifications, or database schemas. | 1 star | No one-command install · Source | |
| 1182 | 22.557 | xjthy001-iterm2-agentmcp · back-end | Integrates with iTerm2 terminal on macOS to execute shell commands, read terminal output, manage sessions and tabs, send keystrokes, and monitor… | 1 star | No one-command install · Source | |
| 1183 | 22.557 | iterm2-agentmcp · ai-agents | MCP server for controlling iTerm2 terminal sessions, enabling screen reading, command execution, keystroke sending, and session management through… | 1 star | No one-command install · Source | |
| 1184 | 22.557 | impact-previewmcp · ai-agents | MCP server that provides impact preview and approval workflow for AI agent actions, allowing users to see diffs and risk assessments before any… | 1 star | No one-command install · Source | |
| 1185 | 22.557 | agent-polis-impact-previewmcp · ai-agents | Simulate and preview the impact of proposed policy changes on affected populations. | 1 star | No one-command install · Source | |
| 1186 | 22.557 | envector-mcp-servermcp · search | Enables AI applications to perform homomorphic encryption-based vector search via enVector, allowing secure data retrieval in private networks. | 1 star | No one-command install · Source | |
| 1187 | 22.557 | corvusmcp · observability | Solana DeFi Intelligence MCP server enabling natural language queries for wallet analytics, DeFi positions, protocol metrics, and token prices. | 1 star | No one-command install · Source | |
| 1188 | 22.557 | expense-trackermcp · observability | Enables natural language expense logging, parsing amounts, currencies, and dates, and storing entries in an Excel file. | 1 star | No one-command install · Source | |
| 1189 | 22.557 | andreajrubino-expense-trackermcp · other | Parses natural language expense descriptions to extract amounts, currencies, and dates, storing transactions in a local Excel file. | 1 star | No one-command install · Source | |
| 1190 | 22.557 | mcp-server-templatemcp · front-end | Template repository for building a WebAssembly component MCP server using wasmCloud. | 1 star | No one-command install · Source | |
| 1191 | 22.557 | jordan112-skinny-jeansmcp · other | Optimizes token usage when reading files by compressing JSON, markdown, and code using TOON encoding, with tools for file reading, token estimation… | 1 star | No one-command install · Source | |
| 1192 | 22.557 | exarpmcp · back-end | MCP server for project management automation, providing tools for project health, documentation, task management, security scanning, and CI/CD… | 1 star | No one-command install · Source | |
| 1193 | 22.557 | tts-mcpmcp · back-end | Profile-driven MCP server for Google Cloud Text-to-Speech that exposes tools to synthesize text to speech, run diagnostics, and stop playback, with… | 1 star | No one-command install · Source | |
| 1194 | 22.557 | kasathur-energyatitmcp · devops | Connect AI agents to energy infrastructure. | 1 star | No one-command install · Source | |
| 1195 | 22.557 | energyatit-mcp-servermcp · back-end | Connects AI agents to energy infrastructure with 30+ tools for managing sites, assets, dispatch, settlements, compliance, and carbon tracking. | 1 star | No one-command install · Source | |
| 1196 | 22.557 | node2flow-google-docs-mcpmcp · back-end | MCP server for Google Docs — create, read, edit, format, and manage documents through 26 tools via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 1197 | 22.557 | node2flow-google-sheets-mcpmcp · back-end | MCP server for managing Google Sheets via 23 tools, enabling read/write, formatting, sheet management, and data operations through natural language. | 1 star | No one-command install · Source | |
| 1198 | 22.557 | lilith-gmailmcp · comms | Enables semantic search, retrieval, and summarization of Gmail emails with privacy-aware classification and PII sanitization. | 1 star | No one-command install · Source | |
| 1199 | 22.557 | agent-lilith-gmailmcp · database | Privacy-aware Gmail integration that syncs to PostgreSQL with PII sanitization, semantic search, and configurable redaction levels. | 1 star | No one-command install · Source | |
| 1200 | 22.557 | claude-telegram-alertsmcp · comms | Sends Telegram alerts for Claude Code status updates, including notifications for task completion, user requests, and custom status updates with… | 1 star | 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.