Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1001 | 22.557 | interactive-mcp-popupmcp · back-end | An MCP server that enables interactive Qt popups and continuous conversation within IDEs, facilitating user feedback and multi-turn dialogues. | 1 star | No one-command install · Source | |
| 1002 | 22.557 | gautamrajur-infra-archaeologymcp · devops | Tracks AWS resource ownership and creation history by searching CloudTrail logs to identify who created EC2 instances, RDS databases, and S3 buckets… | 1 star | No one-command install · Source | |
| 1003 | 22.557 | yujaeyun-learnlogmcp · observability | Logs learning prompts to help users develop metacognitive awareness of their knowledge gaps and learning patterns | 1 star | No one-command install · Source | |
| 1004 | 22.557 | hop-mcpmcp · github-vcs | Manages parallel Git worktrees, enabling work on multiple branches simultaneously without stashing or context switching. | 1 star | No one-command install · Source | |
| 1005 | 22.557 | graphrag-mcp-servermcp · search | Enables graph-powered semantic search over the Grand Débat National dataset, providing fast, transparent answers with provenance tracing back to… | 1 star | No one-command install · Source | |
| 1006 | 22.557 | sipp-mcp-servermcp · back-end | Enables interaction with SIPp, a SIP protocol testing tool, allowing users to run SIPp scenarios, create custom XML scenarios, retrieve statistics… | 1 star | No one-command install · Source | |
| 1007 | 22.557 | mcp-powered-agentic-ragmcp · search | An agentic Retrieval-Augmented Generation (RAG) system that combines a small curated machine learning knowledge base with real-time web search… | 1 star | No one-command install · Source | |
| 1008 | 22.557 | ffeldhaus-angular-i18nmcp · other | Automates Angular i18n translation workflows by extracting strings from templates, managing XLIFF translation units with pagination, and updating… | 1 star | No one-command install · Source | |
| 1009 | 22.557 | angular-i18n-mcpmcp · other | Manages Angular internationalization (i18n) by extracting, listing, and updating translation strings in XLIFF format through MCP tools. | 1 star | No one-command install · Source | |
| 1010 | 22.557 | mnehmos-open5e-mcpmcp · database | Query D&D 5e game data from 22+ source books and contribute to the open-source database with validation, diffing, and PR generation tools. | 1 star | No one-command install · Source | |
| 1011 | 22.557 | sentio-mcp-servermcp · back-end | This MCP server integrates with Sentio's API services to provide web, data, price, processor, and alerts tools, enabling users to manage and query… | 1 star | No one-command install · Source | |
| 1012 | 22.557 | smart-colab-mcp-bridgemcp · ai-agents | Connects Claude Desktop to a Google Colab runtime via ngrok for remote Python execution, enabling GPU/CPU code execution with smart timeouts and file… | 1 star | No one-command install · Source | |
| 1013 | 22.557 | postidentity-mcp-servermcp · back-end | Official MCP server for PostIdentity - Generate AI-powered social media posts, threads, and replies from any MCP-compatible AI assistant with identity… | 1 star | No one-command install · Source | |
| 1014 | 22.557 | db-talkmcp · database | Enables natural language interaction with SQLite databases using LangChain and FastMCP, allowing users to query, insert, update, and delete data via… | 1 star | No one-command install · Source | |
| 1015 | 22.557 | abhinab-handique-sqlite-dbmcp · database | Provides secure SQLite database interaction with schema inspection and query execution capabilities for data analysis, content management, and… | 1 star | No one-command install · Source | |
| 1016 | 22.557 | tool-discomcp · back-end | A tool discovery MCP server that integrates with Azure DevOps wikis and code-graph-rag to match natural language goals to tools, enabling tool… | 1 star | No one-command install · Source | |
| 1017 | 22.557 | nxavis-agent-browser-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides browser automation capabilities through Vercel's agent-browser, enabling LLMs to interact with web… | 1 star | No one-command install · Source | |
| 1018 | 22.557 | danielramosacosta-nixos-searchmcp · back-end | Integrates with NixOS search API to find configuration options and packages with detailed metadata including types, defaults, descriptions, versions… | 1 star | No one-command install · Source | |
| 1019 | 22.557 | madwiki-codex-persistentmcp · ai-agents | Proxy interface to OpenAI's Codex CLI with persistent session management, enabling conversational context preservation across multiple interactions… | 1 star | No one-command install · Source | |
| 1020 | 22.557 | mcp-outlookmcp · comms | Enables AI assistants to manage Microsoft Outlook emails, calendar events, contacts, and folders via COM automation. | 1 star | No one-command install · Source | |
| 1021 | 22.557 | freshsk-teamsmcp · auth | Integrates with Microsoft Teams through Azure MSAL authentication to enable chat management, message sending, channel operations, and team creation. | 1 star | No one-command install · Source | |
| 1022 | 22.557 | jorben-unified-toolsmcp · back-end | Unified server with pluggable architecture that consolidates calculator, echo, and time conversion tools into a single endpoint with automatic… | 1 star | No one-command install · Source | |
| 1023 | 22.557 | mriiot-sysml-xmi-parsermcp · search | Parses SysML XMI exports to enable querying of model structures, class relationships, inheritance hierarchies, and documentation through searchable… | 1 star | No one-command install · Source | |
| 1024 | 22.557 | vertical-search-mcpmcp · back-end | A scalable MCP server for searching multiple platforms (WeChat, Zhihu, Google) with async API, content fetching, compression, and real URL resolution. | 1 star | No one-command install · Source | |
| 1025 | 22.557 | wjj9868-e2e-playwrightmcp · browser | Automates Playwright test generation and execution for web applications, providing project initialization, intelligent test script creation, and… | 1 star | No one-command install · Source | |
| 1026 | 22.557 | majid9287-pdfgenstudiomcp · front-end | Integrates with PDF Gen Studio API to generate PDFs and images from templates, JSON documents, HTML/CSS content, and webpage screenshots. | 1 star | No one-command install · Source | |
| 1027 | 22.557 | volksrat71-google-workspacemcp · back-end | Integrates with Google Workspace APIs for Sheets and Slides operations. | 1 star | No one-command install · Source | |
| 1028 | 22.557 | machinamcp · ai-agents | AI's home on your Mac: gives AI agents remote access to iMessage, Notes, Reminders, Contacts, and more via MCP. | 1 star | No one-command install · Source | |
| 1029 | 22.557 | stevenvo-slackmcp · comms | Read Slack conversations, threads, user info, and search messages | 1 star | No one-command install · Source | |
| 1030 | 22.557 | speakup-mcp-servermcp · ai-agents | An MCP server that gives Claude Code text-to-speech capabilities with support for multiple simultaneous instances, message queuing, and a web UI for… | 1 star | No one-command install · Source | |
| 1031 | 22.557 | ptmorris05-scalenemcp · ai-agents | Provides structured access to Scalene's CPU, GPU, and memory profiling capabilities for Python scripts and code snippets. | 1 star | No one-command install · Source | |
| 1032 | 22.557 | wh131462-boundarymcp · other | Structures complex decisions into analytical frameworks by exposing variables, constraints, trade-offs, and cognitive biases. | 1 star | No one-command install · Source | |
| 1033 | 22.557 | shashwatgtm-impact-v2mcp · other | Hypothesis-driven B2B positioning engine with strategic tools for identifying buyer champions, mapping competitive alternatives, and crafting… | 1 star | No one-command install · Source | |
| 1034 | 22.557 | impact-mcpmcp · other | A hypothesis-driven B2B positioning engine with 8 tools for strategic positioning, competitive analysis, and go-to-market messaging. | 1 star | No one-command install · Source | |
| 1035 | 22.557 | gh-shashwatgtm-revenue-enablementmcp · other | Deal strategy and sales enablement with 12 revenue acceleration tools. | 1 star | No one-command install · Source | |
| 1036 | 22.557 | wh131462-dependency-doctormcp · back-end | Diagnoses and fixes Node.js dependency conflicts across npm, pnpm, and yarn with automated resolution suggestions and direct package file… | 1 star | No one-command install · Source | |
| 1037 | 22.557 | gemini-mcp-ultimatemcp · ai-agents | Enables Claude to offload large codebase analysis to Google Gemini with 1M+ token context windows, persistent sessions, and dramatic token savings. | 1 star | No one-command install · Source | |
| 1038 | 22.557 | lodamcp · back-end | Integrates with the LODA Language API to provide sequence search, LODA program compilation and evaluation, and submission capabilities for… | 1 star | No one-command install · Source | |
| 1039 | 22.557 | skillhub-mcpmcp · ai-agents | Bridges Claude-style skills to MCP tools, enabling any MCP client to call the same skills for cross-client reuse and flexible packaging. | 1 star | No one-command install · Source | |
| 1040 | 22.557 | 214140846-skillhubmcp · ai-agents | Converts Claude-style skills into MCP tools for cross-client reuse. | 1 star | No one-command install · Source | |
| 1041 | 22.557 | gh-drivenrajat-f1mcp · observability | Access Formula 1 race data, telemetry, lap times, standings, and analytics via FastF1. | 1 star | No one-command install · Source | |
| 1042 | 22.557 | lifeos-mcp-servermcp · back-end | An MCP server for managing LifeOS Obsidian vaults, enabling AI assistants to create, read, and search notes with YAML compliance and organizational… | 1 star | No one-command install · Source | |
| 1043 | 22.557 | restaurant-backend-mcp-servermcp · back-end | Enables interaction with a restaurant FastAPI backend for menu management, order processing, customer management, and analytics through natural… | 1 star | No one-command install · Source | |
| 1044 | 22.557 | hidratespark-mcp-servermcp · back-end | Enables tracking hydration, analyzing water intake patterns, and managing HidrateSpark smart water bottle data through Claude Desktop. | 1 star | No one-command install · Source | |
| 1045 | 22.557 | tubist-mcp-servermcp · back-end | Enables AI assistants to control the Tubist macOS menu bar player to play YouTube videos using natural language commands, allowing uninterrupted… | 1 star | No one-command install · Source | |
| 1046 | 22.557 | gmail-mcp-servermcp · comms | A high-performance MCP server that enables AI assistants to interact with Gmail securely via OAuth 2.0, supporting smart email retrieval and… | 1 star | No one-command install · Source | |
| 1047 | 22.557 | mcp-mirage-brand-extractmcp · front-end | Extracts brand identity (colors, typography, spacing) from any website and generates HTML/CSS replicas or applies branding to templates. | 1 star | No one-command install · Source | |
| 1048 | 22.557 | notion-slimmcp · back-end | A token-optimized MCP server for Notion that reduces context window usage by 73% while preserving full functionality, enabling AI assistants to… | 1 star | No one-command install · Source | |
| 1049 | 22.557 | chrome-devtools-slimmcp · back-end | A token-optimized MCP server that groups Chrome Devtools tools into 8 semantic operations, reducing context window tokens by 69.5% while preserving… | 1 star | No one-command install · Source | |
| 1050 | 22.557 | sequential-thinking-slimmcp · back-end | A token-optimized MCP server that reduces context window usage by 55% while preserving all functionality of the original Sequential Thinking server. | 1 star | No one-command install · Source | |
| 1051 | 22.557 | rlm-mcp-servermcp · back-end | Provides recursive language model capabilities to AI assistants, enabling efficient exploration of large contexts through iterative Python code… | 1 star | No one-command install · Source | |
| 1052 | 22.557 | mcp-ltmmcp · database | Provides persistent long-term memory for AI assistants with tag-based retrieval, wiki-style linking, and source references, storing memories as… | 1 star | No one-command install · Source | |
| 1053 | 22.557 | uisp-api-mcp-servermcp · back-end | Enables interaction with Ubiquiti UISP API for managing network devices, sites, and monitoring through dynamically generated read-only tools. | 1 star | No one-command install · Source | |
| 1054 | 22.557 | calibre-librarian-mcp-servermcp · back-end | Surfaces your Calibre e-book catalog to Claude via the Model Context Protocol, enabling search, metadata management, and library maintenance through… | 1 star | No one-command install · Source | |
| 1055 | 22.557 | renoise-mcpmcp · ai-agents | MCP server for controlling Renoise via OSC. Lets Claude compose music by writing patterns, triggering notes, and controlling playback. | 1 star | No one-command install · Source | |
| 1056 | 22.557 | office-word-mcpmcp · back-end | A Model Context Protocol server for enterprise-grade document automation, enabling AI assistants to create, read, manipulate, and analyze Microsoft… | 1 star | No one-command install · Source | |
| 1057 | 22.557 | gongrzhe-office-wordmcp · other | Integrates with Microsoft Word documents to create, read, manipulate content including headings, paragraphs, tables, images, apply rich formatting… | 1 star | No one-command install · Source | |
| 1058 | 22.557 | azure-devops-mcp-server-2mcp · back-end | A read-only MCP server connecting AI assistants to Azure DevOps Server (on-premises) for browsing projects, repos, builds, work items, releases… | 1 star | No one-command install · Source | |
| 1059 | 22.557 | mcp-server-splunkmcp · search | Enables AI assistants to search, manage, and analyze data in Splunk instances through the Model Context Protocol. Supports SPL queries, index… | 1 star | No one-command install · Source | |
| 1060 | 22.557 | toolcallmcp · back-end | Enables creating MCP (Model Context Protocol) servers with zero boilerplate, full TypeScript support, and multiple transports (stdio and HTTP). | 1 star | No one-command install · Source | |
| 1061 | 22.557 | skill-hub-mcp-servermcp · back-end | Enables AI assistants to discover, search, and install Claude Code Skills from SkillHub, with tools for semantic search, browsing, recommendations… | 1 star | No one-command install · Source | |
| 1062 | 22.557 | material-web-mcpmcp · front-end | Provides programmatic access to Material Web documentation and components for AI agents, enabling documentation search, template generation, and HTML… | 1 star | No one-command install · Source | |
| 1063 | 22.557 | ampersand-mcp-docs-servermcp · back-end | Access Ampersand's documentation through MCP; this repo is deprecated, use the hosted server at https://docs.withampersand.com/mcp. | 1 star | No one-command install · Source | |
| 1064 | 22.557 | third-eye-mcpmcp · back-end | A free, unlimited screen capture and recording MCP server for Python. Captures screenshots and records screen activity with no daily limits. | 1 star | No one-command install · Source | |
| 1065 | 22.557 | infra-ops-mcpmcp · devops | A comprehensive MCP server for infrastructure operations with 92 tools across 13 categories, covering system monitoring, networking, containers… | 1 star | No one-command install · Source | |
| 1066 | 22.557 | agent-factory-mcpmcp · ai-agents | A universal MCP server that automatically discovers and registers CLI tools as AI-powered agents with persona configuration, enabling any CLI tool to… | 1 star | No one-command install · Source | |
| 1067 | 22.557 | z3-smt-mcp-servermcp · back-end | Enables constraint solving, logical reasoning, and satisfiability checking using the Z3 theorem prover via natural language. | 1 star | No one-command install · Source | |
| 1068 | 22.557 | fol-prover-mcp-servermcp · back-end | An MCP server for first-order logic theorem proving supporting multiple provers like Vampire, E, and Prover9, with built-in simple prover, session… | 1 star | No one-command install · Source | |
| 1069 | 22.557 | egoughnour-massive-contextmcp · other | Handles massive token contexts with intelligent chunking, sub-queries, and local Ollama inference. | 1 star | No one-command install · Source | |
| 1070 | 22.557 | mcp-svg-animatormcp · front-end | Enables creating and iterating on animated SVG diagrams from text input, photos of sketches, and YAML specifications, with support for shapes… | 1 star | No one-command install · Source | |
| 1071 | 22.557 | robdel12-doc-fetchermcp · other | Fetches documentation from local Dash docsets or any URL and converts it to clean markdown for quick lookups and reference. | 1 star | No one-command install · Source | |
| 1072 | 22.557 | kaewz-manga-n8n-monitoringmcp · observability | Monitors n8n workflow automation health by analyzing execution history, tracking KPIs like success rates and timing data, and providing detailed error… | 1 star | No one-command install · Source | |
| 1073 | 22.557 | quantulabs-hivemindmcp · ai-agents | Query multiple AI models (OpenAI, Anthropic, Google) for consensus responses. | 1 star | No one-command install · Source | |
| 1074 | 22.557 | justhappened-stock-movesmcp · other | Explains why stocks moved. Query real-time stock price movements for S&P 500, NASDAQ, and Dow. | 1 star | No one-command install · Source | |
| 1075 | 22.557 | skumarthecoder-appium-mobile-automationmcp · browser | Enables mobile app automation through Appium integration, controlling Android and iOS devices with natural language commands for tapping, typing… | 1 star | No one-command install · Source | |
| 1076 | 22.557 | deepvlab-analytics-mcp-servermcp · observability | Enables querying DeepVLab account statistics and model usage analytics, including login, user profile, usage analytics, and cost calculation. | 1 star | No one-command install · Source | |
| 1077 | 22.557 | morii0603-pubmedmcp · database | Provides direct access to PubMed's medical literature database for searching articles, fetching detailed abstracts with metadata, and generating… | 1 star | No one-command install · Source | |
| 1078 | 22.557 | wireshark-mcp-servermcp · back-end | Provides AI assistants with direct access to Wireshark network analysis capabilities, enabling live packet capture, PCAP file analysis, protocol… | 1 star | No one-command install · Source | |
| 1079 | 22.557 | bowman-prospects-mcpmcp · other | Classifies Bowman Prospects baseball cards using image recognition, provides player statistics and market pricing data to determine card value. | 1 star | No one-command install · Source | |
| 1080 | 22.557 | drf-mcpmcp · back-end | Exposes Django REST Framework APIs as MCP tools for AI agents via the Model Context Protocol, with automatic discovery and security. | 1 star | No one-command install · Source | |
| 1081 | 22.557 | recife-open-data-mcpmcp · database | MCP server to query public open data from Recife, Brazil using natural language. It exposes tools for schema exploration and SQL query generation via… | 1 star | No one-command install · Source | |
| 1082 | 22.557 | vector-search-service-mcp-providermcp · back-end | A clean architecture backend API that registers and semantically searches data using vector embeddings, acting as an MCP context provider to connect… | 1 star | No one-command install · Source | |
| 1083 | 22.557 | tasks-mcpmcp · search | Enables AI assistants to manage Notion tasks, projects, and courses through MCP, allowing creation, retrieval, and filtering of tasks. | 1 star | No one-command install · Source | |
| 1084 | 22.557 | oss-gr-graph-visualizationmcp · other | Transforms chart configurations into interactive, accessible visualizations supporting 10+ chart types with advanced features like multi-chart… | 1 star | No one-command install · Source | |
| 1085 | 22.557 | github-issue-relationships-mcp-servermcp · back-end | An MCP server that provides tools for managing GitHub issue relationships, including tracking dependencies, blockers, and sub-issues. | 1 star | No one-command install · Source | |
| 1086 | 22.557 | qualigenai-oracle-bridge-mcpmcp · ai-agents | An advanced MCP server that enables Claude Desktop to act as an autonomous Oracle Database Administrator and Data Analyst with agentic schema… | 1 star | No one-command install · Source | |
| 1087 | 22.557 | ticktick-mcp-servermcp · back-end | Remote MCP server for managing TickTick tasks and projects, offering 22 tools for CRUD, search, and GTD workflows via any MCP client. | 1 star | No one-command install · Source | |
| 1088 | 22.557 | audio-transcription-mcpmcp · back-end | MCP server for audio transcription with speaker diarization. Transcribes MP3/WAV files using Faster-Whisper and pyannote.audio, outputs markdown with… | 1 star | No one-command install · Source | |
| 1089 | 22.557 | coda-mcp-servermcp · back-end | Provides full access to the Coda API v1, enabling AI agents to interact with Coda docs, tables, rows, formulas, and more through 51 tools. | 1 star | No one-command install · Source | |
| 1090 | 22.557 | tigerwebmcp · other | Enables access to US Census Bureau TIGERweb geographic boundary data, returning GeoJSON for states, counties, census tracts, places, ZCTAs, and… | 1 star | No one-command install · Source | |
| 1091 | 22.557 | topher66-droidbarmcp · comms | Visit a virtual bar for AI, chat with SERVO the bartender, and tip in tokens. | 1 star | No one-command install · Source | |
| 1092 | 22.557 | cowork-historymcp · database | Hybrid search for Claude conversation history using full-text search, Spotlight, and semantic vector embeddings. | 1 star | No one-command install · Source | |
| 1093 | 22.557 | pay-mcpmcp · ai-agents | An MCP server for USDC payments on Base, enabling AI agents to check balances, send payments, generate payment requests, and view transaction history. | 1 star | No one-command install · Source | |
| 1094 | 22.557 | pentest-mcpmcp · ai-agents | Unified penetration testing MCP server for Claude Desktop providing 34 security tools for reconnaissance, web scanning, code analysis, and… | 1 star | No one-command install · Source | |
| 1095 | 22.557 | li-xiu-qi-python-code-sandboxmcp · devops | Provides secure Python code execution in isolated Docker containers with automatic dependency installation, session persistence, and file retrieval… | 1 star | No one-command install · Source | |
| 1096 | 22.557 | imessage-kit-mcpmcp · other | Enables reading, sending, and managing iMessage conversations on macOS through MCP. | 1 star | No one-command install · Source | |
| 1097 | 22.557 | gsalami-swiss-ai-labor-marketmcp · search | Tracks AI's impact on the Swiss labor market through automated data collection from BFS statistics, news sources, and research publications, providing… | 1 star | No one-command install · Source | |
| 1098 | 22.557 | hisence999-mypcmcp · back-end | Windows desktop automation server enabling secure remote control with zone-based permissions, screenshot capture, file management, window… | 1 star | No one-command install · Source | |
| 1099 | 22.557 | zeughaus-mcpmcp · other | Execute commands in ephemeral containers with any combination of Nix packages. | 1 star | No one-command install · Source | |
| 1100 | 22.557 | pxweb-mcpmcp · back-end | MCP server for accessing statistical data via the PxWeb API v2. | 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.