Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 22.557 | pulsar-mcp-servermcp · back-end | Enables interaction with Apache Pulsar clusters through MCP-compatible clients, supporting publish, consume, topic management, and connector… | 1 star | No one-command install · Source | |
| 402 | 22.557 | context-composemcp · other | A system for defining, composing, and managing task-specific contexts for AI-powered development, enabling consistent, high-quality results. | 1 star | No one-command install · Source | |
| 403 | 22.557 | ontolocy-mcp-servermcp · back-end | Augments an LLM with Ontolocy cyber graph capabilities, enabling natural language queries against a Neo4j graph database populated with MITRE ATT\&CK… | 1 star | No one-command install · Source | |
| 404 | 22.557 | inksnow-mcp-proxymcp · back-end | Proxies MCP requests from Cursor IDE to a custom HTTP server, enabling custom tool integrations. | 1 star | No one-command install · Source | |
| 405 | 22.557 | mashhurs-logstashmcp · observability | Integrates with Logstash instances to provide real-time monitoring, performance analysis, and debugging capabilities including JVM memory tracking… | 1 star | No one-command install · Source | |
| 406 | 22.557 | mcp-server-srosmcp · back-end | Provides tools to view operational state and change configuration of Nokia SR OS devices using pySROS SDK and FastMCP. | 1 star | No one-command install · Source | |
| 407 | 22.557 | py-chroma-mcpmcp · search | A simple Model Context Protocol (MCP) server with ChromaDB integration, allowing AI assistants to interact with ChromaDB for vector storage and… | 1 star | No one-command install · Source | |
| 408 | 22.557 | layerzero-oftmcp · devops | Deploys and manages LayerZero OFT tokens across multiple blockchain networks with automated cross-chain bridging, consistent address deployment using… | 1 star | No one-command install · Source | |
| 409 | 22.557 | tca-mcp-servermcp · back-end | Enables starting code analysis and obtaining code analysis reports via the MCP protocol, integrating with Tencent Cloud Code Analysis (TCA). | 1 star | No one-command install · Source | |
| 410 | 22.557 | jina-ai-readermcp · other | Converts web pages into clean Markdown format using Jina AI's r.jina.ai service with automatic content caching, token counting, and change detection… | 1 star | No one-command install · Source | |
| 411 | 22.557 | personal-assistant-mcp-servermcp · back-end | Enables users to manage tasks with priorities, perform calculations with history, generate secure passwords, and analyze text, all through MCP tools… | 1 star | No one-command install · Source | |
| 412 | 22.557 | kukapay-bsc-multisendmcp · payments | Enables batch distribution of BNB and ERC20 tokens to multiple recipients on Binance Smart Chain in single transactions with automatic gas estimation… | 1 star | No one-command install · Source | |
| 413 | 22.557 | mcp-file-lensmcp · ai-agents | An MCP server that provides a flexible lens into directory structures and files, enabling LLM clients to efficiently navigate and understand codebases… | 1 star | No one-command install · Source | |
| 414 | 22.557 | formula-1-mcp-servermcp · back-end | Provides easy access to Formula 1 data including championship standings, event info, season calendars, track visualizations, session results, and… | 1 star | No one-command install · Source | |
| 415 | 22.557 | selfhosted-supabase-basic-authmcp · database | Bridges self-hosted Supabase instances with conversational interfaces through 18 tools for database operations, user management, storage browsing, and… | 1 star | No one-command install · Source | |
| 416 | 22.557 | mcp-auth-examplemcp · back-end | Demonstrates a FastMCP server with Bearer token authentication via Nginx and fine-grained authorization via Envoy and OPA. | 1 star | No one-command install · Source | |
| 417 | 22.557 | food-nutrition-intelligence-mcp-servermcp · back-end | Provides tools for nutrition data retrieval, meal planning, and dietary analysis using USDA and Edamam APIs, enabling AI-driven dietary insights. | 1 star | No one-command install · Source | |
| 418 | 22.557 | highpolar-softwares-django-firebasemcp · back-end | Integrates Django applications with Firebase services, providing tools for user authentication, Firestore database operations, and Cloud Storage file… | 1 star | No one-command install · Source | |
| 419 | 22.557 | fred-api-mcp-servermcp · back-end | Enables searching and retrieving economic data from the Federal Reserve Economic Data (FRED) API, including time series, categories, releases, and… | 1 star | No one-command install · Source | |
| 420 | 22.557 | admica-autobuildmcp · other | Provides profile-based build automation with asynchronous queuing, file system watching, and lifecycle management for automated builds, continuous… | 1 star | No one-command install · Source | |
| 421 | 22.557 | acurastmcp · observability | Provides a bridge to the Acurast decentralized computing platform for deploying scripts and monitoring processor performance metrics across… | 1 star | No one-command install · Source | |
| 422 | 22.557 | zenhub-mcpmcp · back-end | Provides full access to the ZenHub GraphQL API. Enables project management operations like creating issues, epics, workspaces, and sprints through… | 1 star | No one-command install · Source | |
| 423 | 22.557 | jsell-rh-cluster-apimcp · devops | Provides secure bridge to Kubernetes Cluster API management clusters, enabling creation, scaling, and lifecycle management of Kubernetes clusters… | 1 star | No one-command install · Source | |
| 424 | 22.557 | puchai-resume-portfoliomcp · other | Serves personal resume data in multiple formats and fetches web content with automatic format conversion, validation tools, and content simplification… | 1 star | No one-command install · Source | |
| 425 | 22.557 | mcp-spectralmcp · back-end | An MCP server that wraps Spectral to lint OpenAPI specifications, enabling LLMs to validate and fix API definitions. | 1 star | No one-command install · Source | |
| 426 | 22.557 | lucky-dersan-geminimcp · back-end | Integrates with Google Gemini AI through Google's OpenAI-compatible API endpoint, providing streaming and non-streaming responses with configurable… | 1 star | No one-command install · Source | |
| 427 | 22.557 | mcp-claude-context-servermcp · database | A powerful MCP server that extracts, stores, searches, and analyzes Claude.ai conversations with SQLite database, semantic search, and multiple export… | 1 star | No one-command install · Source | |
| 428 | 22.557 | github-mcp-toolmcp · github-vcs | Enables managing GitHub repositories, files, and user information through MCP, with support for creating, updating, and deleting repository contents… | 1 star | No one-command install · Source | |
| 429 | 22.557 | diamond-it-615-browser-automationmcp · front-end | Enables browser automation through a WebSocket-connected browser extension, providing tools for extracting page content as markdown, injecting custom… | 1 star | No one-command install · Source | |
| 430 | 22.557 | auto-video-generator-mcpmcp · other | An MCP-based intelligent video generation system that automatically adds subtitles, synthesizes voice, and edits video clips. | 1 star | No one-command install · Source | |
| 431 | 22.557 | ibm-cloud-docs-mcp-servermcp · back-end | Enables AI clients to search and retrieve IBM Cloud documentation, converting pages to clean Markdown. | 1 star | No one-command install · Source | |
| 432 | 22.557 | food-travel-mcp-servermcp · back-end | An MCP server that integrates with Google Places API to enable AI clients to search for restaurants and get food recommendations based on location and… | 1 star | No one-command install · Source | |
| 433 | 22.557 | puffer-finance-mcpmcp · other | Enables cross-chain bridging via Everclear and Chainlink CCIP, and management of DeFi strategies on Puffer Finance across multiple networks. | 1 star | No one-command install · Source | |
| 434 | 22.557 | fingerprint-mcp-serversmcp · back-end | Provides MCP servers for AI assistants to interact with Fingerprint's Server API for visitor identification events and Management API for workspace… | 1 star | No one-command install · Source | |
| 435 | 22.557 | stonksmcp · other | Automates stock analysis and news updates in Google Sheets using AI-powered insights, enabling users to manage stock data and generate comprehensive… | 1 star | No one-command install · Source | |
| 436 | 22.557 | localfiles-mcp-servermcp · back-end | Provides secure access to local files from specified directories. Enables listing files, reading contents, and configurable file size and extension… | 1 star | No one-command install · Source | |
| 437 | 22.557 | webpage-timestampsmcp · other | Extracts webpage creation, modification, and publication timestamps from HTML meta tags, HTTP headers, JSON-LD structured data, microdata, OpenGraph… | 1 star | No one-command install · Source | |
| 438 | 22.557 | cosyvoice-mcp-servermcp · back-end | Text-to-speech synthesis server with multiple AI character voices, supporting streaming playback and Claude Desktop integration. | 1 star | No one-command install · Source | |
| 439 | 22.557 | json-analyser-mcpmcp · ai-agents | A memory-efficient MCP server for analyzing large JSON files with streaming, querying, schema detection, and chunk processing. | 1 star | No one-command install · Source | |
| 440 | 22.557 | layr-labs-eigenlayermcp · front-end | Provides structured access to EigenLayer documentation resources including blog articles, overview documentation, middleware, contracts, and developer… | 1 star | No one-command install · Source | |
| 441 | 22.557 | bricks-usemcp · back-end | MCP server for executing Databricks SQL queries and comparing table data, supporting CLI and VS Code integration. | 1 star | No one-command install · Source | |
| 442 | 22.557 | mcp-playwright-testmcp · back-end | An MCP server that automates Playwright-based UI and API testing, supporting test case generation from requirements or API specs, and execution with… | 1 star | No one-command install · Source | |
| 443 | 22.557 | memara-memory-templatemcp · ai-agents | Provides a minimal foundation structure with only a README.md file, serving as a basic template for developers to bootstrap new MCP server projects. | 1 star | No one-command install · Source | |
| 444 | 22.557 | dcs5star-aws-rds-mysqlmcp · database | Provides direct SQL execution access to AWS RDS MySQL databases with safety measures that block dangerous operations while supporting standard… | 1 star | No one-command install · Source | |
| 445 | 22.557 | nextbillion-ai-mcp-servermcp · back-end | Provides geolocation, routing, and navigation tools including geocoding, place search, distance matrix, and turn-by-turn directions via NextBillion.ai… | 1 star | No one-command install · Source | |
| 446 | 22.557 | rspace-mcp-servermcp · back-end | Exposes RSpace API endpoints to LLM agents using the Model Context Protocol. | 1 star | No one-command install · Source | |
| 447 | 22.557 | nautobotmcp · back-end | Integrates with Nautobot's REST API to provide IP address management and network data retrieval with tools for searching addresses, prefixes, and… | 1 star | No one-command install · Source | |
| 448 | 22.557 | tdd-mcpmcp · other | Guides developers through disciplined Test-Driven Development cycles with session state management and phase transitions, ensuring test-first… | 1 star | No one-command install · Source | |
| 449 | 22.557 | js-development-mcp-servermcp · back-end | A Model Context Protocol server for JavaScript/TypeScript development, providing tools to run scripts, tests, builds, and dependency management with… | 1 star | No one-command install · Source | |
| 450 | 22.557 | tafa-filesystemmcp · devops | Provides secure file system operations including read/write, directory management, search with pattern matching, batch compression, and duplicate… | 1 star | No one-command install · Source | |
| 451 | 22.557 | chatmcp-memorymcp · database | Enables large language models to remember past conversations by querying chat history stored in SQLite, directly integrating with daodao97/chatmcp. | 1 star | No one-command install · Source | |
| 452 | 22.557 | mcp-finance-assistantmcp · database | Connects Notion databases with LLMs to manage and analyze personal finances through natural language queries and bank statement uploads. | 1 star | No one-command install · Source | |
| 453 | 22.557 | mrgoonie-todomcp · database | Provides SQLite-backed todo list and task management with full CRUD operations, priority levels, status tracking, assignee management, tagging, due… | 1 star | No one-command install · Source | |
| 454 | 22.557 | kirha-ai-crypto-gatewaymcp · back-end | Gateway server that routes cryptocurrency queries to Kirha AI's specialized analysis system with automated summarization and configurable… | 1 star | No one-command install · Source | |
| 455 | 22.557 | splice-weavermcp · other | Provides AST-powered semantic code editing capabilities across 20+ programming languages through ast-grep integration, enabling precise… | 1 star | No one-command install · Source | |
| 456 | 22.557 | gemini-code-review-mcpmcp · back-end | AI-powered code review server that analyzes git diffs and PRs with context from project guidelines and task lists. Supports integration with Claude… | 1 star | No one-command install · Source | |
| 457 | 22.557 | motherduck-mcpmcp · database | MCP server for SQL analytics on DuckDB and MotherDuck databases, enabling AI assistants and IDEs to query data via natural language. | 1 star | No one-command install · Source | |
| 458 | 22.557 | mcp-clipboardifymcp · other | Provides clipboard access tools (get and set) for AI assistants via the Model Context Protocol, enabling seamless clipboard operations across… | 1 star | No one-command install · Source | |
| 459 | 22.557 | mcp-github-readme-generatormcp · github-vcs | An MCP server that analyzes GitHub repositories and automatically generates README.md files. Supports multiple AI providers and offers web, MCP tool… | 1 star | No one-command install · Source | |
| 460 | 22.557 | a-share-mcpmcp · other | Enables users to query Chinese A-share stock data, including stock basics, historical prices, financial reports, and macroeconomic indicators. | 1 star | No one-command install · Source | |
| 461 | 22.557 | galaxymcp-servermcp · back-end | A Model Context Protocol server for AI persona management with JIRA integration, enabling personality switching and ticket operations. | 1 star | No one-command install · Source | |
| 462 | 22.557 | themcp-servermcp · database | Enables interaction with SQLite databases, filesystem, AWS IAM, and Gmail through a master MCP server with a Streamlit UI optimized for Claude. | 1 star | No one-command install · Source | |
| 463 | 22.557 | hledger-mcpmcp · back-end | MCP server for hledger that provides tools for financial reports, transaction management, and account management. | 1 star | No one-command install · Source | |
| 464 | 22.557 | confluence-rag-mcp-servermcp · search | Enables retrieval of relevant context from Confluence pages using RAG and ChromaDB, integrating with code assistants like GitHub Copilot to enhance… | 1 star | No one-command install · Source | |
| 465 | 22.557 | iiif-mcp-servermcp · back-end | MCP server for IIIF integration, enabling image fetching, manifest exploration, annotation search, and authentication support for cultural heritage… | 1 star | No one-command install · Source | |
| 466 | 22.557 | splunk-mcp-servermcp · ai-agents | A lightweight, extensible MCP server for Splunk Enterprise that enables secure, async, chat-based interaction with Splunk data via Claude Desktop or… | 1 star | No one-command install · Source | |
| 467 | 22.557 | findatamcp · ai-agents | MCP server providing professional financial data access for LLMs through providers like Tushare, Wind, and DataYes. | 1 star | No one-command install · Source | |
| 468 | 22.557 | ptp-timing-monitor-openshiftmcp · devops | Monitors PTP timing infrastructure in OpenShift clusters through Kubernetes API integration, providing configuration retrieval, log analysis… | 1 star | No one-command install · Source | |
| 469 | 22.557 | desktop-window-screenshot-mcpmcp · browser | Enables taking screenshots of the entire desktop or specific windows, with automatic clipboard integration and support for Windows, macOS, and Linux. | 1 star | No one-command install · Source | |
| 470 | 22.557 | mkp-mcp-servermcp · back-end | Enables AI systems like Claude to activate advanced reasoning patterns, domain expertise, and contextual analysis capabilities through Meta-Knowledge… | 1 star | No one-command install · Source | |
| 471 | 22.557 | mcp-fastapi-servermcp · back-end | Enables routing of AI model requests for code generation and debugging with API key authentication and rate limiting. | 1 star | No one-command install · Source | |
| 472 | 22.557 | mcpingmcp · comms | Enables AI assistants to send desktop notifications on macOS with rich formatting, urgency levels, and sound options. | 1 star | No one-command install · Source | |
| 473 | 22.557 | oura-mcp-server-2mcp · back-end | Integrates Oura Ring health data with Claude Desktop, providing resources, tools, and advanced analytics for sleep, activity, readiness, and health… | 1 star | No one-command install · Source | |
| 474 | 22.557 | ezynda3-ankimcp · search | Integrates with Anki flashcard management through AnkiConnect addon to create, search, and organize flashcards and decks with media attachment support… | 1 star | No one-command install · Source | |
| 475 | 22.557 | manishamishraacc-playwrightmcp · browser | Provides browser automation capabilities through Playwright for web interaction, testing, and content extraction across Chromium, Firefox, and WebKit… | 1 star | No one-command install · Source | |
| 476 | 22.557 | 0g-mcp-servermcp · ai-agents | An MCP server enabling AI agents to interact with the 0G blockchain, including balance checks, transaction details, block info, and network… | 1 star | No one-command install · Source | |
| 477 | 22.557 | appleton-eufy-robovacmcp · observability | Integrates with Eufy RoboVac devices through local network discovery to provide complete vacuum control including cleaning operations, configuration… | 1 star | No one-command install · Source | |
| 478 | 22.557 | jihadkhawaja-filesystemmcp · search | Provides secure file system operations including reading, writing, copying, moving, and deleting files plus directory management and advanced search… | 1 star | No one-command install · Source | |
| 479 | 22.557 | povedaaqui-auto-snapmcp · other | Provides automated snapshot functionality for capturing and managing system or application state at specific points in time | 1 star | No one-command install · Source | |
| 480 | 22.557 | libra850-obsidian-vault-managermcp · other | Integrates with Obsidian vaults to provide template-based note creation with variable substitution, wiki-style link management, and automated… | 1 star | No one-command install · Source | |
| 481 | 22.557 | smartscout-domomcp · ai-agents | An MCP server that provides Claude Desktop access to SmartScout's Amazon marketplace intelligence data stored in Domo. | 1 star | No one-command install · Source | |
| 482 | 22.557 | ibrahim-sajib-calendarmcp · back-end | Integrates with Google Calendar API to retrieve events by date alongside basic utility tools for arithmetic and greeting generation. | 1 star | No one-command install · Source | |
| 483 | 22.557 | redshift-mcp-servermcp · back-end | Enables connecting to Amazon Redshift and executing SQL queries with read-only safety checks. | 1 star | No one-command install · Source | |
| 484 | 22.557 | vmcpmcp · back-end | A unified gateway for Model Context Protocol servers, enabling access to multiple scientific computing tools through a single interface. | 1 star | No one-command install · Source | |
| 485 | 22.557 | textql-mcp-servermcp · back-end | Translates natural language to SQL/GraphQL queries and executes them, enabling AI agents to interact with databases through the Model Context… | 1 star | No one-command install · Source | |
| 486 | 22.557 | consistent-docxmcp · back-end | Converts documents between DOCX and Markdown formats using local mammoth library for extraction and external API for styled document generation with… | 1 star | No one-command install · Source | |
| 487 | 22.557 | elisha1994-sqlite-hr-managementmcp · database | SQLite-based HR management system that handles employee lifecycle management, organizational structure, leave tracking, salary administration, and… | 1 star | No one-command install · Source | |
| 488 | 22.557 | git-training-wheelsmcp · github-vcs | An MCP server that enforces safe git commits by allowing only specified files and providing fixup capabilities for earlier commits. | 1 star | No one-command install · Source | |
| 489 | 22.557 | file-search-toolmcp · back-end | An MCP server that enables file system search and inspection, including directory listing, regex-based file name and content searches, and reading… | 1 star | No one-command install · Source | |
| 490 | 22.557 | kanbanx-mcp-servermcp · back-end | Enables users to manage a personal Kanban board with tasks, subtasks, notes, and code clips using natural language via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 491 | 22.557 | alex-s-zendesk-mcp-servermcp · back-end | Enables interaction with Zendesk to manage tickets, retrieve ticket fields, comments, and priority based on SLA, as well as get unsolved tickets by… | 1 star | No one-command install · Source | |
| 492 | 22.557 | movilidad-con-promptsmcp · ai-agents | Provides real-time and scheduled bus information for Montevideo's public transport system. | 1 star | No one-command install · Source | |
| 493 | 22.557 | iracing-mcp-servermcp · back-end | Enables AI assistants to access real-time iRacing telemetry, race information, camera control, pit operations, and replay features through the MCP… | 1 star | No one-command install · Source | |
| 494 | 22.557 | compose-and-dragons-dungeon-explorermcp · other | Text-based RPG system that loads dungeon layouts from YAML files and maintains player state for exploring procedurally-defined dungeons, fighting… | 1 star | No one-command install · Source | |
| 495 | 22.557 | mcp-intigriti-servermcp · back-end | Enables security researchers to interact with Intigriti's bug bounty platform through Claude Desktop, providing access to programs, scope, activities… | 1 star | No one-command install · Source | |
| 496 | 22.557 | mcp-worker-tsmcp · back-end | Implements a distributed AI worker pattern over MCP, enabling clients to register as workers, poll for tasks, process prompts with AI, and submit… | 1 star | No one-command install · Source | |
| 497 | 22.557 | graphiti-memory-mcp-servermcp · ai-agents | Enables AI agents to manage and query a temporally-aware knowledge graph memory, supporting episode tracking, entity relationships, and semantic… | 1 star | No one-command install · Source | |
| 498 | 22.557 | specflow-mcp-servermcp · front-end | Provides an AI-driven four-stage software development workflow with role management, enabling structured requirements analysis, design… | 1 star | No one-command install · Source | |
| 499 | 22.557 | paylink-mcp-servermcp · ai-agents | Open-source MCP server that streamlines payment integration for AI agents and financial apps in Africa, providing unified tools for providers like… | 1 star | No one-command install · Source | |
| 500 | 22.557 | mcp-elicitationsmcp · back-end | A demonstration MCP server that shows how to use elicitations to ask users for preferences during a video search tool execution. | 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.