Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 22.557 | christophersutton-instantdbmcp · back-end | Provides a robust InstantDB server for executing database queries, retrieving results, and serving code examples across admin, CLI, and data modeling… | 1 star | No one-command install · Source | |
| 202 | 22.557 | cardano-mcp-servermcp · back-end | A specialized gateway that simplifies Cardano blockchain integration for application developers by providing streamlined access to Cardano… | 1 star | No one-command install · Source | |
| 203 | 22.557 | ismsmcp · other | Integrates Mistral AI and Qdrant to provide intelligent security workflows for automated risk assessment, policy management, and contextual incident… | 1 star | No one-command install · Source | |
| 204 | 22.557 | rajnaveen344-lsp-toolsmcp · other | Provides regex-based text analysis capabilities for developers to precisely locate character and line positions of pattern matches within files, with… | 1 star | No one-command install · Source | |
| 205 | 22.557 | hagsmand-starrocksmcp · back-end | Enables AI models to interact with StarRocks databases by providing read and write access to tables, schemas, and data through a Python-based server… | 1 star | No one-command install · Source | |
| 206 | 22.557 | juicetea-github-repository-integrationmcp · github-vcs | Integrates GitHub repositories with Cursor IDE, enabling direct access and interaction with GitHub content within the editor using only a Personal… | 1 star | No one-command install · Source | |
| 207 | 22.557 | browser-mcpmcp · back-end | A Model Control Protocol server that enables AI agents to perform web browsing tasks through a standardized interface using the browser-use library. | 1 star | No one-command install · Source | |
| 208 | 22.557 | kentaro-aivis-speechmcp · back-end | Enables AI systems to generate and play speech audio from text input through the AivisSpeech API, with configurable speaker settings for voice output… | 1 star | No one-command install · Source | |
| 209 | 22.557 | champaya-notemcp · back-end | Bridges AI systems with note.com's API for searching articles by keyword, retrieving detailed information, and listing user-specific content without… | 1 star | No one-command install · Source | |
| 210 | 22.557 | doronaviguy-ethereum-address-monitormcp · observability | Provides real-time Ethereum address monitoring across multiple blockchain networks using Server-Sent Events, enabling continuous tracking of on-chain… | 1 star | No one-command install · Source | |
| 211 | 22.557 | win4r-browser-usemcp · back-end | Lightweight TypeScript-based server implementation for Node.js that provides a standards-compliant, type-safe solution for enabling tool interactions… | 1 star | No one-command install · Source | |
| 212 | 22.557 | wuwen1030-mysqlmcp · database | Enables AI models to interact with MySQL databases by providing tools for listing tables, retrieving schemas, and executing read-only SQL queries with… | 1 star | No one-command install · Source | |
| 213 | 22.557 | anthropic-githubmcp · github-vcs | Provides a robust GitHub API bridge using TypeScript and Zod, enabling developers to automate repository operations through conversational… | 1 star | No one-command install · Source | |
| 214 | 22.557 | postgres-explorermcp · database | Provides read-only PostgreSQL database access for exploring schemas and executing safe queries, deployable via Docker or NPX for data analysis without… | 1 star | No one-command install · Source | |
| 215 | 22.557 | time06d4mcp · devops | Provides current time information through a lightweight Node.js service that can be deployed via Docker or managed with PM2. | 1 star | No one-command install · Source | |
| 216 | 22.557 | obre10off-spotifymcp · auth | Enables natural language control of Spotify playback with tools for playing tracks, pausing music, skipping songs, searching the catalog, and… | 1 star | No one-command install · Source | |
| 217 | 22.557 | bmorphism-krepmcp · search | Provides a high-performance string search utility that automatically selects optimal algorithms and leverages hardware acceleration for significantly… | 1 star | No one-command install · Source | |
| 218 | 22.557 | amornpan-google-calendarmcp · back-end | Integrates with Google Calendar API to enable event management through specialized tools for listing, creating, and deleting calendar events with… | 1 star | No one-command install · Source | |
| 219 | 22.557 | gblack686-n8n-workflow-summarizermcp · observability | Transforms complex n8n workflow JSON files into clear markdown summaries, extracting nodes, connections, and functionality while generating conceptual… | 1 star | No one-command install · Source | |
| 220 | 22.557 | chris-june-role-specific-contextmcp · database | Enables AI systems to maintain distinct expert personas through role-based context management with vector search capabilities for consistent domain… | 1 star | No one-command install · Source | |
| 221 | 22.557 | oalles-agentic-system-monitoring-ragmcp · observability | Spring Boot-based server that connects system monitoring tools with a RAG service, enabling real-time access to both system metrics and corporate… | 1 star | No one-command install · Source | |
| 222 | 22.557 | mathieugal-technical-documentation-searchmcp · search | Connects AI assistants to technical documentation for popular libraries including LangChain, LlamaIndex, and OpenAI through targeted Google searches… | 1 star | No one-command install · Source | |
| 223 | 22.557 | nzenitram-jiramcp · search | Integrates with Atlassian JIRA to enable direct issue management, including searching, creating, updating, and transitioning tickets without leaving… | 1 star | No one-command install · Source | |
| 224 | 22.557 | yanbasic-emdmcp · devops | Bridges Claude with the Easy Model Deployer tool to enable listing, deploying, managing, and invoking machine learning models on AWS services through… | 1 star | No one-command install · Source | |
| 225 | 22.557 | canvas-lmsmcp · back-end | Integrates with Canvas LMS to enable course management, student data analysis, and administrative task automation through a TypeScript-based API… | 1 star | No one-command install · Source | |
| 226 | 22.557 | nzenitram-githubmcp · github-vcs | Integrates with GitHub APIs to enable repository searching, issue management, pull request creation, and settings control directly within Claude… | 1 star | No one-command install · Source | |
| 227 | 22.557 | sreedeep-documentation-retrievalmcp · search | Retrieves up-to-date documentation for Python libraries including LangChain, LlamaIndex, and OpenAI through targeted web searches and HTML content… | 1 star | No one-command install · Source | |
| 228 | 22.557 | shell-command-runnermcp · other | Enables AI systems to execute shell commands and scripts securely with proper output handling for system automation, file manipulation, and… | 1 star | No one-command install · Source | |
| 229 | 22.557 | chew-z-perplexity-researchmcp · search | Enables internet research capabilities through Perplexity AI's API, retrieving up-to-date information with source citations while maintaining… | 1 star | No one-command install · Source | |
| 230 | 22.557 | roboulos-xanomcp · database | Connects Claude AI to Xano databases through Smithery, enabling direct querying, CRUD operations, and data management for building intelligent… | 1 star | No one-command install · Source | |
| 231 | 22.557 | sadiuysal-mem0mcp · search | Integrates with Mem0's memory storage to provide persistent memory streams with semantic search capabilities, enabling recall of user preferences and… | 1 star | No one-command install · Source | |
| 232 | 22.557 | stephenvertex-synthcalmcp · database | Provides a bridge between natural language and calendar management through Supabase, enabling event creation, updating, deletion, and listing without… | 1 star | No one-command install · Source | |
| 233 | 22.557 | datetimemcp · other | Provides datetime functionality for Cursor IDE, enabling accurate timestamp generation and datetime operations for changelogs, documentation… | 1 star | No one-command install · Source | |
| 234 | 22.557 | itworkonline-google-calendarmcp · auth | Integrates with Google Calendar to enable event creation with customizable parameters including time, description, location, attendees, and timezone… | 1 star | No one-command install · Source | |
| 235 | 22.557 | judge0-code-executionmcp · back-end | Enables remote code execution in multiple programming languages through Judge0's API, allowing for testing, validation, and demonstration without… | 1 star | No one-command install · Source | |
| 236 | 22.557 | da-snap-developer-toolmcp · back-end | Provides a set of file system utilities for executing shell commands, displaying file contents, searching with regex, and writing to files through a… | 1 star | No one-command install · Source | |
| 237 | 22.557 | flux-image-generatormcp · other | Provides a bridge to Black Forest Lab's FLUX model for generating images with customizable parameters like dimensions and safety settings through… | 1 star | No one-command install · Source | |
| 238 | 22.557 | nathannj-notesmcp · other | Manages markdown notes in a specified directory with tools for creating, reading, updating, and listing files while tracking timestamps and… | 1 star | No one-command install · Source | |
| 239 | 22.557 | hummusonrails-couchbasemcp · database | Enables natural language querying of Couchbase databases through SQL++ execution with built-in authentication, connection management, and error… | 1 star | No one-command install · Source | |
| 240 | 22.557 | aiot-mcp-servermcp · back-end | A Model Context Protocol server for AI agents to discover and control IoT devices through MQTT, using the AIoT Agent Network Protocol for device… | 1 star | No one-command install · Source | |
| 241 | 22.557 | eugenechabanov-hypefurymcp · auth | Enables AI systems to authenticate with and schedule posts through the Hypefury platform, creating a secure bridge for automated content publishing… | 1 star | No one-command install · Source | |
| 242 | 22.557 | longjianjiang-mermaidmcp · other | Provides a bridge to mermaid.js for generating flowcharts, sequence diagrams, and other visualizations through natural language | 1 star | No one-command install · Source | |
| 243 | 22.557 | wongames-damasiomcp · back-end | Provides a GraphQL interface to retrieve video game data from Strapi CMS, enabling filtered access to game collections, pricing information, and… | 1 star | No one-command install · Source | |
| 244 | 22.557 | palolxx-gemini-thinkingmcp · back-end | Integrates with Google's Gemini API to provide analytical thinking capabilities that break down complex problems into sequential thoughts with… | 1 star | No one-command install · Source | |
| 245 | 22.557 | packetnomad-linearmcp · other | Integrates with Linear's issue tracking system for creating, retrieving, updating, and managing issues, comments, projects, and team workflows with… | 1 star | No one-command install · Source | |
| 246 | 22.557 | jmartin82-signaturitmcp · back-end | Integrates with Signaturit API to enable electronic signature management, including creation, tracking, and workflow automation for digital document… | 1 star | No one-command install · Source | |
| 247 | 22.557 | higress-ops-mcp-servermcp · back-end | Enables comprehensive configuration and management of Higress through the Model Context Protocol, with an MCP client built on LangGraph and LangChain… | 1 star | No one-command install · Source | |
| 248 | 22.557 | distributed-mcp-servermcp · back-end | Provides tools for querying Chinese criminal law, US weather alerts, Azure pricing, and counting Chinese characters via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 249 | 22.557 | mcp-tts-servermcp · back-end | Enables text-to-speech generation using the Groq API, supporting multiple audio formats and optional local playback. | 1 star | No one-command install · Source | |
| 250 | 22.557 | changjunpark-qdrant-vector-databasemcp · database | Provides a vector database for storing and retrieving code snippets through semantic search using Docker containers and sentence-transformers… | 1 star | No one-command install · Source | |
| 251 | 22.557 | git-mcp-servermcp · github-vcs | An MCP server that provides tools for interacting with Git repositories, enabling AI assistants to manage repositories, branches, commits, and files… | 1 star | No one-command install · Source | |
| 252 | 22.557 | benborla-mysql-readonlymcp · database | Provides read-only access to MySQL databases for inspecting schemas and executing SQL queries without modifying underlying data. | 1 star | No one-command install · Source | |
| 253 | 22.557 | spotifymcp · auth | Integrates with Spotify to control music playback, search content, manage queues, and retrieve detailed information about tracks, albums, artists, and… | 1 star | No one-command install · Source | |
| 254 | 22.557 | tanker327-uuid-generatormcp · other | Generates timestamp-based UUID v7 identifiers that are chronologically sortable and collision-resistant, following RFC standards for reliable unique… | 1 star | No one-command install · Source | |
| 255 | 22.557 | kunihiros-screenshotmcp · browser | Capture website screenshots and save them to a file path specified by the user. | 1 star | No one-command install · Source | |
| 256 | 22.557 | mcp-lldb-servermcp · back-end | Enables AI assistants to start and manage LLDB debugging sessions, including loading programs, setting breakpoints, stepping through code, and… | 1 star | No one-command install · Source | |
| 257 | 22.557 | brian-mwangi-africastalking-smsmcp · comms | Enables sending SMS messages through Africa's Talking API with features like dynamic message customization and sender ID configuration for… | 1 star | No one-command install · Source | |
| 258 | 22.557 | willianmarcel-github-pr-reviewer-notionmcp · github-vcs | Integrates with GitHub's API to fetch, analyze, and document pull request changes, enabling automated code reviews and maintaining documentation of… | 1 star | No one-command install · Source | |
| 259 | 22.557 | spicedb-mcp-servermcp · back-end | An MCP server that enables LLMs to interact with SpiceDB for permission management, including querying, managing, and understanding permission systems… | 1 star | No one-command install · Source | |
| 260 | 22.557 | dice-rollmcp · other | Provides a simple dice rolling tool that generates random rolls with customizable dice faces and quantities, returning both individual results and… | 1 star | No one-command install · Source | |
| 261 | 22.557 | vaibhavgeek-one-inch-cross-chain-swapmcp · other | Execute cross-chain token swaps using 1inch Fusion+ | 1 star | No one-command install · Source | |
| 262 | 22.557 | zeeroiq-pet-adoption-schedulermcp · other | Enables scheduling pet adoption appointments by providing a tool that returns a future timestamp when given a pet ID and name. | 1 star | No one-command install · Source | |
| 263 | 22.557 | kaiafunmcp · other | Enables interaction with the KaiaFun memecoin platform for listing, buying, selling, and managing tokens on the Kaia blockchain. | 1 star | No one-command install · Source | |
| 264 | 22.557 | beatport-mcp-apimcp · back-end | Enables searching for Beatport artists by name, returning structured data like names, IDs, and URLs. | 1 star | No one-command install · Source | |
| 265 | 22.557 | omer-ayhan-custom-contextmcp · other | Transforms unstructured text into structured JSON data using customizable templates with placeholders for extracting key information and generating… | 1 star | No one-command install · Source | |
| 266 | 22.557 | workflow-mcp-servermcp · back-end | Guides agents through structured workflows with predefined steps, allowing for flexible execution via instructions and tool calls. | 1 star | No one-command install · Source | |
| 267 | 22.557 | jackmuva-actionkit-slackmcp · auth | Enables interaction with Slack through ActionKit's API using TypeScript and JWT authentication, with filtered actions and user authentication via… | 1 star | No one-command install · Source | |
| 268 | 22.557 | notion-export-mcp-servermcp · back-end | Enables AI assistants to export Notion pages as markdown using Notion's unofficial API. | 1 star | No one-command install · Source | |
| 269 | 22.557 | a2a-go-by-thinkovationmcp · ai-agents | Go implementation of A2A | 1 star | No one-command install · Source | |
| 270 | 22.557 | saurabhdaware-abellmcp · other | Enables AI assistants to interact with Abell static site generator for retrieving syntax documentation and scaffolding complete applications through… | 1 star | No one-command install · Source | |
| 271 | 22.557 | chuk-mcp-s3-bucket-managermcp · other | The CHUK MCP S3 Bucket Manager is a Python-based tool for managing Amazon S3 buckets using the MCP runtime. This utility provides a simple interface… | 1 star | No one-command install · Source | |
| 272 | 22.557 | anshuldalua-illustratormcp · database | Enables direct execution of JavaScript/ExtendScript code in Adobe Illustrator with visual feedback through screenshots, allowing vector graphics… | 1 star | No one-command install · Source | |
| 273 | 22.557 | personality-test-mcpmcp · other | Enables AI models to administer personality tests, score responses, and provide personality type assessments, with optional integration with Ollama… | 1 star | No one-command install · Source | |
| 274 | 22.557 | google-analytics-4-admin-mcpmcp · observability | Manages Google Analytics 4 accounts, properties, annotations, audiences, and custom dimensions through the MCP protocol. | 1 star | No one-command install · Source | |
| 275 | 22.557 | viable-chromamcp · database | Provides direct access to ChromaDB vector database capabilities for semantic search and document management with customizable parameters for… | 1 star | No one-command install · Source | |
| 276 | 22.557 | ai-sticky-notesmcp · back-end | Lightweight MCP server for adding, reading, and summarizing sticky notes persisted in a local file. | 1 star | No one-command install · Source | |
| 277 | 22.557 | symbol-blockchainmcp · back-end | Enables interaction with the Symbol blockchain for querying account information, transaction data, and block details through automatically generated… | 1 star | No one-command install · Source | |
| 278 | 22.557 | simple-mcp-user-servermcp · back-end | Provides tools for retrieving user data, including listing all users and fetching a specific user by name. | 1 star | No one-command install · Source | |
| 279 | 22.557 | rossja-asnlookupmcp · other | Provides network analysis tools for security professionals, enabling IP address lookups with ASN information and organization details for incident… | 1 star | No one-command install · Source | |
| 280 | 22.557 | volcengine-mcp-servermcp · back-end | MCP server that exposes Volcengine OpenAPI as tools, enabling AI agents to interact with Volcengine services like IAM. | 1 star | No one-command install · Source | |
| 281 | 22.557 | rierinomcp · back-end | Enables organizations to expose existing APIs, event processing, or CDC flows as MCP tools while maintaining security policies and user roles through… | 1 star | No one-command install · Source | |
| 282 | 22.557 | alphavantage-mcp-servermcp · back-end | Enables AI agents to access financial data and perform analysis by exposing AlphaVantage API endpoints as MCP tools, including company overview… | 1 star | No one-command install · Source | |
| 283 | 22.557 | streen9-terminalmcp · observability | Provides a secure interface for executing commands, managing processes, and retrieving outputs in terminal or PowerShell environments, with robust… | 1 star | No one-command install · Source | |
| 284 | 22.557 | mixpanel-mcp-servermcp · back-end | Enables AI assistants to track events, page views, user signups, and update user profiles in Mixpanel. | 1 star | No one-command install · Source | |
| 285 | 22.557 | dino65-yahoo-financemcp · back-end | Integrates with Yahoo Finance's APIs and databases to enable market data retrieval, portfolio management, transaction processing, and financial… | 1 star | No one-command install · Source | |
| 286 | 22.557 | search-docs-mcpmcp · search | Enables semantic search across multiple AI library documentations to keep coding assistants up-to-date. | 1 star | No one-command install · Source | |
| 287 | 22.557 | mcp-server-searxngmcp · back-end | A privacy-friendly web search MCP server using SearXNG, enabling searches across multiple engines and categories. | 1 star | No one-command install · Source | |
| 288 | 22.557 | agentic-ai-planning-and-reasoning-mcpmcp · ai-agents | MCP server for step-by-step mathematical reasoning and planning, enabling AI agents to execute calculations and perform GUI actions like opening… | 1 star | No one-command install · Source | |
| 289 | 22.557 | happiness-agentmcp · ai-agents | Agent focused on wellness and happiness | 1 star | No one-command install · Source | |
| 290 | 22.557 | anurag-dhamala-os-infomcp · observability | Provides real-time system information about the host computer, including CPU, memory, operating system, disk, battery, and process details for… | 1 star | No one-command install · Source | |
| 291 | 22.557 | a2a-adk-crewai-implementationmcp · ai-agents | Implementation combining ADK and CrewAI with A2A | 1 star | No one-command install · Source | |
| 292 | 22.557 | a2a-by-dwoodardmcp · ai-agents | A2A implementation | 1 star | No one-command install · Source | |
| 293 | 22.557 | arc-mcp-servermcp · back-end | Bridges AI models with the ARC enterprise framework, enabling documentation search, API integration, code generation, and deployment assistance for… | 1 star | No one-command install · Source | |
| 294 | 22.557 | felixwu1110-pubmed-medical-literaturemcp · search | Enables search, retrieval, and analysis of academic medical literature through the NCBI PubMed database with formatted citations and researcher… | 1 star | No one-command install · Source | |
| 295 | 22.557 | a2a-go-by-sammcjmcp · ai-agents | Another Go implementation of A2A protocol | 1 star | No one-command install · Source | |
| 296 | 22.557 | oreilly-content-searchmcp · back-end | Connects to O'Reilly Media's content search API for discovering relevant books, articles, and technical resources with detailed metadata and filtering… | 1 star | No one-command install · Source | |
| 297 | 22.557 | clarity-mcp-servermcp · back-end | Enables AI assistants to call web APIs extracted from HAR files, turning browser traffic into MCP tools. | 1 star | No one-command install · Source | |
| 298 | 22.557 | gen-ai-lyrics-search-agentmcp · search | A generative AI agent that searches song lyrics across the web and returns results formatted for mobile apps, built with MCP. | 1 star | No one-command install · Source | |
| 299 | 22.557 | serverless-web-mcp-servermcp · devops | An MCP server that enables LLM coding agents to deploy web applications to AWS serverless infrastructure, supporting backend, frontend, and fullstack… | 1 star | No one-command install · Source | |
| 300 | 22.557 | gaplydev-coingeckomcp · back-end | Integrates with CoinGecko's cryptocurrency API to provide real-time market data, pricing information, and detailed coin analytics through both REST… | 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.