Browse 33,043 community-built MCP servers
A specialized MCP server that connects to the Stakpak API to automatically generate infrastructure-as-code configurations for software projects directly within IDEs.
google maps for vibecoders.
MCP (Model Context Protocol) Server. Provides a Spring Boot-based interface to Oracle databases for executing SQL queries, listing tables, and describing table structures with built-in security measures that prevent non-SELECT statements in production.
Full-stack air quality analytics platform built with FastAPI, React, and MySQL. Aggregates multi-source PM2.5/PM10 data, performs multi-city comparison and time-series forecasting (SARIMAX), and integrates an LLM-based planning agent with tiered access, secure APIs, and PDF reporting.
Multi-agent swarm orchestrator for AI workflows. Exposes blackboard read/write, agent dispatch, permission gating (AuthGuardian), token budget enforcement (FederatedBudget), and audit log tools over MCP. Supports 14 AI framework adapters including LangChain, AutoGen, CrewAI, Codex, and A2A — mix any frameworks in one swarm with race-condition-safe shared state.(Traffic light for agents)
Farnsworth gives Claude persistent memory and autonomous agent capabilities. It runs locally and provides Hierarchical Memory (Working -> Episodic -> Archival), a Multi-Model Swarm (combining Ollama models for better reasoning), and specialized agents for Web Browsing, Vision (CLIP), and Voice (Whis
A specialized MCP server for generating ArchiMate 3.2 compliant enterprise architecture diagrams using PlantUML, featuring automatic validation and multi-format exports.
A comprehensive MCP server for managing Amazon Advertising operations, enabling AI-powered control over campaigns, reporting, DSP, and Amazon Marketing Cloud workflows across all global regions.
A Model Context Protocol server that provides a standardized interface for managing HashiCorp Consul, including service registration, health checks, and Key-Value store operations.
MCP (Model Context Protocol) Server. Bridges AI models with the WorkOS API for enterprise-grade user management, organization control, and identity services through a clean interface that handles authentication and API complexity.
Nex CLI provides organizational context & memory to AI agents. Connect email, CRM, Slack, meetings, and 100+ tools into one knowledge graph.
A blockchain security MCP server that provides risk scoring and asset holding analysis for EVM addresses, domain names, and dApps using the BICScan API.
MCP (Model Context Protocol) Server. Enables AI systems to initiate and process M-Pesa mobile payment transactions through the Safaricom Daraja API, allowing users to authorize payments directly from conversations.
MCP (Model Context Protocol) Server. Integrates with Cloudflare's REST API to enable management of DNS records, cache purging, KV namespaces, R2 buckets, Workers domains, Hyperdrive databases, and Workflow instances through natural language interactions.
🎯 Focused MCP Server - AI规划质量预测与优化 | 专注解决AI生成开发规划质量不稳定的核心痛点
A library for reactive programming and hot module reloading in Python, specifically designed for interactive environments and Pyodide.
Token-based GitHub automation management. No Docker, Flexible configuration, 80+ tools with direct API integration.
An API server that implements the official MCP Registry API, providing standardised access to MCP servers from multiple backends, including file-based and other API-compliant registries.
A comprehensive MCP server providing programmatic access to Dungeons & Dragons 5th Edition data via the Open5e API. It features tools for searching spells, monsters, and classes, as well as advanced utilities for building balanced encounters and generating optimized character builds.
MCP (Model Context Protocol) Server. Integrates with the Chinese Railway (12306) system to provide train schedules, ticket availability, and travel planning information for transportation logistics within China.
A specialized MCP server for analyzing cryptocurrency order book depth and market imbalance across multiple major exchanges including Binance, Kraken, and Coinbase.
Runtime AI-to-AI security monitor. 23 anomaly types, OWASP MCP Top 10 coverage.
local-first MCP discovery runtime for agents — search before invoke, reduce prompt bloat, and route to local MCP tools
A specialized MCP server that bridges AI systems with the Sonic Pi music programming environment, allowing for the generation and control of musical compositions via Ruby code.
Rust MCP server for binary analysis and reverse engineering.
A specialized MCP server providing access to Kolada, Sweden's comprehensive municipal and regional statistics database, featuring semantic search and comparative analysis tools.
A Model Context Protocol integration for Zonos TTS that enables AI models to generate and play expressive, multi-language speech output via PulseAudio.
MCP (Model Context Protocol) Server. Enables AI to manage Kubernetes clusters through a comprehensive set of tools for contexts, namespaces, pods, deployments, services, and other resources with optimized performance and context-aware operations.
CLI & MCP server for Zotero 7/8 — let AI manage your library. 52 MCP tools + 70+ CLI commands for search, import, PDF, BibTeX, notes, and more. Works with Claude, Cursor, ChatGPT.
Generate image and video creatives using Placid.app templates