Browse 31,932 community-built MCP servers
A generic MCP server that dynamically exposes any OpenAPI-documented REST API to LLMs by auto-discovering endpoints. It provides tools for exploring API capabilities and making authenticated requests directly through natural language interfaces.
Provides real-time access to Firewalla firewall data through 28 specialized tools for network monitoring, security analysis, bandwidth tracking, and firewall rule management. Enables users to query security alerts, analyze network flows, monitor device status, and manage firewall configurations through natural language.
Calibrated probability distributions from natural-language questions via REST and MCP.
A Python-based MCP server that allows users to create, read, and manage digital sticky notes with Claude integration for AI-powered note summarization.
mcp-toolkittest
Enables AI assistants to interact with TestRail test management systems through comprehensive API integration. Supports retrieving and updating test cases, projects, suites, runs, and results, plus adding attachments and managing test data through natural language commands.
Native Claude Code integration for @annondeveloper/ui-kit — a zero-dependency React component library with 147 components, 3 weight tiers, physics-based animations, and OKLCH color system. Gives Claude deep awareness of the library's components, design patterns, and conventions. Includes 5 skills for component discovery, code generation, design system reference, tier selection, and accessibility
A Model Context Protocol server that allows AI assistants to discover, load, and process local documents on Windows systems, with support for multiple file formats and OCR capabilities for scanned PDFs.
Provides secure, read-only access to a PostgreSQL Hospital Management System through Claude Desktop. Enables querying doctor information, appointments, room status, and billing summaries using safe, parameterized queries.
Access Bugfender logs, crashes, devices, and user feedback from MCP-enabled clients.
7-stage AI pipeline MCP server: Intent→Context→Git→Decompose→Variants→Critique→Optimize
Enables ChatGPT Desktop to securely access and search local filesystem files through ngrok tunneling with whitelist-based directory protection and read-only operations.
A Model Context Protocol server that enables intelligent document search and retrieval from PDF collections, providing semantic search capabilities powered by OpenAI embeddings and ChromaDB vector storage.
Provides AI agents with structured access to U.S. EPA environmental data including nearby regulated facilities, chemical releases, water violations, and hazardous waste sites for any U.S. location. Enables comprehensive environmental impact analysis through the EPA Envirofacts API with geocoding support and distance-based filtering.
An MCP server that enables LLM clients to manage tasks, timers, and notes in Rhizm through natural language commands. It provides tools for task operations, time tracking, and note management via API integration.
An MCP server for weather information.
A server that implements Retrieval-Augmented Generation using GroundX and OpenAI, enabling semantic search and document retrieval with Modern Context Processing for enhanced context handling.
Enables AI assistants to fetch, explore, and analyze source code from any Python package on PyPI, including listing files, reading specific code, and searching packages across all published versions.
Universal AI agent registry, cross-protocol discovery, messaging, and payment routing.
Rain Elasticsearch MCP Server
LoopSense is an open-source MCP server that closes the feedback loop for AI coding agents — giving them real-time visibility into CI results, deployments, test outcomes, and file system changes.
MCP (Model Context Protocol) Server. Enables AI assistants to publish blog content to external platforms through a Python-based server with standard and local execution modes for automated content publishing workflows.
A simple demonstration MCP server that provides an echo tool and resource for learning how to build MCP servers. Serves as a starting point and template for creating custom MCP server implementations.
Shodan MCP Server – network reconnaissance, DNS operations, and vulnerability intelligence
Human-in-the-loop approval gate for AI agents. Your agent calls submit_approval before any irreversible action; a human reviews on a branded page; a signed webhook fires back with the decision.
Generate professional App Store screenshots by matching any top app's style.
Provides access to 47 AI-powered career tools for resume building, job tracking, ATS optimization, and interview coaching. It enables users to manage their job search, research companies, and negotiate salaries directly through an MCP-compatible AI assistant.
A robust Slack integration for MCP that enables AI agents to read message history, manage threads, post updates, and discover channels within a workspace.