Discover Awesome MCP Servers

mcp-feedback-enhanced

MCP server that establishes feedback-oriented development workflows with dual Web UI and desktop application interfaces, enabling AI to confirm with users via prompts and real-time feedback to reduce speculative operations and improve efficiency.

codex-bridge

MCP server that lets Claude Code ask GPT Codex for adversarial planning, code review, debugging, research, and risk triage without leaving your project workflow.

Torify — Japanese Locale APIs for AI Agents

Torify gives AI agents the Japanese locale primitives that standard libraries lack — imperial era date conversion (wareki), qualified invoice number validation with NTA registry lookup, corporate number lookup (法人番号), postal code resolution, name romanization (Hepburn), and kanji-to-kana conversion via Yahoo! JLP. 31 endpoints total. No authentication required for MCP. Pay-per-call $0.02/call via

ASF Policy MCP

MCP server for answering questions about Apache Software Foundation policies, offering tools to list, retrieve, and search policy documents on releases, licensing, branding, security, infrastructure, and incubator topics.

🔒 MCP Server Authentication Reference Collection

🔒 Reference MCP servers that demo how authentication works with the current Model Context Protocol spec.

LaunchFrame MCP

Provides AI agents with architectural knowledge and scaffolding tools for LaunchFrame projects, covering patterns for authentication, queues, webhooks, and module structures. It enables agents to retrieve project-specific implementation details and generate code snippets on demand to maintain consistency.

NLSQL MCP Server

A Node.js package that provides a Model Context Protocol server for converting natural language questions into SQL queries using AI-powered multi-agent systems.

Supabase MCP Server

Enables Claude to fully manage self-hosted Supabase instances, covering authentication, database, storage, edge functions, and more.

co-reading-mcp

A local MCP server for low-token co-reading: import a book, split it into chapter-sized chunks, read it chunk by chunk, and keep notes so a session can resume without re-reading the whole book.

YouTube Video Summarizer MCP Server

Extracts captions, metadata, and descriptions from YouTube videos to enable AI assistants to summarize their content.

MCP Inventory Manager

An AI-powered inventory management system with a natural language interface, enabling CRUD operations on items and suppliers, stock transfers, and supplier management via MCP tools.

cerata-mcp-server

Enables hunting and analyzing GitHub repositories, extracting code patterns as live MCP tools (nematocysts) through the Rose Glass perception engine.

Frankfurter MCP

Provides access to currency exchange rates and conversion tools using the Frankfurter API, including latest rates, historical data, and time series from sources like the European Central Bank.

OnSecurity MCP Server

OnSecurity MCP Server

Agent Orchestration

A Model Context Protocol (MCP) server that enables multiple AI agents to share memory, coordinate tasks, and collaborate effectively across IDEs and CLI tools.

Moondream MCP Server

Provides AI-powered image analysis capabilities including captioning, visual question answering, object detection, and coordinate pointing for both local files and remote URLs through the Moondream vision language model.

MCP Server Starter

A minimal MCP server with calculator and memory store tools, ready to use with Claude Desktop and Claude Code.

niaid-data-mcp-server

Enables searching the NIAID Data Ecosystem for biomedical research resources including datasets, clinical studies, and publications using Elasticsearch queries.

justetf-mcp

Provides read-only access to justETF data including ETF search, profiles, charts, comparisons, and live quotes via MCP tools.

Agent Rate Limiter MCP

Fleet-wide shared rate limiter for A2A + multi-MCP deployments, providing a shared counter with sliding window, concurrency grants, and signed enforcement attestations.

angr-mcp

Exposes angr binary-analysis capabilities (symbolic execution, taint analysis, CFG recovery) as MCP tools for vulnerability exploration and exploit development.

Tripura Board of Secondary Education MCP Server

An MCP server for interacting with the Tripura State Board of Secondary Education API, auto-generated using AG2's MCP builder to enable conversational access to education data.

api-caller-mcp

MCP server for making API calls with authentication support. Allows configuring multiple API endpoints and performing GET, POST, PUT, DELETE requests, including form data and file uploads.

Mail MCP Tool

An MCP-based email tool that enables AI models to access email services through standardized interfaces, allowing AI assistants to perform various email operations like sending emails, reading inboxes, and handling attachments.

Naver Real Estate MCP

Enables automated collection of apartment listing data from Naver Real Estate using Playwright browser automation with passive network response capture. Provides MCP tools to search complexes, resolve property identifiers, and extract normalized listing information including duplicate properties.

MCP Chat Support System

A comprehensive customer support platform featuring real-time messaging, knowledge base management, and a multi-tenant architecture with both React frontend and Node.js backend.

MCP Public APIs

An MCP server that indexes the public-apis catalogue, allowing LLMs to search and filter over 1,400 public APIs by category, authentication type, and technical requirements. It facilitates precise API discovery for developers by providing tools to query specific features like HTTPS support and CORS compatibility.

Cisco Catalyst Center MCP Server

A server that wraps Cisco Catalyst Center APIs into tools accessible via the Model Context Protocol, allowing AI agents to discover and execute network management operations.

Local DevOps MCP Server

Enables Docker container management through natural language conversations, including deployment, health monitoring, dependency resolution, auto-redeployment on file changes, and environment snapshots.