Discover Awesome MCP Servers

SQL MCP

Enables AI agents to explore MySQL database schemas as structured models, inspect tables, columns, keys, revisions, and generate migration scripts through a read-only interface that never exposes row data or write access.

Claude Persistent Memory

Gives Claude Code long-term memory that persists across sessions via hybrid BM25 and vector semantic search, with multi-project isolation.

Stock Valuation MCP Server

Provides professional-grade financial analysis tools for Thai stock markets, including PE Band Analysis, DDM, DCF valuation models, real-time SET Watch API data, complete financial statements, and historical ratio analysis with investment recommendations.

Twinmotion MCP

Enables importing Revit models, setting environments, rendering images, and exporting walkthrough videos via the Twinmotion rendering pipeline through APS.

Telecom Event Oracle

Provides real-time LNP/WLNP (Wireless Local Number Portability) and LRN auditing. Features specialized congestion logic for 2026 global events. Essential for routing agents managing wireless and wireline transit.

Customer Reminder MCP

Enables automated customer reminder management by integrating with Google Sheets to read customer data and sending scheduled email reminders based on due dates. Supports personalized email templates, intelligent scheduling, and duplicate prevention with Gmail SMTP integration.

smart-retail-mcp

MCP server that provides predictive inventory analysis tools to AI agents, including current stock, sales velocity, and replenishment alerts.

brave-devtools

MCP server that lets AI coding assistants control and inspect a live Brave browser using DevTools for automation, debugging, and performance analysis.

Atlas Docs MCP Server

Provides AI assistants with up-to-date documentation for popular libraries and frameworks, enabling them to generate more accurate code using less common or newly released libraries.

Happy Line MCP Server

Automatically generated MCP server that provides tools to interact with the Happy Line API, including operations defined by the Postman collection.

gupy-candidate-mcp

MCP server that converts Gupy job listings into structured data, candidate fit analysis, and preparation templates for AI clients, enabling candidates to better understand and apply to jobs with AI assistance.

mcp-feedback-enhanced-community-fix

A community-maintained fix for the MCP Feedback Enhanced server, resolving image attachment serialization, web panel 500 errors, and extending default timeout for long-running feedback sessions.

india-stack-mcp

Enables AI agents to manage Indian enterprise systems by providing tools for accounting (TallyPrime), invoicing (Zoho Books), and GST compliance (validation, e-invoice generation, and GSTR-2B reconciliation), with dry-run-first writes and an audit trail.

pirate-borg-mcp

An MCP server for generating Pirate Borg NPCs with procedurally rolled stats, allowing LLMs to create stat-accurate characters using the rulebook's tables.

protolint-mcp

protolint-mcp

google-drive-mcp

Google Drive MCP server that enables file management, conversion of spreadsheets to live Google Sheets, sharing, and downloading. Designed for collaborative review workflows.

SENATRAN: Meus Veículos - Possuidor (Listagem)

Read-only MCP server for querying official Brazilian SENATRAN vehicle data for a possessor, enabling listing/consultation of vehicles through natural language in any MCP-compatible client.

Thrixel MCP Server

Enables AI agents to create, edit, detail, and download game-ready 3D models through natural conversation, with visual feedback on each result.

Marvin MCP

Official Model Context Protocol server for Marvin CMS, enabling AI clients to read workspace info, entries, collections, assets, and resources via tools, resources, and prompts.

mcp-server-codegraph

Generates and queries a graph representation of a codebase to identify entities and their relationships, such as function calls and inheritance. It supports multiple languages including Python, JavaScript, and Rust to help users navigate and understand complex code structures.

Ceph MCP Server

A Model Context Protocol server that enables AI assistants to interact with Ceph storage clusters through natural language, making storage management more accessible and intuitive.

notary-mcp

An MCP approval gate that ensures agents execute only human-approved, hash-verified actions, providing fail-closed consent for consequential operations.

atualizacao-monetaria

MCP server that updates judicial and non-judicial credits by applying the applicable normative rules per period, producing month-by-month calculation details with source indices. It also verifies calculations against official tables and can identify common errors in opposing party's calculations.

Pure Agentic MCP Server

A Model Context Protocol implementation with a modular architecture that exposes capabilities through specialized agents, enabling seamless integration with Claude Desktop and web applications.

logictree

Enables hierarchical problem analysis using logic trees with MECE validation, hypothesis generation, and feasibility assessment for structured decision-making.

claude-bridges

MCP servers that let Claude Code delegate to other coding CLIs (Copilot, Codex, Gemini) for cross-model second opinions, structured reviews, and multi-engine consultations.

MoEngage Documentation MCP Server

Provides comprehensive access to MoEngage documentation from developers, help, and partners portals with full-text search, automatic updates, and intelligent filtering by platform, category, and source.

photoshop-mcp-pro

A professional MCP server that lets AI assistants directly control Adobe Photoshop for document creation, layer management, filters, adjustments, shapes, text, and design intelligence like palette generation and font pairing.

google-play-analytics-mcp

An MCP server that exposes Google Play Console analytics to AI agents, including store-listing acquisitions by traffic source, installs, uninstalls, ratings, crashes, subscriptions, and reviews by reading bulk CSV reports from Cloud Storage.

SearXNG-MCP

Enables web search through a SearXNG instance via MCP, returning search result summaries.