Discover Awesome MCP Servers

metric-shift-mcp-server

Answers "sales dropped since last week — where?" by comparing a target period against a weekday-adjusted baseline and localizing which attribute combinations (e.g. channel=web, or Tuesday nights) explain the shift. Runs fully offline on your own CSV — no API key, no ML training, read-only.

OpenBrowser

Enables AI tools to browse the web as the user by providing access to a persistent browser session with logged-in accounts, supporting recipes for email, PRs, calendar, and more.

JAOT MCP Server

Exposes optimization solver tools to AI agents via the Model Context Protocol, enabling natural language problem solving.

CricketStudio MCP

29 MCP tools for IPL 2026, IPL historical (18 seasons), and Major League Cricket. Free, no API key.

AI Memory MCP

Persistent project memory MCP server for Claude Code that remembers development context across sessions, including features, fixes, notes, and standards.

IBM Content Services MCP Server

Enables AI models to interact with IBM FileNet Content Manager for document lifecycle management, metadata extraction, legal holds, and AI-powered search, summaries, and Q\&A.

DLBrowser

MCP server that gives AI agents reliable web access with self-healing, anti-bot bypass and clean content extraction. It provides 11 tools like fetch, scrape, and search, metered by credit with cost transparency.

Moodle MCP Server

Connects Moodle LMS with AI assistants through the Model Context Protocol, enabling users to interact with Moodle data via a conversational chatbot interface.

QR Forge MCP server

Enables AI agents to create and manage trackable QR codes (URLs, Wi-Fi, WhatsApp, etc.) via the QR Forge API.

SecureVibes MCP

Enables AI-powered security scanning of codebases through conversational analysis, allowing users to assess, threat model, code review, DAST test, and generate security reports using natural language with Claude.

pokemon-battle-mcp

A TypeScript MCP server for Pokémon Champions battle assistance, providing tools for meta analysis, Pokémon options, stat calculations, damage checks, and spread optimization.

FinanceNews MCP

Enables AI assistants to search and retrieve real-time financial news from Finnhub via natural language queries.

DrawArch MCP

Generates editable .drawio architecture diagrams from descriptions or reference images, with secure asset resolution, validation, and revision-based approvals.

youtube-live-mcp

Enables AI assistants to control YouTube Live Streaming, including creating broadcasts, managing chat, and monitoring stream health via MCP tools.

base-defi

MCP server to fetch DeFi yield opportunities on Base chain, including Aerodrome LP and Moonwell lending, with pay-per-call via x402 micropayments.

MCP Ambassador Server

Centralized authentication, authorization, and audit for MCP tools. One server governs every downstream MCP your organization uses.

MCP Orchestrator

A sophisticated server that coordinates multiple LLMs (Claude, Gemini, etc.) using the Model Context Protocol to enhance reasoning capabilities through strategies like progressive deep dive and consensus-based approaches.

GoHighLevel MCP Server

Connects Claude Desktop to GoHighLevel CRM, providing 269+ tools across 19 categories for complete contact management, messaging, sales, marketing, e-commerce, and business operations through AI automation.

mcp-context-guard

Compresses, deduplicates, and filters tool outputs to optimize token usage and context window for AI agents.

FastMCP MySQL Server

A secure and efficient MCP server for MySQL database operations, enabling LLMs to execute SQL queries with read-only access by default and optional write permissions.

matmcp

Enables LLM agents to run verified DFT materials workflows (structure fetch, relaxation, band/DOS) with automated convergence gates and physics validation, ensuring every result is machine-verified with a complete evidence trail.

sf-symbols-mcp

An MCP server that helps AI agents pick the right SF Symbol for a UI function without hallucinating symbol names, using layered retrieval and verified catalog entries.

llm-file-operations-agent

Enables natural language file operations and intelligent file analysis via MCP, supporting CRUD actions and multi-step reasoning for directory management.

staruml-controller-erd-mcp

An MCP server for AI assistants to programmatically create and manage Entity-Relationship Diagrams in StarUML, including full CRUD operations and PostgreSQL DDL generation.

thales-cdsp-crdp-mcp-server

Enables AI applications to protect and reveal sensitive data via Thales CipherTrust CRDP service, supporting bulk operations, versioning, and monitoring.

SERVER-MCP

On-server agent for managing PostgreSQL, Redis, Keycloak, and NGINX on Ubuntu infrastructure with real-time monitoring, automated maintenance, and distributed command execution.

fastmcp-endpoint-toolsets

A single FastMCP server that exposes multiple URL-scoped tool groups, allowing agents to access only relevant tools via separate endpoints, reducing context bloat and token costs.

Okta MCP Server

Enables LLM agents to manage Okta organizations through the Okta Admin Management APIs, supporting user provisioning, group management, and more via natural language.

lr-labs

Provides deterministic cross-border tax analysis by compiling law into machine-evaluable conditions, enabling assessments of permanent establishment, transfer pricing, and verification of tax research.

near-liquid-staking

A Model Context Protocol (MCP) server for interacting with liquid staking protocols on NEAR blockchain. Supports Meta Pool (stNEAR) and Linear Protocol (LiNEAR).