Enables LLM agents to safely query educational administration databases through read-only MCP tools, enforcing SQL whitelisting, automatic LIMIT caps, parameterized queries, timeouts, token authentication, and audit logging.

Enables DNA sequence analysis and variant effect prediction using Evo2-7B via MCP tools, providing forward inference, likelihood scoring, and batch variant comparison through natural language.

Provides MCP tools to retrieve and analyze wellness metrics such as activity, blood pressure, glucose, heart rate, sleep, and SpO2 from the Sapphire Wellness App.

Provides four MCP tools for neural retrieval: personalized user recommendations, item-to-item similarity, cold-start text search, and explainable recommendation scores, enabling LLM agents to query a trained two-tower recommender over Amazon Reviews data.

Enables MCP-compatible clients to analyze TypeScript code by finding method references, dependency imports, and React component trees.

Meta Ads MCP server with 47 tools for campaigns, creatives, audiences, and insights.

MCP-native AI SRE: ask what's broken in production, get a reviewed GitHub fix PR.

Alpic Test MCP Server - great server!

MCP server registry — validated by live handshake, scored on reliability, monitored continuously.

Remote MCP server for China brand visibility, destination demand, and KOL discovery workflows.

HAPI MCP server: Dynamically exposes OpenAPI REST APIs as MCP tools for AI assistants

Rust MCP server and CLI for Unraid GraphQL, NAS, Docker, VM, and storage workflows.

Filtrix MCP for image/video generation. Portal: https://agent.filtrix.ai/

GoMarble MCP API Server

Gency AI product image generation - MCP server for Claude, Codex, Cursor, VS Code

GitHub's official MCP Server

MCP server for Microsoft 365 Copilot

Ruflo CLI - Enterprise AI agent orchestration with 60+ specialized agents, swarm coordination, MCP server, self-learning hooks, and vector memory for Claude Code

Mobile app automation and verification for AI coding agents. CLI, MCP server, and typed Node.js API for iOS, Android, HarmonyOS, TV, web, macOS, and Linux.

Extract any website's complete design system with one command. DTCG tokens, semantic+primitive+composite, MCP server for Claude Code/Cursor/Windsurf, multi-platform emitters (iOS SwiftUI, Android Compose, Flutter, WordPress), Tailwind v4, Figma variables, shadcn/ui, CSS health audit, WCAG remediation, Chrome extension. MIT, Playwright, Node 20+.

Exa MCP for web search and web crawling!

MCP plugin that saves 98% of your context window. Works with Claude Code, Gemini CLI, VS Code Copilot, OpenCode, and Codex CLI. Sandboxed code execution, FTS5 knowledge base, and intent-driven search.

Token conscious database MCP server for Postgres, MySQL, SQL Server, MariaDB, SQLite.

The missing open-source Kubernetes UI with a built-in MCP server for AI agents. See what's broken, why, and what changed. Issues, Topology, event timeline, Helm, GitOps, live service traffic, and cluster audits - all in one Go binary.