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

Exa MCP for web search and web crawling!

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.

Verified generative visualization for React and agents, with deterministic chart validation, repair, rendering evidence, and MCP.

Decision audit trail + persistent memory for AI trading agents. Outcome-weighted recall, tamper-evident SHA-256 chain with RFC 3161 anchoring, 20 MCP tools.

Calendar sync tool & universal calendar MCP server. Aggregate, sync and control calendars on Google, Outlook, Office 365, iCloud, CalDAV or ICS.

Fast, lightweight Firecrawl/Tavily alternative in Rust. Web scraper, crawler & search API with MCP server for AI agents. Drop-in Firecrawl-compatible API (/scrape, /crawl, /search). 2.3x faster than Tavily, 1.5x faster than Firecrawl in 1K-URL benchmarks. 6 MB RAM, single binary. Self-host or use managed cloud.

Klavis AI: MCP integration platforms that let AI agents use tools reliably at any scale

Self-hosted, secure tunnel server in Rust. Expose local HTTP/HTTPS/TCP/UDP services to the public internet via TLS-encrypted WebSocket. Open-source, pay-as-you-go managed option, MCP server for AI agents.

Local-first AI agent runtime with sandboxed sessions, MCP tools, memory, credentials, audit/replay, and a built-in console. Run OpenAI, Anthropic, MiniMax, DeepSeek V4, and OpenAI-compatible models on your infrastructure.