"Understanding File Usage" matching MCP connectors:

Find fresh, source-backed rare and one-of-one products at independent retailers.

IPInfo MCP — wraps ipinfo.io (free tier, no auth required for basic usage)

Reference vehicle prices in Brazil (FIPE table), cars, motorcycles and trucks. Browse by brand/model

IP Lookup MCP — ip-api.com (free, no auth for basic usage)

Wikimedia Commons file/image/audio/video search via MediaWiki Action API

Reduces AI Agent token usage by 40% via three-stage SOP workflow.

The high-surprisal facts AI models miss — an accurate, up-to-date understanding of world state.

Team knowledge base for snippets, API calls and docs. Agents search and file items; humans review.

Pre-computed market data that improves agent reasoning, reduces token usage, and replaces pipelines.

Digital asset management platform with AI-powered file search, semantic similarity, workspace management, folder trees, notes, and persistent memory. 59 tools. Connect with your Razuna access token.

The Box MCP server is a secure gateway that connects external AI agents to enterprise content stored in Box, enabling agent-based document access, advanced search, and multi-file analysis while preserving Box security policies. It provides capabilities including keyword search, Box AI-powered Q&A across files, metadata extraction, file management, and authentication, all validated against Box's granular permission controls. The server integrates with major AI platforms like Anthropic Claude, Microsoft Copilot Studio, and Mistral Le Chat, and is available both as a Box-hosted remote server and a self-hosted open-source Python project.