"Understanding File Usage" matching MCP servers:

Enables MCP-capable agents to search, filter, inspect, and download illustration works from Pixiv, with tag-based AND queries, content controls, session deduplication, and local file paths.

Provides access to Iconify's 200,000+ open source vector icons from 200+ icon sets, enabling search, browsing, and retrieval of icon data with framework usage examples.

Enables local evaluation and revision comparison of how audience attention, curiosity, surprise, understanding, fatigue and mixed emotions evolve through a creative work, based on time-ordered cue annotations rather than automatic media analysis. Also exposes audience-panel weighting, sensitivity checks, dataset inspection, calibration fitting/application and parameter tuning, all computed from supplied objects without external calls.

MCP server that enables searching books by author via Open Library API and searching keywords inside local text files.

Enables an assistant to search and read AtoM archival catalogue records, including their hierarchy, authority records, images and file text, and to propose improvements such as access points, relationships, descriptions, transcriptions and translations. Every proposal is queued for archivist review and nothing changes until approved.

Enables AI agents to search seven open media collections for reusable images, artworks, HDRIs, textures and 3D models, keeping only items whose own licence record clearly permits reuse. Returns ready-to-use attribution credit lines and can download the selected files with a generated credits file.

A Wikimedia Commons MCP server enabling search, file metadata retrieval, category browsing, and random image selection through natural language.

Enables MCP-compatible clients to search Commons media, inspect file reuse and licensing details, and retrieve Wikipedia article extracts over local stdio.

Provides access to the FBI National Stolen Art File (free, no auth) for querying stolen art data through natural language.