"Browser Automation" matching MCP servers:

Enables AI agents to research U.S. companies and associated people using official state registries and free regulatory datasets, with normalized evidence and optional browser automation.

MCP server for Finnish public procurement notices (Hilma). Enables searching and retrieving procurement notices directly from Claude without a separate browser.

Enables direct interaction with FamilySearch.org's shared Family Tree and historical records, including reading and adding people, facts, relationships, sources, notes, memories, record search, and image downloads, without needing a browser.

Gives AI assistants direct, on-demand access to McGill's public Visual Schedule Builder timetable data, letting them search course offerings, fetch sections and meeting times, check conflicts, and generate ranked schedule combinations without a login, API key, or browser session. Queries and schedule calculations run locally on structured results, with a short-lived cache for repeated requests.

Enables in-browser analysis of California county H3 hex datasets by exposing DuckDB-wasm tables over MCP tools for dataset listing and SQL querying, reached from a page-side agent loop over postMessage rather than HTTP. Results are computed in a Web Worker with external access disabled, so model-generated SQL stays confined to the loaded local tiles.

Enables AI agents to interact with Windows operating systems through native UI automation, file navigation, application control, and system commands. Provides seamless integration between LLMs and Windows environments for tasks like clicking, typing, launching apps, and capturing desktop state.

Enables users to generate printable 3D map models of any place on Earth from open data, including terrain, buildings, trees, water, roads, and fields, with options for tiles, colors, and browser previews via MCP tools.

Free remote MCP server for GIS/ArcGIS Online automation — coordinate/EPSG conversion, GeoJSON validation and geometry operations, ArcGIS FeatureServer inspection (feature count/query, schema, health check), and Shapefile/KML/GPX/WKT format conversion. Works with public ArcGIS layers without a token;

MCP server that wraps the Radio Browser API to search radio stations, list countries, and discover genres. Enables AI agents to find and browse radio stations without authentication.

Enables AI assistants and researchers to verify bibliographic records against multiple metadata sources and check metadata consistency using identifier-first and explainable multi-signal matching. It supports non-destructive updates, structured provider outcomes, and JSON output for automation.

MCP server for VedaApex search aggregation, providing unified search, browser search, health check, and chat tools via REST-compatible backend.

Enables AI assistants and automation to verify bibliographic records and metadata consistency across multiple sources with identifier-first lookup, explainable matching, and structured results.