"Session" matching MCP servers:

Enables agents to verify postal addresses, email addresses, and phone numbers against Melissa's Global Verification APIs before acting on the data, including batch verification and a per-session call budget to prevent runaway costs.

Drive Esri's ArcGIS Pro from an AI agent — the ArcGIS Pro counterpart to QGIS MCP. A headless ArcPy CLI plus an in-process .NET 8 add-in that exposes the live Pro session as MCP tools (ping, zoom_to, query, run_gp, export_layout) so an agent drives the running project while you watch.

Enables interaction with Google Maps through a dedicated browser session, supporting searches, directions, map views, and Street View without requiring the Google Maps Platform API.

Enables natural-language control of a live ArcGIS Pro session, including layer management, geoprocessing, feature querying and editing, map layout export, and publishing hosted feature services.

Lets AI assistants control a live ArcGIS Pro session through arcpy, including layer management, attribute queries, geoprocessing, symbology, and export.

It enables MCP clients to execute ArcPy-based GIS workflows within configured permission and path boundaries, manage projects, maps, layers, layouts, data, spatial analysis, networks, and publishing. It can also attach to a live ArcGIS Pro session when explicitly requested, while failing closed for unauthorized or unintended operations.

Enables geospatial analysis by chaining MCP tools that resolve areas, select datasets, pull statistics, and generate insights, with session state passing data between tools.

Enables searching and exploring the AWS re:Invent 2026 session catalog by keyword or natural-language meaning, along with venue travel estimates and official AWS event links.

Enables clients to create, query and edit QGIS projects and vector data in an isolated, new headless PyQGIS process, exporting GeoJSON/GeoPackage, saving and reopening editable QGZ bundles, and rendering PNG maps through typed MCP tools. All operations are workspace-relative with strict path and geometry validation, and never attach to or modify a running QGIS desktop session.

MCP server that allows AI agents to control a live ArcMap session via arcpy, including listing layers, zooming, exporting maps, and viewing the canvas, specifically for legacy ArcMap 10.4-10.8.

Connects QGIS to any MCP-speaking AI agent, exposing 125 tools that let the agent manage layers, edit features, run processing algorithms, render and style maps, author layouts and atlases, query across layers with SQL, and administer the QGIS session. Works with any MCP client and QGIS 3.28–4.x.

Provides weather information tools including alerts for US states and forecasts by coordinates using the National Weather Service API. Uses streamable HTTP transport for scalable, multi-session connections.

Lets an AI agent search WeWork locations and availability, then book, list, and cancel hot desks using a self-hosted Cloudflare Worker that holds your own account session. Signed quotes, per-day and weekly caps, scoped API keys, a read-only kill switch, and an audit log keep the agent from spending anything you did not approve.

Enables Claude to autonomously purchase business location data and pay for it with USDC on Base via x402, while enforcing per-call and per-session spending limits.

Enables ChatGPT users to explore a read-only US Census county atlas through MCP tools: select a county, ask questions about it, look up real Census town and place anchors, render voxel-style county maps with pan/inspect/pin interactions, and keep session-only notes in the chat. Covers the playable Riverside/Eastvale slice plus generated maps for all 3,222 supported counties, with honest labeling of generated geography outside the curated area.

Drives a live ArcGIS Pro session from Claude via arcpy, enabling layer listing, dataset description, geoprocessing, and project inspection directly against an open project.

Lets MCP clients inspect and manipulate the project open in the desktop application, including layers, geoprocessing, styles, and map/layout exports, all through tools that run inside the live QGIS session.

Enables agents to query live surf-break conditions, run what-if tide and engine evaluations, and create, update, log, export, or verify sealed session records through typed JSON-RPC tools.

An MCP server that provides real-time surf intelligence, including wave quality scoring, beach discovery, session planning, and forecast analysis across 12+ global data sources. It turns AI assistants into surf-savvy copilots for finding the perfect wave.

On-demand live vision MCP for AI agents — open a session at a lat/lng, receive a JPEG snapshot or WebRTC stream, settled per-second in USDC on Base. Four tools (get_session, get_frame, get_stream_url, cancel_session); currently Base Sepolia testnet.