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Scored across 34 tools
Many tools are distinct, but several retrieval surfaces overlap: get_network_har_file and filter_har_data both filter HAR data with nearly identical parameters, job retrieval is split across get_recent_jobs, get_job_details, get_real_device_jobs, get_specific_real_device_job, and lookup_jobs_in_build, and device listing is split across get_devices_status and get_private_devices. Detailed descriptions mitigate much of the confusion, especially the VDC-vs-RDC guidance, but an agent can still misselect among similar tools.
Tool names consistently use snake_case with a verb-like prefix such as get_, lookup_, list_, upload_, update_, or filter_. There are minor deviations between get_/lookup_/list_ for read operations, but the pattern is predictable and no camelCase or chaotic naming is present.
With 34 tools, the surface is heavy for an MCP server and includes many narrowly scoped retrieval endpoints. While Sauce Labs is a broad platform, several tools are close variants and the count exceeds the comfortable 3-15 range, making navigation and selection harder.
The tool set covers many important Sauce Labs domains: jobs, builds, assets, logs, HAR data, tunnels, storage, users, teams, service accounts, and devices. However, it is mostly read-oriented and lacks obvious lifecycle operations such as deleting storage files, starting/stopping tunnels, canceling jobs, or managing users and teams beyond lookup/read.