GCP MCP

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One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

TDQS

B3.3/5.0

Scored 2026-04-18 11:15 across 56 tools

Disambiguation4/5

Most tools have distinct purposes targeting specific GCP resources and actions, with clear boundaries between services like Compute Engine, Cloud Storage, IAM, and monitoring. However, some overlap exists between list_assets and other listing tools, and say_hello is an outlier that could cause confusion.

Naming Consistency5/5

Tool names follow a highly consistent verb_noun pattern throughout, such as create_instance, list_firewall_rules, get_bucket_details, and delete_object. The naming convention is uniform across all 56 tools, making them predictable and easy to understand.

Tool Count2/5

With 56 tools, the count is excessive for a single server, making it overwhelming and difficult for agents to navigate efficiently. While GCP is broad, this many tools suggests poor scoping and could lead to confusion or performance issues in tool selection.

Completeness4/5

The toolset provides comprehensive coverage across multiple GCP services, including authentication, compute, storage, networking, IAM, and monitoring, with CRUD operations for many resources. Minor gaps exist, such as missing update operations for some resources like firewall rules or service accounts, but core workflows are well-supported.