Leaderboard/Google Cloud Run
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

Google Cloud Run

Deploy applications to Cloud Run

94/100
Operational Score
Score Breakdown
Availability30/30
Conformance30/30
Performance34/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
134.9ms
Conformance
Pass
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 92ms
Conformance
MCP initialize handshake + tools/list
Valid MCP server info returned, tools/list responded
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 134ms, task completion: 100%
Skills
get_service

Get info about a Cloud Run service, such as its URI and whether the deploy succeeded.

list_services

List Cloud Run services in a given Google Cloud project and region.

deploy_service_from_image

Deploy a container image from Artifact Registry or Docker Hub as a Cloud Run service.

deploy_service_from_archive

Deploy a Cloud Run service directly from a self-contained source code archive (.tar.gz), skipping the container image build step for faster deployment. The archive must include all dependencies: - For compiled languages (Go, Java), include pre-compiled binaries. - For scripting languages (Python, Node.js), include pre-installed libraries (e.g., vendor/, node_modules/). Deployment steps: 1. Package source code and dependencies into a .tar.gz archive (max 250MiB). It's recommended to create archive from the root of the application's source directory. 2. Upload the archive to a Google Cloud Storage bucket, preferably in the same region as the service. 3. Deploy to Cloud Run using this tool, specifying: - source_code: Google Cloud Storage object path to the archive (e.g., gs://bucket/object). - command: Command to start the application. - base_image_uri: Base image for the container (e.g., us-central1-docker.pkg.dev/serverless-runtimes/google-22-full/runtimes/go124). See https://docs.cloud.google.com/run/docs/configuring/services/runtime-base-images for options. The runtime picked should match the local environment. - args: (Optional) Arguments for the command. - env: (Optional) Environment variables (e.g., name: `PYTHONPATH`, value: `./vendor`). - ports: (Optional) Container ports to expose (defaults to 8080).

deploy_service_from_file_contents

Deploys a Cloud Run service directly from local source files. This method is suitable for scripting languages like Python and Node.js, of which the source code can be embedded in the request. This is ideal for quick tests and development feedback loops. You must include all necessary dependencies within the source files because it skips the build step for faster deployment. **Key Requirements:** 1. source_code: Should set to sourceCode.inlinedSource.sources with array of source files, each having `filename` and `content`. 2. Size limit: you are subject to total request size limit of 50MiB.

Tools
5 tools verified via live probe
verified 3h ago
Server: StatelessServerVersion: ESFProtocol: 2024-11-05
Recent Probe Results
TimestampStatusLatencyConformance
Apr 4, 2026success92.2msPass
Apr 4, 2026success83.6msPass
Apr 4, 2026success73.8msPass
Apr 4, 2026success69msPass
Apr 4, 2026success71.4msPass
Apr 4, 2026success78.1msPass
Apr 4, 2026success71.4msPass
Apr 4, 2026success74.5msPass
Apr 4, 2026success79msPass
Apr 4, 2026success83.5msPass
Source Registries
mcp-registry
First Seen
Mar 31, 2026
Last Seen
Apr 3, 2026
Last Probed
Apr 4, 2026