{"id":"gcp-python-client","name":"Google Cloud Python Client Libraries","homepage":"https://cloud.google.com/python/docs/reference","repo_url":"https://github.com/googleapis/google-cloud-python","category":"cloud-infrastructure","subcategories":["gcp","sdk","cloud-storage","compute","ai-ml"],"tags":["gcp","google-cloud","python","sdk","bigquery","pubsub","firestore","gcs","vertex-ai","cloud-infrastructure"],"what_it_does":"Google Cloud's Python client libraries covering 100+ GCP services including Cloud Storage, BigQuery, Pub/Sub, Firestore, Vertex AI, Cloud Run, and more. Each service has its own installable package. Agents use these libraries to interact with GCP infrastructure natively from Python.","use_cases":["Reading and writing data to Google Cloud Storage (GCS) buckets","Running BigQuery jobs for large-scale data analysis from agents","Publishing and subscribing to Pub/Sub for event-driven workflows","Interacting with Firestore for document storage in agent memory","Calling Vertex AI endpoints for LLM inference and embeddings","Managing Cloud Run jobs and container deployments","Using Secret Manager to securely retrieve credentials in agent workflows"],"not_for":["AWS-native infrastructure (use Boto3 instead)","Agents needing a single unified SDK (GCP requires per-service package installs)","Non-Python runtimes (use respective language client libraries)"],"best_when":"An agent operates in a GCP environment or needs to leverage Google Cloud services like BigQuery, Vertex AI, or GCS from Python.","avoid_when":"Your infrastructure is on AWS or Azure, or you want a single omnibus SDK rather than per-service packages.","alternatives":["boto3-sdk","azure-sdk-python","bigquery-api"],"af_score":80.1,"security_score":null,"reliability_score":null,"package_type":"mcp_server","discovery_source":["github"],"priority":"low","status":"evaluated","version_evaluated":"current","last_evaluated":"2026-03-01T09:50:05.607219+00:00","performance":{"latency_p50_ms":60,"latency_p99_ms":400,"uptime_sla_percent":99.95,"rate_limits":"Per-service: GCS 5,000 ops/s per bucket, BigQuery 300 API requests/100 seconds, Pub/Sub 10,000 publish requests/s","data_source":"llm_estimated","measured_on":null}}