Guides Qdrant scaling decisions. Use when someone asks 'how many nodes do I need', 'data doesn't fit on one node', 'need more throughput', 'cluster is slow', 'too many tenants', 'vertical or horizontal', 'how to shard', or 'need to add capacity'.
Guides Qdrant data volume scaling decisions. Use when someone asks 'data doesn't fit on one node', 'too much data', 'need more storage', 'vertical or horizontal scaling', 'tenant scaling', 'time window rotation', or 'data growth exceeds capacity'.
Diagnoses and guides Qdrant horizontal scaling decisions. Use when someone asks 'vertical or horizontal?', 'how many nodes?', 'how many shards?', 'how to add nodes', 'resharding', 'data doesn't fit', or 'need more capacity'. Also use when data growth outpaces current deployment.
Guides sliding time window scaling in Qdrant. Use when someone asks 'only recent data matters', 'how to expire old vectors', 'time-based data rotation', 'delete old data efficiently', 'social media feed search', 'news search', 'log search with retention', or 'how to keep only last N months of data'.
Pull data from a web page. (gstack)
Guidance on how to upgrade your Qdrant version without interrupting the availability of your application and ensuring data integrity.
Assists in provisioning instances/tables, designing performant schemas, and querying data in Bigtable. Use when designing Bigtable row keys, configuring column families, writing SQL queries or client library code (Java, Go, Python) for Bigtable, or diagnosing performance/hotspotting issues. Also use when provisioning Bigtable clusters using gcloud or cbt CLIs. Don't use for generic Cloud SQL administration.
Interacts with Google Cloud services using the gcloud CLI safely and efficiently. Covers command validation, data reduction, safety guardrails with a denylist, and workflows for discovery and investigation. You MUST read this skill before invoking any gcloud command. Use when managing cloud resources, querying configurations, or troubleshooting issues via gcloud. Don't use when writing or debugging Google Cloud client library code or raw REST/gRPC API interactions.
Generates security-focused guidance for Google Cloud workloads based on the design principles and recommendations in the Google Cloud Well-Architected Framework (WAF). Use this skill to evaluate a workload, identify security requirements, and provide actionable recommendations for IAM, network security, data protection, and operational security.
First-pass review and redlining of commercial contracts against a standard clause library, rapid NDA triage, and data-privacy/compliance checks. Use this skill whenever the user uploads or pastes a contract, agreement, NDA, MSA, SOW, DPA, or any set of terms and asks to review, redline, mark up, "check," "flag risks," "look over," triage, or compare it against standard positions — even if they don't use the word "review." Also use when the user asks whether specific clauses (liability, indemnity, IP, termination, confidentiality, data protection) are acceptable or "market.
Turn raw notes, ticket/task data, metrics, and standup updates into polished, consistent status reports and executive summaries in a reusable house format. Use this skill whenever the user wants to write, draft, generate, or clean up a weekly status report, team/project update, exec or leadership summary, stakeholder update, or "what I did this week / where things stand" report — or asks to define a house format for reports, make last week's format consistent, or summarize progress for leadership. Trigger even when the user just pastes messy notes, a task export, or last week's report and says "turn this into an update," and even if they don't use the exact word "status report.
Diagnoses and fixes slow Qdrant indexing and data ingestion. Use when someone reports 'uploads are slow', 'indexing takes forever', 'optimizer is stuck', 'HNSW build time too long', or 'data uploaded but search is bad'. Also use when optimizer status shows errors, segments won't merge, or indexing threshold questions arise.