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MCP servers and skills: search, filter by where they run, and compare.
MCP servers and skills: search, filter by where they run, and compare.
Name built-and-lowered SQL units "queries", not "asts"
OfficialRuleApache-2.0★ 415 in collectionNo key
Write Prisma Next queries for Postgres, SQLite, or Mongo — pick a lane (Postgres/SQLite `db.orm.<Model>` + `db.sql.<table>`; Mongo `db.orm.<root>` + `db.query.from(...)` pipeline builder), filter / pr
OfficialSkillApache-2.0★ 415 in collectionNo key
Provides data-retrieval best practices, tool selection guidance, and performant SQL query syntax for BigQuery telemetry across INFORMATION_SCHEMA, Cloud Monitoring, and the REST API. Use when the tele
in the skill textfetch is already known, selecting telemetry tools, writing performant INFORMATION_SCHEMA queries, retrieving telemetry for diagnosing single-job performance bottlenecks, investigating slot contention, job concurrency and
OfficialSkillApache-2.0★ 21k in collectionNo key
Load this guide when db.ts imports from @prisma next/mongo/runtime .
OfficialInstructionsApache-2.0★ 415 in collectionNo key
Generates Logging Query Language (LQL) queries for Cloud Logging on Google Cloud from natural language. Use this skill when you need to query log data or when you are debugging issues. You can filter
OfficialSkillApache-2.0★ 21k in collectionNo key
Load this guide when db.ts imports from @prisma next/postgres/runtime .
OfficialInstructionsApache-2.0★ 415 in collectionNo key
Generates Cloud Monitoring Server-Driven UI (SDUI) Widget and XyChart Protocol Buffer textprotos on Google Cloud from resolved PromQL or ListTimeSeries queries. Use when: - Generating valid google.mon
OfficialSkillApache-2.0★ 21k in collectionNo key
Provides workflows to optimize BigQuery environments (capacity planning, editions), storage assets (partitioning, clustering, storage lifecycles, billing models), and SQL queries. Use when optimizing
OfficialSkillApache-2.0★ 21k in collectionNo key
Generates valid PromQL queries from Cloud Monitoring metric descriptors and resource parameters. Use when asked to create, generate, write, or format PromQL queries, PromQL strings, or PromQL aggregat
OfficialSkillApache-2.0★ 21k in collectionNo key
Guides Qdrant query throughput (QPS) scaling. Use when someone asks 'how to increase QPS', 'need more throughput', 'queries per second too low', 'batch search', 'read replicas', or 'how to handle more
OfficialSkillApache-2.0★ 256 in collectionNo key
Leverages BigQuery's built-in machine learning and GenAI capabilities for advanced data analytics. Use when you need to write SQL queries that perform time-series forecasting, predict values, detect o
OfficialSkillApache-2.0★ 21k in collectionNo key
Grafana Loki log aggregation and LogQL query language. Covers LogQL syntax (log queries, metric queries, label matchers, line filters, parsers: json/logfmt/pattern/regexp/unpack, label filters, line_f
OfficialSkillApache-2.0★ 285 in collectionNo key
Queries and retrieves active security findings, external exposures, toxic combinations, vulnerabilities, threats, and sensitive data risks from Security Command Center on Google Cloud. Use when retrie
OfficialSkillApache-2.0★ 21k in collectionNo key
Check progress for a detached KERMT run (pretrain, finetune, or any kermt_run_detached invocation). Reads run.json, queries docker for container state, tails the pretrain/finetune log, and parses prog
OfficialSkillApache-2.0★ 3.6k in collectionNo key
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
OfficialSkillApache-2.0★ 21k in collectionNo key
Retrieve, query, and identify relevant Cloud Monitoring metric descriptors on Google Cloud for a service or resource (such as Compute Engine, Spanner, BigQuery, Cloud Run, Cloud SQL, Pub/Sub, Cloud St
in the skill textthis skill to identify the most relevant Cloud Monitoring metric descriptors. It queries all metric descriptors for a target service from the API and filters them
OfficialSkillApache-2.0★ 21k in collectionNo key
Expert guidance for proactive threat hunting in Google SecOps. Use when proactively hunting for threats, retroactively analyzing indicators of compromise (IoCs), performing prevalence searches across
in the skill textMITRE ATT&CK techniques, or detecting behavioral and statistical outliers using UDM queries. Don't use for incoming alert triage (use secops-triage), active incident response
OfficialSkillApache-2.0★ 21k in collectionNo key
Assists in provisioning instances and databases, designing performant schemas, and querying data in Spanner. Use when designing primary keys, writing SQL queries or client library code, or diagnosing
OfficialSkillApache-2.0★ 21k in collectionNo key
Manages datasets, tables, and jobs in BigQuery. Use when you need to interact with BigQuery, run SQL queries, manage BigQuery resources (datasets, tables, views), or perform basic data ingestion and a
OfficialSkillApache-2.0★ 21k in collectionNo key
Expert evaluator for Grafana Loki label strategy. Audits, designs, and improves label schemas using cardinality scoring, access-pattern alignment, static vs. dynamic label rules, and consistency check
in the skill textdesign, or improve a Loki label strategy — or asks why their Loki queries are slow. # Loki Label Strategy Evaluator You are an expert in Grafana Loki
OfficialSkillApache-2.0★ 285 in collectionNo key
Provides diagnostic workflows and step-by-step root-cause analysis procedures for actively broken, failing, or slow BigQuery jobs, execution graph and query plan stage bottlenecks, system performance
in the skill textquery (use bigquery-observability). # BigQuery Troubleshooting ## Prerequisites & Environment Setup Before running diagnostic queries or investigating incident telemetry: 1. **Google Cloud SDK**: Ensure the Google Cloud SDK
OfficialSkillApache-2.0★ 21k in collectionNo key
Use when working in a project that depends on @prisma/orm-postgres, @prisma/orm-sqlite, or @prisma/orm-mongo (Prisma 8, formerly Prisma Next): editing contract.prisma or a contract.ts builder, running
in the skill textcontract emit`, planning or applying migrations, editing migration.ts, writing db.orm / db.sql / db.query queries, wiring db.ts or middleware, integrating a build tool, using the Supabase extension
OfficialSkillApache-2.0★ 48k in collectionNo key
Summarizes data lineage graphs on Google Cloud to help users debug data quality issues and understand data provenance for BigQuery and Cloud Storage. Use when summarizing upstream and downstream data
in the skill textdata as an intuitive Markdown report. Don't use for generic BigQuery queries, editing lineage relationships, or downstream deprecation. Don't use for downstream blast-radius
OfficialSkillApache-2.0★ 21k in collectionNo key
Sparse4D for multi-camera temporal 3D object detection and tracking. Uses sparse queries with deformable attention across camera views and time for end-to-end 3D perception, with an instance bank for
OfficialSkillApache-2.0★ 3.6k in collectionNo key
Troubleshoots Google Cloud Gemini Enterprise Agent Platform issues (Agent Gateway, Registry, Identity, Policies, Model Armor, Identity-Aware Proxy (IAP)). Use when agent requests fail with 403 (especi
in the skill textUse when agent requests fail with 403 (especially unauthorized egress), Agent Runtime queries return 500, or gateway/IAP logs show permission errors. Don't use for general
OfficialSkillApache-2.0★ 21k in collectionNo key
Diagnoses and fixes slow Qdrant search. Use when someone reports 'search is slow', 'high latency', 'queries take too long', 'low QPS', 'throughput too low', 'filtered search is slow', or 'search was f
OfficialSkillApache-2.0★ 256 in collectionNo key
An evaluation suite for AI agent skill triggering and collision detection
in the skill textskill-reach` measures the discovery and selection phase: determining whether incoming user queries route to the appropriate skill, execute required multi-step tool handoffs, and avoid
OfficialSkillApache-2.0★ 11No key
OneFormer for universal image segmentation. Unifies panoptic, instance, and semantic segmentation with a single architecture using task-conditioned queries. Use when training, evaluating, exporting, q
OfficialSkillApache-2.0★ 3.6k in collectionNo key
Diagnoses Google Ads account performance issues such as conversion loss (value or volume), low lead flow/volume, and lost impression share (opportunities) due to ad rank, bids, or budgets. Use when tr
in the skill textissues. ## Workflows ### Identifying Active Client Accounts Most diagnostics tasks require sending GAQL queries to a specific customer account. If the customer ID is not explicitly provided
OfficialSkillApache-2.0★ 21k in collectionNo key
Set up Grafana Cloud Database Observability for MySQL and PostgreSQL — enables `pg_stat_statements` / Performance Schema, creates a least-privilege monitoring user, configures the `database_observabil
in the skill textexplain plans + RED metrics + schema details to Grafana Cloud, and correlates slow queries with application traces via `db.statement` / `db.system` OTel attributes. Use when monitoring database performance
OfficialSkillApache-2.0★ 285 in collectionNo key
Designs a tailored multi-product agentic data science architecture on Google Cloud that incorporates opinionated best practices. Use when architecting multi-product solutions for agent-based data anal
in the skill textagent-based data analytics or ML workloads. Don't use for simple queries, non-agentic pipelines, general cloud reviews, or writing agent code. # Data science workflow
OfficialSkillApache-2.0★ 21k in collectionNo key
Provides safety-critical validation, guardrails, and data reduction for gcloud CLI operations across Google Cloud Platform (GCP) services and infrastructure. Use when planning, generating, constructin
in the skill textcreate`) before proposing or executing the final > command syntax. > > 2. **Planning & Strategy Queries**: When asked for a plan, strategy, or next > steps to achieve a user
OfficialSkillApache-2.0★ 21k in collectionNo key
Use for VSS alert workflows — real-time monitoring, Alert-Bridge subscriptions, Slack notifications, incident queries, camera onboarding. Not for non-alert analytics.
OfficialSkillApache-2.0★ 3.6k in collectionNo key
Diagnoses GKE JobSet interruptions, restarts, and preemptions for AI/ML training workloads autonomously. Use when troubleshooting JobSet restart loops, spot VM preemptions, node readiness failures, ho
in the skill textenabled for the Google Cloud Project. - **Autonomous & Sandbox Execution Rule**: If API queries, tools, or commands encounter `403 Permission Denied`, authentication errors, or network isolation
OfficialSkillApache-2.0★ 21k in collectionNo key
Optimizes GKE costs, rightsizes workloads, and configures Spot VMs, CUDs, cost allocation, and resource quotas. Use when optimizing GKE cluster or workload costs, configuring GKE cost allocation or qu
in the skill textlabels, inspect live cluster utilization (`kubectl top`), or run historical cost breakdown queries in BigQuery (`bq`), use the **`gke-cost-analysis`** skill. Once tracking is active
OfficialSkillApache-2.0★ 21k in collectionNo key
Manage and query Agent Platform RAG Engine Corpora and retrieve grounded contexts using the Google GenAI SDK. Use when listing RAG corpora or files, inspecting a corpus, retrieving contexts, or genera
in the skill textcontent grounded in a RAG corpus. Do not use for standard database queries (use SQL/Spanner skills), Google Workspace RAG, or other RAG products like gRAG. # Agent
OfficialSkillApache-2.0★ 21k in collectionNo key
Translates Snowflake dbt SQL models to Standardized BigQuery SQL. Handles SQL compilation, Jinja macro placeholder masking, BigQuery Translation Service migration workflows, AST-based config transform
in the skill textmodels to Google Cloud BigQuery. Don't use for generic BigQuery queries or non-Snowflake SQL migrations. # dbt Snowflake to BigQuery Translator You are responsible for
OfficialSkillApache-2.0★ 21k in collectionNo key
Generates Terraform HCL configurations for Cloud Monitoring notification channels (`google_monitoring_notification_channel`) and adds notification channels to alerting policies (`google_monitoring_ale
in the skill textalerting policy conditions, selecting metric descriptors, or writing PromQL or Monitoring Filter queries. # Cloud Monitoring Notification Channels Configuration ## Context Provided * **Terraform Only**: Write the generated observability
OfficialSkillApache-2.0★ 21k in collectionNo key
Evaluate whether an existing hot path is a credible NVIDIA Warp candidate. Use for irregular or spatial queries, particle or geometry simulation, branch-heavy loops, many small launches, host fallback
OfficialSkillApache-2.0★ 3.6k in collectionNo key
Build with Aurora DSQL — manage schemas, execute queries, handle migrations, diagnose query plans, diagnose cluster performance, load data, and develop applications with a serverless, distributed SQL
OfficialSkillApache-2.0★ 918 in collectionNo key
Guides Qdrant scaling decisions. Use when someone asks 'how many nodes do I need', 'data doesn't fit on one node', 'need more throughput or QPS', 'CPU is pegged / can't keep up with the request rate',
in the skill textdata outgrew one node | `scaling-data-volume/SKILL.md` | | Cannot handle enough parallel queries, need higher QPS or throughput | `scaling-qps/SKILL.md` | | Can't hold the request
OfficialSkillApache-2.0★ 256 in collectionNo key
Perform code reviews following Sentry engineering practices. Use when reviewing pull requests, examining code changes, or providing feedback on code quality. Covers security, performance, testing, and
in the skill textissues, out-of-bounds access - **Performance**: Unbounded O(n²) operations, N+1 queries, unnecessary allocations - **Side effects**: Unintended behavioral changes affecting other components - **Backwards compatibility**: Breaking
OfficialSkillApache-2.0★ 1.1k in collectionNo key
Constructing prefetch queries for hybrid retrieval, including sparse/dense and multi-field setups, and choosing a sparse embedding model. Use when someone asks 'dense and sparse in one search?', 'how
OfficialSkillApache-2.0★ 256 in collectionNo key
Diagnoses Qdrant production issues using metrics and observability tools. Use when someone reports 'optimizer stuck', 'indexing too slow', 'memory too high', 'OOM crash', 'queries are slow', 'latency
OfficialSkillApache-2.0★ 256 in collectionNo key
Find an eve Agent Run from a run ID, project, request reference, or approximate time using authorized evidence available to the consumer.
in the skill textavailable owner-scoped, time-bounded observability or warehouse evidence across projects. Keep queries bounded and resolve identifiers rather than guessing them. 5. Prefer an exact trace
OfficialSkillApache-2.0★ 5.6k in collectionNo key
Track whether a brand and its competitors get cited or mentioned across Google AI Overviews, Google AI Mode, ChatGPT Search, Perplexity, Microsoft Copilot, and Google Gemini for a defined set of promp
in the skill texteverything on a schedule. --- ## Workflow A — Competitor Prompt Discovery **Goal:** Find which queries surface a competitor in AI search answers, so you know which prompts are
OfficialSkillApache-2.0★ 275 in collectionNo key
Build and troubleshoot Cloudflare Basin analytics workflows with Basin Pipelines, Basin Catalog, and Basin SQL. Use for streaming data into R2 Iceberg tables, managing catalogs, or querying those tabl
in the skill textBasin ingests and transforms events, manages Apache Iceberg tables in R2, and queries them with distributed SQL. Start with the Basin overview and retrieve the relevant
OfficialSkillApache-2.0★ 3.1k in collectionNo key
Query Auto Ontology and validate generated SQL, rows, and answers. Use for MCP or REST access, readiness, authentication, conversations, and grounded questions.
in the skill textAuto Ontology grounded queries ## Purpose Query the current Auto Ontology implementation from an agent without prescribing a harness, SDK, or LangGraph template. Typed workflow artifacts, statuses
OfficialSkillApache-2.0★ 3.6k in collectionNo key
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