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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
Query and analyze data in Azure Data Explorer (Kusto/ADX) using KQL for log analytics, telemetry, and time series analysis. WHEN: KQL queries, Kusto database queries, Azure Data Explorer, ADX clusters
OfficialSkillMIT★ 1.6k 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
OfficialSkillMIT★ 40k 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
PostgreSQL-specific development assistant focusing on unique PostgreSQL features, advanced data types, and PostgreSQL-exclusive capabilities. Covers JSONB operations, array types, custom types, range/
in the skill textpatterns, and advanced capabilities. ## � PostgreSQL-Specific Features ### JSONB Operations ```sql -- Advanced JSONB queries CREATE TABLE events ( id SERIAL PRIMARY KEY, data JSONB NOT NULL, created
OfficialSkillMIT★ 40k in collectionNo key
Get best practices for Entity Framework Core
in the skill textowned entity types for value objects ## Performance - Use AsNoTracking() for read-only queries - Implement pagination for large result sets with Skip() and Take() - Use Include
OfficialSkillMIT★ 40k 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
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
OfficialSkillMIT★ 40k 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
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
OfficialSkillMIT★ 40k 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
Create tldr summaries for GitHub Copilot files (prompts, agents, instructions, collections), MCP servers, or documentation from URLs and queries.
OfficialSkillMIT★ 40k in collectionNo key
Discover existing cloud resources using Terraform Search queries and bulk import them into Terraform management. Use when bringing unmanaged infrastructure under Terraform control, auditing cloud reso
OfficialSkillMPL-2.0★ 894 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
PostgreSQL-specific code review assistant focusing on PostgreSQL best practices, anti-patterns, and unique quality standards. Covers JSONB operations, array usage, custom types, schema design, functio
in the skill textFROM orders WHERE data->>'status' = 'shipped'; -- No index support -- ✅ GOOD: Indexable JSONB queries CREATE INDEX idx_orders_status ON orders USING gin((data->'status')); SELECT * FROM
OfficialSkillMIT★ 40k 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
Systematic Power BI performance troubleshooting prompt for identifying, diagnosing, and resolving performance issues in Power BI models, reports, and queries.
OfficialSkillMIT★ 40k 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
List, find, and show Azure resources across subscriptions or resource groups. Handles prompts like \"list the websites in my subscription\", \"list my web apps\", \"show my app services\", \"list virt
in the skill textdisks, count resources by type, cross-subscription lookup, and Azure Resource Graph queries. DO NOT USE FOR: deploying/changing resources (use azure-deploy), cost optimization (use cost
OfficialSkillMIT★ 1.6k 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
Creates, manages, and queries Arize datasets and examples. Covers dataset CRUD, appending examples, exporting data, and file-based dataset creation using the ax CLI. Use when the user needs test data,
OfficialSkillMIT★ 40k 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
Integrate Microsoft Graph SDK into any project — .NET, TypeScript/JavaScript, or Python. Covers auth patterns (client credentials, OBO, managed identity), SDK setup, calling Graph APIs, batching, delt
in the skill textclient credentials, OBO, managed identity), SDK setup, calling Graph APIs, batching, delta queries, change notifications, throttling, and permission scopes. Use when accessing Microsoft 365 data (users
OfficialSkillMIT★ 40k 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
Grafana Labs' MCP server for dashboards, datasources, Prometheus and Loki queries, alerting, incidents and OnCall.
OfficialSkillApache-2.0★ 3.6kNeeds Grafana
Protocol for sending queries, delegating tasks, and sharing context between independent Squad instances across different repositories
OfficialSkillMIT★ 5.4k 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
Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'BM25 or sparse vectors?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from
in the skill textkeyword matching critical (brand names, SKUs), acronyms common. Skip when: pure semantic queries, all data in training set, latency budget very tight. - Dense + sparse with `prefetch
OfficialSkillMIT★ 40k in collectionNo key
Universal SQL code review assistant that performs comprehensive security, maintainability, and code quality analysis across all SQL databases (MySQL, PostgreSQL, SQL Server, Oracle). Focuses on SQL in
in the skill textquery = f"DELETE FROM orders WHERE user_id = {user_id}"; -- ✅ SECURE: Parameterized queries -- PostgreSQL/MySQL PREPARE stmt FROM 'SELECT * FROM users WHERE id = ?'; EXECUTE stmt USING @user
OfficialSkillMIT★ 40k 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
Expert Spring Boot 4 testing specialist that selects the best Spring Boot testing techniques for your situation with Junit 6 and AssertJ.
in the skill textTest Slice? | Scenario | Annotation | Reference | |----------|------------|-----------| | Controller + HTTP semantics | `@WebMvcTest` | references/webmvctest.md | | Repository + JPA queries | `@DataJpaTest` | references/datajpatest.md | | REST client + external APIs | `@RestClientTest` | reference
OfficialSkillMIT★ 40k in collectionNo key
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 fe
in the skill textUse when: data has natural time boundaries (daily, weekly, monthly). Preferred because queries span all time periods in one request without application-level fan-out. User
OfficialSkillMIT★ 40k in collectionNo key
ClickHouse's official MCP server for listing databases and tables and running read queries on ClickHouse.
OfficialPythonApache-2.0★ 887Needs ClickHouse
Query official Microsoft documentation to find concepts, tutorials, and code examples across Azure, .NET, Agent Framework, Aspire, VS Code, GitHub, and more. Uses Microsoft Learn MCP as the default, w
in the skill textThis is the primary tool for the vast majority of Microsoft documentation queries. | Tool | Purpose | |------|---------| | `microsoft_docs_search` | Search learn.microsoft.com — concepts, guides, tutorials, configuration | | `microsoft_code
OfficialSkillMIT★ 40k 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
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