mcpbeat

Databases Skills

1 633 database skills from 232 authors. They work on schemas, queries and moving data between them. Half of them fit into 2 236 tokens or less — that is what one costs your context window when the agent loads it. 285 ship runnable scripts rather than instructions alone. 7 of them cannot work without an MCP server, most often rube. We also found 383 copies of these same skills sitting in other people's repositories — counted once here, not 383 times.

1 633 unique 232 authors 712 updated this month 156 from vendors

2 236
tokens, median
what a typical one costs in context
285
ship scripts
code that runs, not instructions alone
7
need a server
most often rube
383
copies elsewhere
counted once here, not once per repository

673–720 of 1 633

page 15 of 35
Django Patterns
loulanyue

Django架构模式,使用DRF设计REST API,ORM最佳实践,缓存,信号,中间件,以及生产级Django应用程序。

5k tokens
Kotlin Exposed Patterns
loulanyue

JetBrains Exposed ORM 模式,包括 DSL 查询、DAO 模式、事务、HikariCP 连接池、Flyway 迁移和仓库模式。

5k tokens
Laravel Patterns
loulanyue

Laravel架构模式、路由/控制器、Eloquent ORM、服务层、队列、事件、缓存以及用于生产应用的API资源。

3k tokens zh
Postgres Patterns
loulanyue

用于查询优化、模式设计、索引和安全性的PostgreSQL数据库模式。基于Supabase最佳实践。

999 tokens
Backend Patterns
loulanyue

Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.

3k tokens
Clickhouse Io
loulanyue

ClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads.

2k tokens
Database Migrations
loulanyue

Database migration best practices for schema changes, data migrations, rollbacks, and zero-downtime deployments across PostgreSQL, MySQL, and common ORMs (Prisma, Drizzle, Kysely, Django, TypeORM, golang-migrate).

3k tokens
Django Patterns
loulanyue

Django architecture patterns, REST API design with DRF, ORM best practices, caching, signals, middleware, and production-grade Django apps.

5k tokens
Kotlin Exposed Patterns
loulanyue

JetBrains Exposed ORM patterns including DSL queries, DAO pattern, transactions, HikariCP connection pooling, Flyway migrations, and repository pattern.

6k tokens
Laravel Patterns
loulanyue

Laravel architecture patterns, routing/controllers, Eloquent ORM, service layers, queues, events, caching, and API resources for production apps.

3k tokens
Postgres Patterns
loulanyue

PostgreSQL database patterns for query optimization, schema design, indexing, and security. Based on Supabase best practices.

985 tokens
Dwg To Excel
datadrivenconstruction

Convert AutoCAD DWG files (1983-2026) to Excel databases using DwgExporter CLI. Extract layers, blocks, attributes, and geometry data without Autodesk licenses.

4k tokens
Dgn To Excel
datadrivenconstruction

Convert DGN files (v7-v8) to Excel databases. Extract elements, levels, and properties from infrastructure CAD files.

4k tokens
Ifc To Excel
datadrivenconstruction

Convert IFC files (2x3, 4x1, 4x3) to Excel databases using IfcExporter CLI. Extract BIM data, properties, and geometry without proprietary software.

5k tokens
Rvt To Excel
datadrivenconstruction

Convert RVT/RFA files to Excel databases. Extract BIM element data, properties, and quantities.

2k tokens
Cwicr Data Loader
datadrivenconstruction

Load and parse DDC CWICR construction cost database from multiple formats: Parquet, Excel, CSV, Qdrant snapshots. Foundation for all CWICR operations.

4k tokens
Cwicr Historical Cost
datadrivenconstruction

Track and analyze historical cost data using CWICR. Compare actual vs estimated costs, build project cost database, and improve future estimates.

4k tokens
Cwicr Multilingual
datadrivenconstruction

Work with CWICR database across 9 languages. Cross-language matching, translation, and regional pricing.

3k tokens
Bim Cost Estimation Cwicr
datadrivenconstruction

Automated cost estimation from BIM models using DDC CWICR database with 55,719 work items. AI classification + vector search for accurate pricing.

6k tokens
Semantic Search Cwicr
datadrivenconstruction

Semantic search in DDC CWICR construction database using vector embeddings. Find similar work items and resources for cost estimation.

2k tokens
SQL Query Builder
datadrivenconstruction

Build SQL queries for construction databases. Generate optimized SQL queries for construction data retrieval

6k tokens
Price API
datadrivenconstruction

Fetch construction material prices from open APIs. Track price trends, regional variations, and update cost databases.

3k tokens
Data Model Designer
datadrivenconstruction

Design data models for construction projects. Create entity-relationship diagrams, define schemas, and generate database structures.

3k tokens
Labor Rate
datadrivenconstruction

Calculate construction labor rates with overhead, benefits, and productivity factors. Regional rate databases and crew composition.

3k tokens
Unit Price Database Manager
datadrivenconstruction

Manage construction unit price databases: update prices, track vendors, apply location factors, maintain historical records. Essential for accurate estimating.

5k tokens
Co2 Estimation
datadrivenconstruction

Calculate carbon footprint of construction projects. Estimate CO2 emissions from materials, transportation, and construction processes using emission factors databases.

5k tokens
N8n Cost Estimation
datadrivenconstruction

Build n8n pipeline for automated cost estimation from Revit/IFC using DDC CWICR database and LLM classification.

2k tokens
As Built Documentation
datadrivenconstruction

Automate as-built documentation and digital handover for construction. Compile project records, generate O&M manuals, create asset databases, and ensure complete project closeout.

7k tokens
Open Construction Estimate
datadrivenconstruction

Access and utilize open construction pricing databases. Match BIM elements to standardized work items, calculate costs using public unit price databases with 55,000+ work items.

5k tokens
Clickhouse
membranedev

| ClickHouse integration. Manage data, records, and automate workflows. Use when the user wants to interact with ClickHouse data.

2k tokens
Microsoft Azure SQL Database
membranedev

| Microsoft Azure SQL Database integration. Manage data, records, and automate workflows. Use when the user wants to interact with Microsoft Azure SQL Database data.

2k tokens
Redis Labs
membranedev

| Redis Labs integration. Manage data, records, and automate workflows. Use when the user wants to interact with Redis Labs data.

2k tokens
Redis
membranedev

| Redis integration. Manage data, records, and automate workflows. Use when the user wants to interact with Redis data.

2k tokens
Supabase
membranedev

| Supabase integration. Manage data, records, and automate workflows. Use when the user wants to interact with Supabase data.

2k tokens
Upstash Redis
membranedev

| Upstash Redis integration. Manage data, records, and automate workflows. Use when the user wants to interact with Upstash Redis data.

2k tokens
Codex Log Guard
majiayu000

Diagnose excessive Codex local SQLite diagnostic log writes with read-only evidence by default. Use when a user mentions logs_2.sqlite, logs_2.sqlite-wal, block_log_inserts, SSD/TBW wear, or explicitly asks to protect, clean up, verify, or restore Codex diagnostic logging.

2k tokens
Data Contract Migrations
majiayu000

Design and verify data contracts, schema changes, migrations, rollbacks, backfills, compatibility windows, tenant isolation, and API-to-database field mapping. Use when changing database schema, event payloads, persisted documents, analytics tables, multi-tenant data boundaries, or any user-visible data contract where silent fallback or undeclared fields would be dangerous.

666 tokens
Database Patterns
majiayu000

Use when designing PostgreSQL + Redis data models, indexes, caching strategies, JSONB usage, tiered storage, or cache consistency contracts.

9k tokens
Higgsfield Recall
OSideMedia

> Use this skill AUTOMATICALLY before writing any Higgsfield prompt. Query the memory databases for relevant past failures and pre-apply known fixes before the user even of the higgsfield-prompt skill, any mention of generating a video or image on Higgsfield, any MCSLA prompt construction. This skill should run SILENTLY in the background — don't announce it, just apply what's known. If the databases are empty, skip silently and proceed with normal prompt generation.

3k tokens
Bootstrap vendor
vercel

Project bootstrapping orchestrator for repos that depend on Vercel-linked resources (databases, auth, and managed integrations). Use when setting up or repairing a repository so linking, environment provisioning, env pulls, and first-run db/dev commands happen in the correct safe order.

2k tokens
Vercel Storage vendor
vercel

Vercel storage expert guidance — Blob, Edge Config, and Marketplace storage (Neon Postgres, Upstash Redis). Use when choosing, configuring, or using data storage with Vercel applications.

5k tokens
Databricks Data Discovery
databricks

Discover, explore, and query Databricks data via Genie — the CLI equivalent of the Genie One MCP. MUST be invoked whenever the user asks to find or locate data ('what tables are in X', 'where does X live', 'which catalog/schema has Y'), answer a natural-language question about the data, or write a SQL query.

6k tokens
Databricks Lakeflow Connect
databricks

Build managed ingestion pipelines into Databricks using Lakeflow Connect. Use when ingesting from SaaS apps (Salesforce, Workday Reports, ServiceNow, Google Analytics 4, HubSpot, Confluence) or databases (SQL Server cloud and on-prem; PostgreSQL/MySQL CDC in PuPr) into Unity Catalog with serverless pipelines.

15k tokens
Databricks Lakebase
databricks

Databricks Lakebase Postgres: projects, scaling, connectivity, Lakebase synced tables, and Data API. Use when asked about Lakebase databases, OLTP storage, or connecting apps to Postgres on Databricks.

20k tokens
Database Migrator
OneWave-AI

Migrates databases between providers (Postgres, MySQL, Supabase, PlanetScale, MongoDB). Reads source schema, generates migration scripts, handles data type mapping, foreign keys, indexes, triggers, stored procedures. Validates migration with row counts and checksums. Generates migration-plan.md with step-by-step execution guide, rollback procedures, estimated downtime.

15k tokens
Database Schema Designer
OneWave-AI

Design optimized database schemas for SQL and NoSQL databases including tables, relationships, indexes, and constraints. Creates ERD diagrams, migration scripts, and data modeling best practices. Use when users need database design, schema optimization, or data architecture planning.

2k tokens
Icp Deep Scanner
OneWave-AI

Deep-scan any tools you connect (CRM, email, support, reviews, analytics, billing, database) to produce a data-grounded Ideal Customer Profile and a reusable persona library. Read-only by default. Use when you need to define or refresh your ICP, build buyer personas from real data instead of guesses, or generate the persona inputs that the customer-panel-of-experts and prospect-panel-simulator skills consume.

2k tokens
Add Journal
Aperivue

> Add a new journal to the MedSci Skills profile database. Extracts metadata from author guidelines, generates write-paper (detailed) and find-journal (compact) profiles in canonical format with quality gates.

5k tokens