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Data Eng.

ETL pipelines and big data infrastructure.

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data-engineering

31.2K

swarm-advanced

Advanced swarm orchestration patterns for research, development, testing, and complex distributed workflows

ruvnet

data-ai

open

data-engineering

31.2K

v3-deep-integration

Deep agentic-flow@alpha integration implementing ADR-001. Eliminates 10,000+ duplicate lines by building claude-flow as specialized extension rather than parallel implementation.

ruvnet

data-ai

open

data-engineering

31.2K

Master advanced AgentDB features including QUIC synchronization, multi-database management, custom distance metrics, hybrid search, and distributed systems integration. Use when building distributed AI systems, multi-agent coordination, or advanced vector search applications.

ruvnet

data-ai

open

data-engineering

31.2K

agentdb-performance-optimization

Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations. Use when optimizing memory usage, improving search speed, or scaling to millions of vectors.

ruvnet

data-ai

open

data-engineering

31.2K

stream-chain

Stream-JSON chaining for multi-agent pipelines, data transformation, and sequential workflows

ruvnet

data-ai

open

data-engineering

31.2K

swarm-advanced

Advanced swarm orchestration patterns for research, development, testing, and complex distributed workflows

ruvnet

data-ai

open

data-engineering

31.2K

v3-deep-integration

Deep agentic-flow@alpha integration implementing ADR-001. Eliminates 10,000+ duplicate lines by building claude-flow as specialized extension rather than parallel implementation.

ruvnet

data-ai

open

data-engineering

31.2K

v3-memory-unification

Unify 6+ memory systems into AgentDB with HNSW indexing for 150x-12,500x search improvements. Implements ADR-006 (Unified Memory Service) and ADR-009 (Hybrid Memory Backend).

ruvnet

data-ai

open

data-engineering

29.3K

snowflake-semanticview

Create, alter, and validate Snowflake semantic views using Snowflake CLI (snow). Use when asked to build or troubleshoot semantic views/semantic layer definitions with CREATE/ALTER SEMANTIC VIEW, to validate semantic-view DDL against Snowflake via CLI, or to guide Snowflake CLI installation and connection setup.

github

data-ai

open

data-engineering

29.3K

powerbi-modeling

Power BI semantic modeling assistant for building optimized data models. Use when working with Power BI semantic models, creating measures, designing star schemas, configuring relationships, implementing RLS, or optimizing model performance. Triggers on queries about DAX calculations, table relationships, dimension/fact table design, naming conventions, model documentation, cardinality, cross-filter direction, calculation groups, and data model best practices. Always connects to the active model first using power-bi-modeling MCP tools to understand the data structure before providing guidance.

github

data-ai

open

data-engineering

29.3K

az-cost-optimize

Analyze Azure resources used in the app (IaC files and/or resources in a target rg) and optimize costs - creating GitHub issues for identified optimizations.

github

data-ai

open

data-engineering

29.3K

bigquery-pipeline-audit

Audits Python + BigQuery pipelines for cost safety, idempotency, and production readiness. Returns a structured report with exact patch locations.

github

data-ai

open

data-engineering

29.3K

create-architectural-decision-record

Create an Architectural Decision Record (ADR) document for AI-optimized decision documentation.

github

data-ai

open

data-engineering

29.3K

create-specification

Create a new specification file for the solution, optimized for Generative AI consumption.

github

data-ai

open

data-engineering

29.3K

dataverse-python-advanced-patterns

Generate production code for Dataverse SDK using advanced patterns, error handling, and optimization techniques.

github

data-ai

open

data-engineering

29.3K

dataverse-python-production-code

Generate production-ready Python code using Dataverse SDK with error handling, optimization, and best practices

github

data-ai

open

data-engineering

29.3K

dotnet-timezone

.NET timezone handling guidance for C# applications. Use when working with TimeZoneInfo, DateTimeOffset, NodaTime, UTC conversion, daylight saving time, scheduling across timezones, cross-platform Windows/IANA timezone IDs, or when a .NET user needs the timezone for a city, address, region, or country and copy-paste-ready C# code.

github

data-ai

open

data-engineering

29.3K

planning-oracle-to-postgres-migration-integration-testing

Creates an integration testing plan for .NET data access artifacts during Oracle-to-PostgreSQL database migrations. Analyzes a single project to identify repositories, DAOs, and service layers that interact with the database, then produces a structured testing plan. Use when planning integration test coverage for a migrated project, identifying which data access methods need tests, or preparing for Oracle-to-PostgreSQL migration validation.

github

data-ai

open

data-engineering

24.5K