Use this agent when you need to analyze and understand the structure of an external dataset (primarily from HuggingFace) before writing ingestion code. This agent inspects raw data structures, column names, data types, and nesting patterns without writing implementation code.\n\nExamples:\n\n \nContext: User wants to…
Use this agent when you need to implement a new data ingestor class based on an architectural blueprint (MappingStrategy.md). This agent translates design specifications into production-ready Python code following the AutoRAG-Research service layer patterns. Examples of when to use this agent:\n\n \nContext: User has…
Use this agent when you have a PipelineAnalysis.json and need to map the algorithm to existing patterns (base classes, services, UoW) in the AutoRAG-Research codebase. Context: Paper analysis is complete, now need to design the architecture. user: "Design the architecture for the HyDE pipeline" assistant: "I'll use…
Use this agent when you have PipelineDesign.md and tests written, and need to implement the actual pipeline code to pass the tests. Context: Tests are written and failing, now need implementation. user: "Implement the HyDE pipeline to pass the tests" assistant: "I'll use the pipeline-implementer agent to write the…
Use this agent when you need to analyze a research paper (PDF, arxiv link, or URL) to extract algorithm details for implementing a new RAG pipeline. Context: User wants to implement a new retrieval pipeline from a research paper. user: "Implement the HyDE retrieval pipeline from this paper…
Use this agent when you have a PipelineDesign.md and need to write tests BEFORE implementation (TDD approach) for a new RAG pipeline. Context: Architecture design is approved, now need to write tests first. user: "Write tests for the HyDE pipeline" assistant: "I'll use the pipeline-test-writer agent to create…
Use this agent when pipeline implementation is complete and you need to run validation (tests, type checks, linting) before committing. Context: Implementation is complete, need final validation. user: "Validate the HyDE pipeline implementation" assistant: "I'll use the pipeline-validator agent to run all checks…
Use this agent when you need to design an ingestion strategy for mapping external data sources to the AutoRAG-Research PostgreSQL schema. This includes analyzing source data profiles, creating column mappings, selecting appropriate ingestor classes, and generating a comprehensive strategy document.\n\nExamples:\n\n…
Use this agent when you need to generate test code for new or existing functions, classes, or modules. This includes when: (1) A new function or class has been implemented and needs corresponding tests, (2) Existing code lacks test coverage, (3) You want to verify behavior of recently written code, (4) Refactoring…
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: