odyssey-rag-patterns

RAG anti-patterns are flawed architectural decisions in ingestion, MCP servers, and retrieval stacks that degrade performance. Documenting these anti-patterns helps prevent common pitfalls and ensures consistent tooling across retrieval-augmented generation projects.

To standardize RAG ingestion pipeline architecture, apply documented pattern libraries and actionable guidelines. This enforces consistent development practices, coding standards, and performance optimizations across the entire retrieval and database interaction stack.

Yes, you can use these RAG patterns during project audits to evaluate existing retrieval and MCP server implementations. Selecting applicable guidelines helps standardize architecture decisions, identify anti-patterns, and enforce performance best practices.

The best way to implement new RAG stack integrations is by following established pattern libraries for database interactions and MCP servers. These guidelines ensure consistent tooling, prevent architectural anti-patterns, and maintain performance standards.

You need documented guidelines for RAG database interactions and ingestion when starting new components or auditing existing ones. They provide actionable best practices to prevent anti-patterns, enforce architecture decisions, and maintain performance across the stack.