Produces a complete structural analysis of the IntelliStack codebase — modules, API surface, database schema, auth flows, and RAG pipeline — as a human-readable export map that any developer can use as a migration blueprint regardless of their target framework.
Migrates the IntelliStack Better-Auth OIDC authentication system to any target auth framework, preserving OAuth flows, session management, role/permission model, and JWT claim structure.
Migrates IntelliStack FastAPI routers, services, and Pydantic schemas to any target backend framework while preserving every business rule, auth guard, and error contract.
Converts IntelliStack's SQLAlchemy 2.0 models and Alembic migrations to any target ORM or database toolkit, preserving the full schema, indexes, relationships, and cascade rules.
Generates typed API clients and frontend integration code for any framework consuming the IntelliStack REST API, including auth flows, learning path UI, chatbot UI, and admin dashboards.
Re-implements the IntelliStack RAG pipeline (Qdrant + Cohere + OpenAI SSE) in any target language or framework, preserving hybrid retrieval, reranking, citation architecture, and stage-based access control.
Creates assessments with varied question types (MCQ, code-completion, debugging, projects) aligned to learning objectives with meaningful distractors based on common misconceptions. Activate when educators design quizzes, exams, or tests measuring understanding; need questions at appropriate cognitive levels (Bloom's taxonomy); want balanced cognitive distribution (60%+ non-recall); or require rubrics for open-ended questions. Generates MCQs with diagnostic distractors, code-writing prompts, debugging challenges, and project-based assessments targeting deep understanding.
Performs comprehensive deep analysis of entire codebase and deployment pipeline to identify issues in production environment. Conducts systematic investigation across architecture, authentication, file connections, deployment, CI/CD, and stability.