project-review

Guide chapter-by-chapter review of the Modular RAG MCP Server with progress tracking.

Updated Apr 28, 2026
One-click install
npx skills add https://github.com/yao9906/visrag --skill project-review-yao9906
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: project-review
Source: https://github.com/yao9906/visrag/tree/main/.claude/skills/project-review
Command: npx skills add https://github.com/yao9906/visrag --skill project-review-yao9906

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill turns a large Modular RAG MCP Server codebase into a structured study session, helping learners review concepts chapter by chapter instead of passively rereading documentation.

Core Features & Use Cases

  • Socratic review flow: Asks one question at a time, waits for the learner’s response, then gives feedback and a reference answer.
  • Chapter-aware progression: Covers the project from architecture and ingestion to retrieval, MCP tools, observability, evaluation, testing, and storage.
  • Progress tracking: Reviews prior progress, suggests whether to continue or revisit weak areas, and records learning state for the next session.
  • Use case: A developer preparing to contribute to the repository can systematically rehearse the system design, recall key implementation details, and identify weak spots before coding or debugging.

Quick Start

Ask the skill to start a project review session and it will read the saved progress, choose the right chapter, and begin the next question.

Frequently Asked Questions about project-review

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I systematically review a Modular RAG MCP Server codebase instead of passively rereading documentation?

To systematically review a Modular RAG MCP Server codebase, you can use a Socratic study guide that asks chapter-by-chapter questions, evaluates your responses, and tracks your progress to identify weak spots before coding.

How does Socratic tutoring work for studying project architecture and retrieval mechanisms?

Socratic tutoring works by asking one question at a time about project architecture and retrieval, waiting for your response, then providing targeted feedback and a reference answer to reinforce your understanding of the mechanisms.

Can I resume a study guide session for RAG ingestion and observability if I stop midway?

Yes, you can resume a RAG ingestion and observability study guide session because the system maintains review progress state and records your learning state to suggest whether to continue or revisit weak areas next time.

What is the best way to prepare for contributing to a Modular RAG project and debugging its MCP tools?

The best way to prepare for contributing to a Modular RAG project is to rehearse system design and recall implementation details for MCP tools through a structured review session that covers everything from ingestion to testing.

Does this project review method cover evaluation, testing, and persistence layers?

Yes, this project review method covers evaluation, testing, and persistence layers by guiding learners through chapter-aware progression across the entire architecture, ensuring comprehensive recall of all system components.