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Updated 7mo ago

by jerry-ai-dev

MODULAR-RAG-MCP-SERVER

A modular RAG (Retrieval-Augmented Generation) system with MCP Server architecture. Using Skill to make AI follow each step of the spec and complete the code 100% by AI.

1.2k GitHub stars (1,193)

  • 9 skills (9 skills found in its SKILL.md files)
  • 272 forks (272 forks)
  • 7mo ago last update (Last updated 7mo ago)

Install

Skills CLI

npx skills add jerry-ai-dev/MODULAR-RAG-MCP-SERVER

Asks which skills and agents to install. Just one: npx skills add jerry-ai-dev/MODULAR-RAG-MCP-SERVER --skill auto-coder — add -g for every project.

Claude Code

git clone https://github.com/jerry-ai-dev/MODULAR-RAG-MCP-SERVERcp -r "MODULAR-RAG-MCP-SERVER/.claude/skills/auto-coder" ~/.claude/skills/

Copies the auto-coder skill into ~/.claude/skills/ for every project (use .claude/skills/ for one project). Repeat for the other skills listed below.

Plugin

/plugin marketplace add jerry-ai-dev/MODULAR-RAG-MCP-SERVER

Run inside Claude Code if the repository ships a plugin marketplace, then pick plugins from /plugin.

Skills can run code on your machine — read the SKILL.md first.

What it does

In the author's own words, from each skill's SKILL.md.

  • auto-coder

    Autonomous spec-driven development agent. Syncs DEV_SPEC.md into chapter-based reference files, identifies the next pending task from the schedule, implements code following spec architecture and patterns, runs tests with up to 3 auto-fix rounds, and persists progress with atomic commits. Use when user says "auto code", "自动开发", "自动写代码", "auto dev", "一键开发", "autopilot", or wants fully automated sp…

    .claude/skills/auto-coder/SKILL.md on GitHub (opens in a new tab)
  • qa-tester

    Fully autonomous QA testing agent for Modular RAG MCP Server. Reads test cases from QA_TEST_PLAN.md, executes ALL test types automatically without human intervention — CLI commands, Dashboard UI via Streamlit AppTest headless rendering, MCP protocol via subprocess JSON-RPC, provider switches, and data lifecycle checks. Diagnoses failures, applies fixes with up to 3 retry rounds, and records resul…

    .claude/skills/qa-tester/SKILL.md on GitHub (opens in a new tab)
  • resume-writer

    基于 Modular RAG MCP Server 项目生成定制化简历项目经历。结合项目技术亮点与用户业务场景,按简历编写原则输出高质量项目描述(中英文)。Use when user says '写简历', 'resume', '简历', 'write resume', '项目经历', 'project experience', '简历项目', or asks to generate resume content based on this project.

    .claude/skills/resume-writer/SKILL.md on GitHub (opens in a new tab)
  • skill-creator

    Guide for creating effective agent skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends the agent's capabilities with specialized knowledge, workflows, or tool integrations. Use when user says "create skill", "new skill", "build a skill", "update skill", or asks to make a reusable capability package.

    .claude/skills/skill-creator/SKILL.md on GitHub (opens in a new tab)
  • interview-prep

    针对 Modular RAG MCP Server 项目的模拟技术面试 Agent。读取用户简历(可选),围绕三个方向进行最多 3 轮深度追问,结束后生成并持久化面试报告(含参考答案、包装识别点评、评分)。Use when user says '模拟面试', '面试练习', '帮我面试', 'mock interview', 'interview practice', '面试', '考我', '开始面试', or wants to practice interviewing about this project.

    .github/skills/interview-prep/SKILL.md on GitHub (opens in a new tab)
  • package

    Clean and package the project for distribution. Removes __pycache__, .venv, build artifacts, data caches, logs, IDE files, coverage reports, and sanitizes API keys in config. Produces a minimal, ready-to-share codebase. Use when user says 'package', 'clean project', 'clean up', '打包', '清理项目', '清理缓存', 'prepare for distribution', 'remove caches', or wants to deliver a clean copy of the code.

    .github/skills/package/SKILL.md on GitHub (opens in a new tab)
  • project-learner

    Interactive project learning coach via interview-style Q&A. Reads codebase and docs, dynamically generates interview questions per knowledge domain and sub-topic, conducts up to 4 follow-up rounds, scores answers, provides learning guidance with code/doc references, and persists progress. 10 domains × 3-5 sub-topics = 45 knowledge points for comprehensive interview coverage. Use when user says '学…

    .github/skills/project-learner/SKILL.md on GitHub (opens in a new tab)
  • project-review

    针对 Modular RAG MCP Server 项目的老师式复习 Agent。按章节带领用户系统复习项目知识点,每道题互动问答、给出参考答案,复习结束后记录掌握进度,每次开始时回顾上次进度并建议继续或复习。Use when user says '复习项目', '帮我复习', '带我复习', '开始复习', '项目复习', 'review project', 'study review', '学习复习', '复盘', or wants to systematically review and study the project.

    .github/skills/project-review/SKILL.md on GitHub (opens in a new tab)
  • setup

    Interactive project setup wizard. From a clean codebase, guides user through provider selection (OpenAI/Azure/DeepSeek/Ollama/Qwen/Gemini/etc.), API key configuration, dependency installation, config generation, and launches the dashboard. If user selects an unimplemented provider, auto-scaffolds the provider code following the plugin architecture. Auto-diagnoses and fixes startup failures with u…

    .github/skills/setup/SKILL.md on GitHub (opens in a new tab)

Review before you install

A skill is a set of instructions and scripts your agent will follow, and it can run code on your machine. Read the SKILL.md and any scripts first — this listing is not a security review.