Skip to main content
Glama
niiryoo
by niiryoo

rnd-manual-rag-mcp

정부과제 매뉴얼(국가연구개발혁신법 관련 5개 문서) 기반 RAG 검색 도구를 만들어, Claude가 조항을 정확히 인용하며 답하도록 grounding 지원. MCP 서버로 노출.

폴더 구조

rnd-manual-rag-mcp/
├── data/
│   ├── raw/          # 원본 PDF 5개 (git 추적 제외 — 용량 문제)
│   └── processed/    # 파싱 중간 산출물 (조항 단위 청크, JSONL 등)
├── db/               # SQLite DB, 벡터/FTS 인덱스 (git 추적 제외)
├── scripts/          # 파싱 · 조항 추출 · 색인 배치 스크립트
├── mcp_server/       # MCP 서버 코드 (검색 도구를 Claude에 노출)
├── eval/             # 벤치마크 질문/정답, Before-After 평가 결과
├── demo/             # 데모 스크린샷 · GIF
└── docs/             # README, 아키텍처 노트, 의사결정 기록

Related MCP server: narajangteo-searcher

파이프라인 개요

data/raw (PDF)
   └─ scripts/  파싱 → 조항 단위 청킹 → data/processed
        └─ scripts/  색인 → db/ (SQLite + 인덱스)
             └─ mcp_server/  검색 도구 제공 → Claude가 조항 인용하며 응답
                  └─ eval/  Before-After 정량 비교

시작하기

# 1) 가상환경 활성화
.\.venv\Scripts\Activate.ps1

# 2) 의존성 설치
pip install -r requirements.txt

# 3) 원본 PDF 5개를 data/raw/ 에 넣기 (git에는 커밋되지 않음)

관련 문서

F
license - not found
Not graded
quality - not tested
C
maintenance

Maintenance

Maintainers
Response time
Release cycle
Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Related MCP Servers

  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables Claude to perform retrieval-augmented generation using LangChain, ChromaDB, and HuggingFace models for domain-aware reasoning with PDF embedding, smart retrieval, reranking, and citation-based responses.
    4
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables users to search and analyze Korean public procurement IT bid announcements, including full bid opening results, through natural language conversation with Claude.
    8
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables searching and retrieving Korean accounting standards (K-IFRS, general corporate accounting standards) and Q&A summaries from the Korea Accounting Standards Board (KASB) database directly in Claude.
  • A
    license
    A
    quality
    A
    maintenance
    Natural-language search and review of South Korea's national R&D regulations (acts, decrees, and administrative rules) for researchers and research administrators. Returns current in-force provisions with citations, fetched live from the official national law database (law.go.kr Open API).
    7
    11
    Apache 2.0

View all related MCP servers

Related MCP Connectors

  • Korean business record validation and workflow safety gates for AI agents.

  • Page-cited retrieval for embedded docs, datasheets, MISRA, CMSIS, and RTOS references.

  • Connect your team's living knowledge base — docs, data, issues, CRM — to Claude and ChatGPT.

View all MCP Connectors

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/niiryoo/rnd-manual-rag-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server