DuckDB-RAG-MCP-Sample: Instructions file for Claude Code

CLAUDE.md

DuckDB-RAG-MCP-Sample CLAUDE.md is an instructions file for Claude Code from nananaman/DuckDB-RAG-MCP-Sample. It costs 262 tokens per session, scanned A, original, Apache-2.0.

A project instruction file for DuckDB-RAG-MCP-Sample, a sample application that searches stored document data with DuckDB and provides an MCP server for connecting it to other tools.

In plain words
What is it for?
Use it as a reference when running the app, starting the MCP server, formatting or linting code, running tests, and adding typed Python functions with the project’s conventions.
Why use it?
It gives coding agents the project’s language, commands, file layout, and code-style rules so changes fit the repository.

Instructions file for Claude Code

Written for Claude Code: the file is CLAUDE.md. Also seen: mentions CLAUDE.md; mentions Claude Code.

This is nananaman/DuckDB-RAG-MCP-Sample's own configuration. It tells Claude Code how to work on DuckDB-RAG-MCP-Sample itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything DuckDB-RAG-MCP-Sample configures →

Reuse

Borrowing it

Nothing to install: this file belongs to nananaman/DuckDB-RAG-MCP-Sample. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/nananaman/DuckDB-RAG-MCP-Sample/main/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/nananaman/DuckDB-RAG-MCP-Sample

Made for: Claude Code.

Wrote this? Show the measurements

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README.md
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Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

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Your own site · 80×15
<a href="https://agentmods.dev/instructions/nananaman/duckdb-rag-mcp-sample/claude-md"><img src="https://agentmods.dev/badge/instructions/nananaman/duckdb-rag-mcp-sample/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 262 This file is loaded in full into every session.
When invoked 262 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00262 $0.00262
Opus 5 $0.00131 $0.00131
Sonnet 5 $0.00052 $0.00052
Haiku 4.5 $0.00026 $0.00026

Measured 9d ago against content hash 5a45c6ceafb4, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

DuckDB-RAG-MCP-Sample CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

CLAUDE.md · 29 lines

What it actually says

CLAUDE.md

This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.

Communication Guidelines

日本語で話すようにしてください

Commands

  • Run application: uv run main.py <args>
  • FastMCP server: uv run mcp dev server.py
  • Formatting: mise run fmt
  • Linting: mise run lint
  • Testing: mise run test

Code Style Guidelines

  • Naming: Use snake_case for variables, functions, and modules
  • Typing: Include type hints for all function parameters and return values
  • Imports: Group imports as: stdlib, third-party, local modules
  • Docstrings: Use Google-style docstrings for all functions
  • Error handling: Use specific exception types with descriptive messages
  • Resource management: Ensure proper cleanup of database connections
  • Testing: Include tests for new functionality
  • Formatting: Follow PEP 8 conventions with 88-character line limit

Project Structure

  • Main functionality in main.py (CLI tool)
  • Server implementation in server.py (FastMCP API)
  • Vector data stored in vectors.parquet
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 29 lines · 262 tokens per session scan A 5a45c6ceafb4

Subscribe to this mod's changes

DuckDB-RAG-MCP-Sample CLAUDE.md is an instructions file published in the GitHub repository nananaman/DuckDB-RAG-MCP-Sample (4 stars, last pushed 1y ago), licensed Apache-2.0. It adds 262 tokens to every session, about $0.0013 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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