rag-cli: Instructions file for Claude Code

CLAUDE.md

rag-cli CLAUDE.md is an instructions file for Claude Code from ItMeDiaTech/rag-cli. It costs 4,645 tokens per session, scanned A, original, MIT.

Project instructions for Claude Code, an AI coding assistant, working on a local retrieval system that finds relevant document passages before generating answers.

In plain words
What is it for?
Navigating the RAG-CLI codebase, understanding its document-search components, and following its package and documentation conventions.
Why use it?
They explain the repository structure and enforce rules such as avoiding emojis in project text.

Instructions file for Claude Code

Written for Claude Code: PostToolUse hook event. Also seen: reads .claude/ paths; mentions .claude-plugin; mentions CLAUDE.md.

This is ItMeDiaTech/rag-cli's own configuration. It tells Claude Code how to work on rag-cli 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 rag-cli configures →

Reuse

Borrowing it

Nothing to install: this file belongs to ItMeDiaTech/rag-cli. 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/ItMeDiaTech/rag-cli/master/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/ItMeDiaTech/rag-cli

Made for: Claude Code.

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Per session 4,645 This file is loaded in full into every session.
When invoked 4,645 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 $0.04645 $0.04645
Opus 5.5 $0.01858 $0.01858
Sonnet 5.5 $0.00929 $0.00929
Haiku 4.5 $0.00464 $0.00464

Measured 1mo ago against content hash 4c1862a2eba7, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

rag-cli 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 1mo 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 · 596 lines

How it starts

The opening of the file, as written. The whole thing — 596 lines — stays where its author put it; the contents beside it link to each section on GitHub.

CLAUDE.md

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

CRITICAL: No Emojis Policy

NEVER use emojis in ANY documentation, plans, guides, or written output for this project UNLESS explicitly given permission. This includes:

  • README files
  • Documentation files
  • Code comments and docstrings
  • Plan descriptions
  • Commit messages
  • All text-based output

Focus on clear, professional documentation without decorative elements.

Project Overview

RAG-CLI v2.0 is a local Retrieval-Augmented Generation system designed as a Claude Code plugin. It processes documents locally, generates embeddings, stores vectors in ChromaDB, and uses claude-haiku-4-5-20251001 for response generation.

This version features a complete restructure with clean separation between core library and plugin code, marketplace-ready lifecycle management, and improved maintainability.

Project Structure (v2.0)

RAG-CLI/
 src/
    rag_cli/                          # CORE LIBRARY (plugin-agnostic)
       __init__.py                   # Version: 2.0.0
       core/                         # Core RAG functionality
          constants.py              # Centralized configuration
          document_processor.py     # Document chunking
          embeddings.py             # Embedding generation
          vector_store.py           # ChromaDB operations
          retrieval_pipeline.py     # Hybrid search + reranking
          claude_integration.py     # Claude API integration
          [30+ other core modules]
       agents/                       # Multi-agent framework
          base_agent.py             # Agent base class
          query_decomposer.py       # Query decomposition
          result_synthesizer.py     # Result synthesis
          maf/                      # Multi-Agent Framework
       integrations/                 # External integrations
          arxiv_connector.py        # ArXiv integration
          tavily_connector.py       # Tavily search
          maf_connector.py          # MAF integration
       cli/                          # Command-line tools
          index.py                  # rag-index command
          retrieve.py               # rag-retrieve command
       utils/                        # Shared utilities

    rag_cli_plugin/                   # PLUGIN CODE (Claude Code specific)
       __init__.py                   # Version: 2.0.0
       lifecycle/                    # Lifecycle management
          installer.py              # Marketplace installation
          updater.py                # Update handling
       commands/                     # Slash commands
          update_rag.py             # /update-rag command
          rag_project_indexer.py    # /rag-project command
          [other commands]
       hooks/                        # Event hooks
          user-prompt-submit.py     # Main RAG orchestration
          document-indexing.py      # Auto-indexing
          session-start.py          # Session initialization
          [other hooks]
       mcp/                          # MCP server
          unified_server.py         # Single unified MCP server
       services/                     # Plugin services
          service_manager.py        # Service registry
          dashboard.py              # Web dashboard
          tcp_server.py             # Monitoring server
          [monitoring modules]
       skills/                       # Agent skills

 config/                              # Configuration
    defaults/                        # Default configurations
       mcp.json                     # MCP server config
       rag_settings.json            # RAG settings
       services.json                # Service settings
       [other defaults]
    templates/                       # User-editable templates
       .env.template                # Environment template
       citation_config.json.template
    schemas/                         # JSON schemas
       settings.schema.json         # Settings validation

 scripts/                             # Scripts
    install/                         # Installation scripts
    update/                          # Update scripts
    utils/                           # Utility scripts
       update_imports_v2.py         # Import updater
       update_plugin_imports.py     # Plugin import updater

 .claude-plugin/                      # Plugin metadata
    plugin.json                     # Plugin configuration (v2.0.0)
    hooks.json                      # Hook configurations
    lifecycle.json                  # Lifecycle hooks (NEW)
    commands/                       # Command documentation

 data/                                # Runtime data
    vectors/                        # ChromaDB indexes
    cache/                          # Query cache
    documents/                      # Source documents

 logs/                                # Application logs
 tests/                               # Test suite
 docs/                                # Documentation

 pyproject.toml                       # Package configuration (v2.0.0)
 requirements.txt                     # Python dependencies
 README.md                            # Project README
 LICENSE                              # MIT License
 CHANGELOG.md                         # Version history

Read the full file on GitHub · 596 lines

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. 1mo ago First seen · 596 lines · 4,645 tokens per session scan A 4c1862a2eba7

Subscribe to this mod's changes

rag-cli CLAUDE.md is an instructions file published in the GitHub repository ItMeDiaTech/rag-cli (53 stars, last pushed 6mo ago), licensed MIT. It adds 4,645 tokens to every session, about $0.0186 per session on Opus 5.5. 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 2026-08-30.

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