Borrowing it
Nothing to install: this file belongs to hoangsonww/AI-RAG-Assistant-Chatbot. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/hoangsonww/AI-RAG-Assistant-Chatbot/master/CLAUDE.mdgit clone --depth 1 https://github.com/hoangsonww/AI-RAG-Assistant-ChatbotWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/hoangsonww/ai-rag-assistant-chatbot/claude-md)<a href="https://agentmods.dev/instructions/hoangsonww/ai-rag-assistant-chatbot/claude-md"><img src="https://agentmods.dev/badge/instructions/hoangsonww/ai-rag-assistant-chatbot/claude-md/github.svg" alt="Measured on agentmods" height="20"></a>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.
<a href="https://agentmods.dev/instructions/hoangsonww/ai-rag-assistant-chatbot/claude-md"><img src="https://agentmods.dev/badge/instructions/hoangsonww/ai-rag-assistant-chatbot/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00750 | $0.00750 |
| Opus 5 | $0.00375 | $0.00375 |
| Sonnet 5 | $0.00150 | $0.00150 |
| Haiku 4.5 | $0.00075 | $0.00075 |
Grade A, and why
AI-RAG-Assistant-Chatbot 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 10d 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.
How it starts
The opening of the file, as written. The whole thing — 52 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Lumina Repository Guide
Scope
- This repository contains four major surfaces:
client/: React 18 + Vite + MUI + Framer Motion frontend.server/: Express + TypeScript API, chat orchestration, MongoDB, Gemini, Pinecone, knowledge CLI.agentic_ai/: Python multi-agent pipeline with MCP client integration.mcp_server/: Standalone MCP server with 32 tools, 7 resources, 6 prompts.terraform/,aws/,docker-compose.yml,DEPLOYMENT.md: infrastructure and deployment assets.
Working rules
- Prefer the smallest-area change that solves the task.
- Do not edit generated artifacts unless the task explicitly requires rebuilding them.
- Generated or compiled directories include
client/build/,server/dist/, andnode_modules/.
- Generated or compiled directories include
- Treat unrelated dirty files as user-owned. Do not revert or reorganize them.
- Preserve Lumina's existing product intent:
- The frontend should remain polished, animated, and branded rather than generic.
- Knowledge management should remain CLI-driven unless the user explicitly asks for a product change.
- Grounded responses and inline citations must keep working when retrieval behavior changes.
- Update
openapi.yamlwhen API request or response contracts change. - MCP tool names and input schemas are external contracts — rename carefully.
- The
agentic_ai/mcp_client/imports MCP server handlers directly in "direct" mode — keep handler signatures stable. - Avoid touching
.envfiles unless the user explicitly asks for environment changes.
Validation defaults
- Frontend changes: run
npm run buildinclient/. - Backend changes: run
npm run buildinserver/. - Python
agentic_ai/changes: preferpython -m compileall agentic_ai; only run runtime commands when dependencies and secrets are available. - MCP server changes: prefer
python -m compileall mcp_server; usepython -m mcp_server --log-level DEBUGfor startup smoke testing. - Infra changes: use the narrowest relevant validation such as
terraform validate,terraform fmt -check, ordocker compose config. - Do not treat root,
client/, orserver/npm testscripts as authoritative. They are placeholder success commands in package scripts.
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.
- 10d ago First seen · 52 lines · 750 tokens per session scan A 33de7d849cb9
AI-RAG-Assistant-Chatbot CLAUDE.md is an instructions file published in the GitHub repository hoangsonww/AI-RAG-Assistant-Chatbot (47 stars, last pushed 2d ago), licensed MIT. It adds 750 tokens to every session, about $0.0037 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 2026-08-30.
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