What is UltraRAG CLAUDE.md?

Project-specific instructions for UltraRAG, a low-code framework for building retrieval-augmented generation (RAG) pipelines. RAG pipelines let an AI find relevant information in a data source before generating an answer.

Use it when making changes in the OpenBMB/UltraRAG project. The available description does not specify particular tasks beyond following its project instructions.

It provides the repository context and rules an agent needs when working on UltraRAG. The input does not describe the specific rules in detail.

How OpenBMB/UltraRAG configures Claude Code

About the project

UltraRAG is a low-code framework for building retrieval-augmented generation pipelines, which let language models use information from knowledge bases when producing answers. Researchers and developers use it to assemble, inspect, deploy, and evaluate RAG systems through the Model Context Protocol. The catalogue includes instructions for working with UltraRAG.

OpenBMB/UltraRAG · 5,737 stars · on GitHub · ultrarag.github.io

Reuse

Borrowing it

Nothing to install: this file belongs to OpenBMB/UltraRAG. 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/OpenBMB/UltraRAG/main/CLAUDE.md

Clone the repo

git clone --depth 1 https://github.com/OpenBMB/UltraRAG

Made for: Claude Code.

Wrote 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.

README.md

[![agentmods](https://agentmods.dev/badge/instructions/openbmb/ultrarag/claude-md/github.svg)](https://agentmods.dev/instructions/openbmb/ultrarag/claude-md)

Your own site

<a href="https://agentmods.dev/instructions/openbmb/ultrarag/claude-md"><img src="https://agentmods.dev/badge/instructions/openbmb/ultrarag/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.

Your own site · 80×15

<a href="https://agentmods.dev/instructions/openbmb/ultrarag/claude-md"><img src="https://agentmods.dev/badge/instructions/openbmb/ultrarag/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 4 This file is loaded in full into every session.

When invoked 4 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 100% copy Near-identical to another mod 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.

Model	Per session	Once invoked
Fable 5.1	$0.00004	$0.00004
Opus 5.5	$0.00002	$0.00002
Sonnet 5.5	$0.00001	$0.00001
Haiku 4.5	$0.00000	$0.00000

Measured 2mo ago against content hash 954ec5dad7ea, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

UltraRAG 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 2mo 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.

Origin

This is a copy

100% identical to deepseek-harness CLAUDE.md — 1 line differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

CLAUDE.md · 2 lines

What it actually says

AGENTS.md

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.

2mo ago First seen · 2 lines · 4 tokens per session scan A 954ec5dad7ea

Subscribe to this mod's changes

UltraRAG CLAUDE.md is an instructions file published in the GitHub repository OpenBMB/UltraRAG (5,737 stars, last pushed 2d ago), licensed Apache-2.0. It adds 4 tokens to every session, about $0.0000 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 100% identical to deepseek-harness CLAUDE.md, differing in 1 line, and is treated as a copy.

Data and AI LLM RAG and vectors easy embedding mcp openai

UltraRAG CLAUDE.md next to 6 instructions from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
UltraRAG CLAUDE.mdOpenBMB/UltraRAG	Instructions file	5.7k	2d ago	Apache-2.0	A	4	Claude Code
vscode buildNext.instructions.mdmicrosoft/vscode	Instructions file	195k	yesterday	MIT	A	9,719	GitHub Copilot
next.js AGENTS.mdvercel/next.js	Instructions file	143k	today	MIT	A	7,461	Codex, OpenCode
langchain AGENTS.mdlangchain-ai/langchain	Instructions file	149k	yesterday	MIT	A	4,680	Codex, OpenCode
vscode oss-third-party-notices.instructions.mdmicrosoft/vscode	Instructions file	195k	yesterday	MIT	A	5,516	GitHub Copilot
vscode copilot-instructions.mdmicrosoft/vscode	Instructions file	195k	yesterday	MIT	A	3,093	GitHub Copilot
deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness	Instructions file	274k	2d ago	MIT	A	4,313	Codex, OpenCode

UltraRAG: Instructions file for Claude Code