Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add instructions/oqtopus-team/qdash/claude-mdgit clone --depth 1 https://github.com/oqtopus-team/qdashWrote 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/oqtopus-team/qdash/claude-md)<a href="https://agentmods.dev/instructions/oqtopus-team/qdash/claude-md"><img src="https://agentmods.dev/badge/instructions/oqtopus-team/qdash/claude-md.svg" alt="Measured on agentmods" 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 | $0.00894 | $0.00894 |
| Opus 5 | $0.00447 | $0.00447 |
| Sonnet 5 | $0.00179 | $0.00179 |
| Haiku 4.5 | $0.00089 | $0.00089 |
Grade A, and why
qdash 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 yesterday.
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 — 87 lines — stays where its author put it; the contents beside it link to each section on GitHub.
QDash Project Reference Guide
Quick Reference
- Repository: https://github.com/oqtopus-team/qdash
- Documentation: https://oqtopus-team.github.io/qdash/
- License: Apache 2.0
Project Overview
QDash is a web platform for managing and monitoring qubit calibration workflows. It provides an interface to manage calibration processes, track observational data, and configure calibration parameters.
Architecture
See docs/getting-started/architecture.md for detailed architecture documentation.
| Component | Location | Technology |
|---|---|---|
| Frontend (UI) | /ui/ |
Next.js 14, TypeScript, DaisyUI, TanStack Query |
| Backend (API) | /src/qdash/api/ |
FastAPI, Python 3.11-3.12, MongoDB, PostgreSQL |
| Workflow Engine | /src/qdash/workflow/ |
Prefect 3, qubex |
Directory Structure
qdash/
├── ui/ # Frontend (see docs/development/ui/)
├── src/qdash/
│ ├── api/ # Backend API (see docs/development/api/)
│ └── workflow/ # Workflow engine (see docs/development/workflow/)
├── docs/ # Documentation
├── tests/ # Test files
└── config/ # Configuration files
Development Quick Start
# Frontend (in /ui/)
bun install && bun run dev
# Backend (from project root)
uvicorn src.qdash.api.main:app --reload
# Generate API client
task generate
For detailed setup instructions, see docs/development/setup.md.
Key Documentation
| Topic | Location |
|---|---|
| UI Guidelines | docs/development/ui/guidelines.md |
| UI Architecture | docs/development/ui/architecture.md |
| API Design | docs/development/api/design.md |
| Development Flow | docs/development/development-flow.md |
| Database Structure | docs/reference/database-structure.md |
| Database Indexes | docs/reference/database-indexes.md |
| Notes Architecture | docs/architecture/notes.md |
| Dashboard Guide | docs/user-guide/dashboard.md |
| Cryo Guide | docs/user-guide/cryo.md |
| Docs Guidelines | docs/development/docs-guidelines.md |
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.
- yesterday First seen · 87 lines · 894 tokens per session scan A 508262dab616
qdash CLAUDE.md is an instructions file published in the GitHub repository oqtopus-team/qdash (51 stars, last pushed today), licensed Apache-2.0. It adds 894 tokens to every session, about $0.0045 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 2026-09-03.
Other instructions, from other repositories
divi AGENTS.md
AGENTS.md instructions for QoroQuantum/divi, covering agents.md, dev environment, code style and formatting, testing and documentation.
bio-gene-to-reference-tree copilot-instructions.md
Copilot instructions for Hongda-Zhao/bio-gene-to-reference-tree, a project described as: Auditable agent skill for resolving protein queries, selecting references, and planning reproducible phylogenetic trees.
braina GEMINI.md
Instructions for brainets/braina, covering project: braina (brain interaction analysis), 1. project context & purpose, 2. commands, verify environment (all core dependencies) and run the verification test suite for frites + hoi.
falsify AGENTS.md
AGENTS.md instructions for 263311487-ux/falsify, covering agents.md — falsify and if an agent is working in this repo.
research-automation CLAUDE.md
Instructions for lucafusarbassini/research-automation, covering ricet - research automation framework, project overview, claude-flow mcp, workflow habits and file organization.
shannon-prover CLAUDE.md
Claude Code instructions for SkyShannonProver/shannon-prover, covering shannon prover: claude entry point, current boundary, easycrypt environment, eval safety and current documentation.