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/agents-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/agents-md)<a href="https://agentmods.dev/instructions/oqtopus-team/qdash/agents-md"><img src="https://agentmods.dev/badge/instructions/oqtopus-team/qdash/agents-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 | $0.01559 | $0.01559 |
| Opus 5 | $0.00779 | $0.00779 |
| Sonnet 5 | $0.00312 | $0.00312 |
| Haiku 4.5 | $0.00156 | $0.00156 |
Grade A, and why
qdash AGENTS.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 — 125 lines — stays where its author put it; the contents beside it link to each section on GitHub.
QDash Agent Guide
This file is the Codex-facing project guide. Keep it concise and update it when repository-wide conventions change. The older CLAUDE.md is retained as a Claude Code reference, but Codex should use this file first.
Project Overview
QDash is a web platform for managing and monitoring qubit calibration workflows.
- Repository:
oqtopus-team/qdash - License: Apache 2.0
- Public docs: https://oqtopus-team.github.io/qdash/
Architecture
- Frontend:
ui/uses Next.js, React, TypeScript, DaisyUI, TanStack Query, and Bun. - Backend API:
src/qdash/api/uses FastAPI with MongoDB/PostgreSQL-related services. - Workflow engine:
src/qdash/workflow/uses Prefect 3 and qubex. - Shared data/model code lives under
src/qdash/common,src/qdash/datamodel,src/qdash/dbmodel, and repository/service modules.
Read docs/getting-started/architecture.md and the more specific docs under docs/development/ before making broad changes.
High-Value References
- Setup:
docs/development/setup.md - Development flow and commits:
docs/development/development-flow.md - API design:
docs/development/api/design.md - API testing:
docs/development/api/testing.md - UI guidelines:
docs/development/ui/guidelines.md - UI architecture:
docs/development/ui/architecture.md - UI testing:
docs/development/ui/testing.md - UI design policy:
docs/development/ui/design-policy.md - Workflow quickstart:
docs/development/workflow/quickstart.md - Workflow architecture:
docs/development/workflow/engine-architecture.md - Workflow testing:
docs/development/workflow/testing.md - Documentation guidelines:
docs/development/docs-guidelines.md - Database structure:
docs/reference/database-structure.md - Database indexes:
docs/reference/database-indexes.md
Generated Code
Do not manually edit generated files:
ui/src/client/ui/src/schemas/clients/typescript/src/generated/docs/oas/openapi.json
When backend API schemas or routes change, run task generate from the repository root to regenerate the OpenAPI document and TypeScript clients.
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 · 125 lines · 1,559 tokens per session scan A eb493454217f
qdash AGENTS.md is an instructions file published in the GitHub repository oqtopus-team/qdash (51 stars, last pushed today), licensed Apache-2.0. It adds 1,559 tokens to every session, about $0.0078 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
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.