Borrowing it
Nothing to install: this file belongs to oqtopus-team/qdash. 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/oqtopus-team/qdash/develop/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/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/oqtopus-team/qdash/agents-md"><img src="https://agentmods.dev/badge/instructions/oqtopus-team/qdash/agents-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 | $0.01604 | $0.01604 |
| Opus 5.5 | $0.00642 | $0.00642 |
| Sonnet 5.5 | $0.00321 | $0.00321 |
| Haiku 4.5 | $0.00160 | $0.00160 |
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 — 127 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/developer-guide/architecture.md and the more specific docs under docs/developer-guide/ before making broad changes.
High-Value References
- Setup:
docs/developer-guide/setup.md - Development flow and commits:
docs/developer-guide/development-flow.md - API design:
docs/developer-guide/api/design.md - API testing:
docs/developer-guide/api/testing.md - API endpoint testing:
docs/developer-guide/api/testing-endpoints.md - UI guidelines:
docs/developer-guide/ui/guidelines.md - UI architecture:
docs/developer-guide/ui/architecture.md - UI testing:
docs/developer-guide/ui/testing.md - UI design policy:
docs/developer-guide/ui/design-policy.md - Workflow quickstart:
docs/developer-guide/workflow/quickstart.md - Workflow architecture:
docs/developer-guide/workflow/engine-architecture.md - Workflow testing:
docs/developer-guide/workflow/testing.md - Documentation guidelines:
docs/developer-guide/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
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 Changed · +1 lines · +31 tokens per session 0d1294e806c8
- 15d ago Changed · +1 lines · +14 tokens per session 4a75b3c222c5
- 1mo ago 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 (54 stars, last pushed yesterday), licensed Apache-2.0. It adds 1,604 tokens to every session, about $0.0064 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 2026-09-03.
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