What is quantflow-bibliography-instructions?

Project instructions for maintaining a bibliography, a list of sources used in the Quantflow documentation. The source file is BibTeX, a standard format for storing academic references, and a Markdown list is generated from it.

Use them when adding or changing references: edit the BibTeX file and regenerate the Markdown bibliography with the project command.

They keep references alphabetized and prevent the generated bibliography from becoming out of sync with the source file.

How quantmind/quantflow configures GitHub Copilot

Reuse

Borrowing it

Nothing to install: this file belongs to quantmind/quantflow. 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/quantmind/quantflow/main/.github/instructions/bibliography.instructions.md

Clone the repo

git clone --depth 1 https://github.com/quantmind/quantflow

Made for: GitHub Copilot.

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/quantmind/quantflow/bibliography/github.svg)](https://agentmods.dev/instructions/quantmind/quantflow/bibliography)

Your own site

<a href="https://agentmods.dev/instructions/quantmind/quantflow/bibliography"><img src="https://agentmods.dev/badge/instructions/quantmind/quantflow/bibliography/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/quantmind/quantflow/bibliography"><img src="https://agentmods.dev/badge/instructions/quantmind/quantflow/bibliography.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 157 This file is loaded in full into every session.

When invoked 157 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 original No closer match found 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	$0.00157	$0.00157
Opus 5.5	$0.00063	$0.00063
Sonnet 5.5	$0.00031	$0.00031
Haiku 4.5	$0.00016	$0.00016

Measured 2mo ago against content hash f06ccb952bd3, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

quantflow-bibliography-instructions 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.

.github/instructions/bibliography.instructions.md · 17 lines

What it actually says

Instructions for updating the bibliography for quantflow:

The bibliography for quantflow is maintained in docs/references.bib
Each entry must be added in alphabetical order of the label (the part after the first { in the bib entry).
Regenerate the markdown file docs/bibliography.md from the bib file using the
```
make docs-bib
```
Run this command every time you update the bib file to keep the markdown file in sync
Do not edit docs/bibliography.md directly as it is generated from docs/references.bib.

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 · 17 lines · 157 tokens per session scan A f06ccb952bd3

Subscribe to this mod's changes

quantflow-bibliography-instructions is an instructions file published in the GitHub repository quantmind/quantflow (58 stars, last pushed 2mo ago), licensed BSD-3-Clause. It adds 157 tokens to every session, about $0.0006 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 2026-08-30.

Research Writing and docs cox-ingersoll-ross fourier-transform heston-model option-pricing stochastic-processes

quantflow-bibliography-instructions next to 6 instructions from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
quantflow-bibliography-instructionsquantmind/quantflow	Instructions file	58	2mo ago	BSD-3-Clause	A	157	GitHub Copilot
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

quantflow: Instructions file for GitHub Copilot