quantflow-observable-instructions

A set of writing and coding rules for Observable Framework pages in Quantflow. Observable Framework is a tool for building web pages from Markdown and code, and these rules cover mathematical notation and download buttons.

In plain words
What is it for?
It is for writing math with the page’s supported KaTeX format and implementing data downloads as buttons. It applies to Markdown files in Quantflow’s frontend source directory.
Why use it?
It prevents syntax and implementation mistakes that could stop formulas or downloads from rendering correctly. It gives contributors a shared format for these pages.

Instructions file for GitHub Copilot

Install

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.

agentmods
npx agentmods add instructions/quantmind/quantflow/observable
Clone the repo
git clone --depth 1 https://github.com/quantmind/quantflow

Made for: GitHub Copilot.

Per session 383 This file is loaded in full into every session.
When invoked 383 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
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.

ModelPer sessionOnce invoked
Fable 5 $0.00383 $0.00383
Opus 5 $0.00192 $0.00192
Sonnet 5 $0.00077 $0.00077
Haiku 4.5 $0.00038 $0.00038

Measured yesterday against content hash 8bd29be8743f, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

quantflow-observable-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 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.

.github/instructions/observable.instructions.md · 50 lines

What it actually says

Observable Framework Instructions

These instructions apply to markdown files in frontend/src/, which are rendered by Observable Framework.

Math

Observable Framework uses KaTeX for math rendering. The syntax is different from standard markdown math (no $...$ or $$...$$).

  • Display math (block, centered): use a tex fenced code block:

    ```tex
    E = mc^2
    ```
    
  • Inline math: use the tex tagged template literal inside an inline expression:

    The smoothing factor ${tex`\alpha`} controls decay.
    
  • Do not use $...$ or $$...$$ for math in Observable Framework pages.

  • Do not use \begin{equation}...\end{equation} (that convention applies only to mkdocs pages in docs/).

Downloads

Always render download actions as a <button> element (not an <a> link). Use the pattern:

const downloadData = () => {
  const blob = new Blob([JSON.stringify(data, null, 2)], {type: "application/json"});
  const url = URL.createObjectURL(blob);
  const a = document.createElement("a");
  a.href = url;
  a.download = "filename.json";
  a.click();
  URL.revokeObjectURL(url);
};

display(html`<button onclick=${downloadData} style="cursor: pointer; background: var(--qf-primary); color: #fff; border: none; padding: 0.5em 1em; border-radius: 4px;">Download (JSON)</button>`);
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.

  1. yesterday First seen · 50 lines · 383 tokens per session scan A 8bd29be8743f

Subscribe to this mod's changes

quantflow-observable-instructions is an instructions file published in the GitHub repository quantmind/quantflow (52 stars, last pushed 15d ago), licensed BSD-3-Clause. It adds 383 tokens to every session, about $0.0019 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 2026-08-30.