Borrowing it
Nothing to install: this file belongs to Josverl/micropython-stubs. 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/Josverl/micropython-stubs/main/.github/copilot-instructions.mdgit clone --depth 1 https://github.com/Josverl/micropython-stubsWrote 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/josverl/micropython-stubs/copilot-instructions)<a href="https://agentmods.dev/instructions/josverl/micropython-stubs/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/josverl/micropython-stubs/copilot-instructions/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/josverl/micropython-stubs/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/josverl/micropython-stubs/copilot-instructions.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 | $0.02953 | $0.02953 |
| Opus 5.5 | $0.01181 | $0.01181 |
| Sonnet 5.5 | $0.00591 | $0.00591 |
| Haiku 4.5 | $0.00295 | $0.00295 |
Grade A, and why
micropython-stubs copilot-instructions.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 1mo 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.
How it starts
The opening of the file, as written. The whole thing — 295 lines — stays where its author put it; the contents beside it link to each section on GitHub.
MicroPython-Stubs Repository Guide
Project Overview
This repository mostly contains type stubs, not executable code.
It hosts 3,000+ stub files (.pyi) for MicroPython across multiple versions (v1.17-v1.27), ports (esp32, rp2, stm32, etc.), and boards. These stubs enable IDE autocomplete, type checking, and documentation for MicroPython development.
Sister Repository: micropython-stubber - CLI tool (stubber) that generates these stubs.
Repository Structure
stubs/ # Generated stub files (MCU, frozen, doc, merged)
publish/ # Ready-to-install PyPI packages
micropython-v1_XX_X-{port}-{board}-stubs/
micropython-stdlib-stubs/
tools/ # Tooling (board_compare)
scripts/ # Analysis scripts and notebooks
docs/ # Sphinx documentation source
data/ # JSON database files (stub-packages.json)
tests/quality_tests/ # Pytest-based stub quality tests
Agent (Beads) Workflow
This repository uses Beads (bd) for issue tracking.
- Use
bd readyto find unblocked work - Use
bd createto track new work - Use
bd update <id> --claimbefore starting - Use
bd close <id>when work is complete - Run
bd dolt pullbefore relying on issue status or mutating Beads - Search for an existing issue before creating another; use
bd supersede <old> --with <new>for an existing duplicate - Run
bd dolt pushafter every successful Beads mutation and before handoff - Never force a Dolt push; stop and report pull, merge, or push conflicts
- Git merges and rebases do not sync Beads; Beads uses
refs/dolt/data - This repository authorizes Beads-only pull/push. Source Git commits, pulls, and pushes still require explicit authorization
Context Loading
Run bd prime for the full workflow context.
If the Beads Copilot plugin is installed, Copilot CLI will automatically run
bd prime on session start and before compaction.
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.
- 1mo ago Changed · +25 lines · +249 tokens per session 758dd7acec86
- 1mo ago First seen · 270 lines · 2,704 tokens per session scan A a10c6ab37143
micropython-stubs copilot-instructions.md is an instructions file published in the GitHub repository Josverl/micropython-stubs (321 stars, last pushed today), licensed MIT. It adds 2,953 tokens to every session, about $0.0118 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 2026-09-04.
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Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
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