Borrowing it
Nothing to install: this file belongs to galsci/pysm. 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/galsci/pysm/main/AGENTS.mdgit clone --depth 1 https://github.com/galsci/pysmWrote 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/galsci/pysm/agents-md)<a href="https://agentmods.dev/instructions/galsci/pysm/agents-md"><img src="https://agentmods.dev/badge/instructions/galsci/pysm/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/galsci/pysm/agents-md"><img src="https://agentmods.dev/badge/instructions/galsci/pysm/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 | $0.01549 | $0.01549 |
| Opus 5.5 | $0.00620 | $0.00620 |
| Sonnet 5.5 | $0.00310 | $0.00310 |
| Haiku 4.5 | $0.00155 | $0.00155 |
Grade A, and why
pysm 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 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 — 135 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Repository Guidelines
Project Overview
PySM (Python Sky Model) generates full-sky simulations of Galactic foreground emissions in intensity and polarization for Cosmic Microwave Background (CMB) experiments. It uses HEALPix pixelization via healpy and supports MPI parallelization.
Project Structure & Key Files
src/pysm3/
├── __init__.py # Public API exports
├── sky.py # Main Sky class for combining components
├── models/ # Sky model implementations (dust, synchrotron, CMB, etc.)
├── utils/ # Helper functions for map I/O, smoothing
├── units.py # Unit conversion utilities (uses astropy.units)
├── mpi.py # MPI distribution helpers
└── data/ # Model configuration files (TOML)
tests/
├── test_dust.py # Dust model tests
├── test_synchrotron.py # Synchrotron model tests
├── test_cmb.py # CMB model tests
└── test_*.py # Other component tests
docs/
├── *.ipynb # Tutorials; selected files are executed by pytest/nbval
├── preprocess-templates/ # Large, data-producing notebooks; not executed in CI
├── conf.py # Sphinx configuration
└── *.rst # RST documentation files
Quick Start Commands
# Setup environment
uv venv .venv && source .venv/bin/activate
uv pip install -e .[test]
# Run tests (includes notebook validation)
uv run pytest -v
# Run specific test file
uv run pytest tests/test_dust.py -v
# Lint the Python files changed by your patch
uv run flake8 PATH/TO/CHANGED_FILE.py --count --max-line-length=100
# Execute one notebook into a separate output file (nbconvert is not in the test extra)
uv run --with nbconvert jupyter nbconvert --to notebook --execute INPUT.ipynb \
--output OUTPUT.ipynb
# Build documentation
uv run --extra docs sphinx-build -W -b html docs docs/_build/html
# Coverage report
uv run pytest --cov pysm3 --cov-report=xml
Important: the full test suite (including notebook validation) is slow and is
run by GitHub Actions on every push / pull request. While working on a bug fix
or a feature, run only the tests attached to that change (e.g.
uv run pytest tests/test_<component>.py -q), not the whole suite.
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 · +5 lines · +73 tokens per session 44f5f2cf013f
- 2mo ago First seen · 130 lines · 1,476 tokens per session scan A 3ec70615835f
pysm AGENTS.md is an instructions file published in the GitHub repository galsci/pysm (47 stars, last pushed 6d ago), licensed BSD-3-Clause. It adds 1,549 tokens to every session, about $0.0062 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.
pysm AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| pysm AGENTS.mdgalsci/pysm | Instructions file | 47 | 6d ago | BSD-3-Clause | A | 1,549 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | 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 |