Borrowing it
Nothing to install: this file belongs to spylang/spy. 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/spylang/spy/main/AGENTS.mdgit clone --depth 1 https://github.com/spylang/spyWrote 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/spylang/spy/agents-md)<a href="https://agentmods.dev/instructions/spylang/spy/agents-md"><img src="https://agentmods.dev/badge/instructions/spylang/spy/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/spylang/spy/agents-md"><img src="https://agentmods.dev/badge/instructions/spylang/spy/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 | $0.01599 | $0.01599 |
| Opus 5.5 | $0.00640 | $0.00640 |
| Sonnet 5.5 | $0.00320 | $0.00320 |
| Haiku 4.5 | $0.00160 | $0.00160 |
Grade A, and why
spy AGENTS.md scanned grade A with 1 finding 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.
Runs shell commandslowCapability
Expected in a hook, worth knowing in a rule or an instructions file.
proc = subprocess.run(cmdline_s, capture_output=True) How it starts
The opening of the file, as written. The whole thing — 195 lines — stays where its author put it; the contents beside it link to each section on GitHub.
SPy Language - Dev Reference
Common Commands
- When running tests, always use the venv: e.g. `./venv/bin/pytest'
- Run all tests:
pytest - Run single test:
pytest spy/tests/path/to/test_file.py::TestClass::test_function - Run backend-specific tests:
pytest -m interpor-m Cor-m doppler - Type checking:
mypy
Compile SPy Code
spy your_file.spy # Execute (default)
spy build your_file.spy # Compile to executable
spy build -x your_file.spy # Compile to executable AND execute
spy --help # To see other commands to inspect the pipeline
When/how to run tests
The full test suite is slow. When you work on a feature with a limited/precise scope, run just the tests relevant to the specific feature and/or the files that you are modifying (use your own judgment).
When you want to run tests/compiler tests for a whole file and/or for the whole dir
AND the file takes many seconds to run (e.g. if it contains many tests), prefer to run
them backend-by-backend: interp tests are the fastest and catch most of the problems;
doppler tests are a bit slower and catch doppler-specific tests; C backend are
slowest and should be run only at the end.
So, if you decide to run all the tests for the file test_foo.py, do this:
pytest test_foo.py -m interppytest test_foo.py -m dopplerpytest test_foo.py -m C
Beware that come test files define their own "extra" backends.
If the test file is very short and it's quick to run, feel free to run with all backends in one go.
If you modify something which is likely to impact everything, a good smoke test is
test_basic.py: run it in isolation before running the whole test suite.
Under normal development it is not necessary to run the full test suite before each commit, it is fine to run it only to make sure that the branch is ready. However, if you do whole-program modifications which are likely to break things "everywhere", then feel free to run it more often. Use your own judgment.
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 First seen · 195 lines · 1,599 tokens per session scan A f1861f66261f
spy AGENTS.md is an instructions file published in the GitHub repository spylang/spy (823 stars, last pushed 2d ago), licensed MIT. It adds 1,599 tokens to every session, about $0.0064 per session on Opus 5.5. A static security scan graded it A with 1 finding (runs shell commands). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-23.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
deepseek-harness AGENTS.md
AGENTS.md instructions for deepseek-ai/deepseek-harness, covering agents.md, pre-stable apis and released session data, repository layout, commands and host sandbox failures.