spy CLAUDE.md

spy CLAUDE.md is an instructions file for coding agents from spylang/spy. It costs 1,107 tokens per session, scanned A, original, MIT.

A set of instructions for working on the SPy programming language and related Python code. It also defines how the coding assistant should write tests, comments, and file-processing code.

In plain words
What is it for?
Writing or reviewing SPy code, adding tests, explaining non-obvious decisions in comments, and handling paths and files with py.path.local.
Why use it?
It gives the assistant project-specific rules, reducing inconsistent code and unhelpful comments. It also makes clear that requested tests should be written without fixing the underlying code.

Instructions file

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/spylang/spy/claude-md
Clone the repo
git clone --depth 1 https://github.com/spylang/spy

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.

agentmods badge for spy CLAUDE.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/spylang/spy/claude-md.svg)](https://agentmods.dev/instructions/spylang/spy/claude-md)
Your own site
<a href="https://agentmods.dev/instructions/spylang/spy/claude-md"><img src="https://agentmods.dev/badge/instructions/spylang/spy/claude-md.svg" alt="Measured on agentmods" height="20"></a>
Per session 1,107 This file is loaded in full into every session.
When invoked 1,107 The same file — it is already loaded in full.
Security scan A 1 finding. 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 $0.01107 $0.01107
Opus 5 $0.00553 $0.00553
Sonnet 5 $0.00221 $0.00221
Haiku 4.5 $0.00111 $0.00111

Measured 5d ago against content hash 141e86f1f1e9, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

spy CLAUDE.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 5d 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)
CLAUDE.md · 142 lines

How it starts

The opening of the file, as written. The whole thing — 142 lines — stays where its author put it; the contents beside it link to each section on GitHub.

SPy Language - Dev Reference

General behavior of claude code

  • when asked to write a test, write just the test without trying to fix it

How to write comments

Avoid writing useless comments: if you need to write a comment, explain WHY the code does something instead of WHAT it does.

Examples of USELESS comments (they just describe what the code obviously does):

# Convert to py.path.local
path = py.path.local(str(path_item))

# Loop through all files
for file in files:
    ...

# Check if path is a directory
if path.check(dir=True):
    ...

Examples of USEFUL comments (they explain WHY or provide context):

This is USEFUL because it's not immediately obvious that capture_output=True influencese also stderr:

# Use capture_output=True to capture stdout and stderr separately
proc = subprocess.run(cmdline_s, capture_output=True)

This is USEFUL because it explains why decided to apply or not apply the conversion:

if w_typeconv is None:
    # no conversion needed, hooray
    return wam
elif self.redshifting:
    # we are performing redshifting: the conversion will be handlded
    # by FuncDoppler
    return wam
else:
    # apply the conversion immediately
    w_val = self.vm.fast_call(w_typeconv, [wam.w_val])

This is USEFUL because by just looking at exec_stmt it's not immediately obvious that we are talking about method definitions:

# execute method definitions
for stmt in self.classdef.body:
    self.exec_stmt(stmt)

When in doubt: if the comment can be removed and the code is still clear, remove it.

Imports

  • Organize imports by standard Python conventions
  • Prefer specific imports: from spy.errors import SPyError
  • Prefer module-level imports, unless there is a good reason to put them inside functions

For example:

def foo():
    # don't do this: put "import time" at the top level"
    import time

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 interp or -m C or -m doppler
  • Type checking: mypy

Read the full file on GitHub · 142 lines

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. 5d ago First seen · 142 lines · 1,107 tokens per session scan A 141e86f1f1e9

Subscribe to this mod's changes

spy CLAUDE.md is an instructions file published in the GitHub repository spylang/spy (811 stars, last pushed yesterday), licensed MIT. It adds 1,107 tokens to every session, about $0.0055 per session on Opus 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 2026-08-30.

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