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.
npx agentmods add instructions/spylang/spy/claude-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/claude-md)<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>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 | $0.01107 | $0.01107 |
| Opus 5 | $0.00553 | $0.00553 |
| Sonnet 5 | $0.00221 | $0.00221 |
| Haiku 4.5 | $0.00111 | $0.00111 |
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) 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 interpor-m Cor-m doppler - Type checking:
mypy
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.
- 5d ago First seen · 142 lines · 1,107 tokens per session scan A 141e86f1f1e9
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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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).
spec-kit AGENTS.md
AGENTS.md instructions for github/spec-kit, covering agents.md, about spec kit and specify, quickstart — add a new integration in 5 steps, integration architecture and integrationmanifest — file tracking.
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AGENTS.md instructions for openai/codex, covering rust/codex-rs, the codex-core crate, code review rules, crate api surface and model visible context.
langchain AGENTS.md
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vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, applying the notice (cutover) and fallback chain (never fail the build).
next.js AGENTS.md
Instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.