ripple_detection: Instructions file for Claude Code

CLAUDE.md

ripple_detection CLAUDE.md is an instructions file for Claude Code from Eden-Kramer-Lab/ripple_detection. It costs 3,842 tokens per session, scanned A, original, MIT.

Project instructions for a Python package that detects sharp-wave ripple events in brain recordings. These are brief high-frequency patterns in local field potential signals, commonly studied in neuroscience.

In plain words
What is it for?
Use them when installing, testing, developing, or running examples for the ripple_detection package.
Why use it?
They collect the project’s setup, environment, testing, and development rules in one place, including the supported detection methods.

Instructions file for Claude Code

Written for Claude Code: the file is CLAUDE.md. Also seen: reads .claude/ paths; mentions CLAUDE.md; mentions Claude Code.

This is Eden-Kramer-Lab/ripple_detection's own configuration. It tells Claude Code how to work on ripple_detection itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything ripple_detection configures →

Reuse

Borrowing it

Nothing to install: this file belongs to Eden-Kramer-Lab/ripple_detection. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/Eden-Kramer-Lab/ripple_detection/master/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/Eden-Kramer-Lab/ripple_detection

Made for: Claude Code.

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 ripple_detection CLAUDE.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/eden-kramer-lab/ripple_detection/claude-md/github.svg)](https://agentmods.dev/instructions/eden-kramer-lab/ripple_detection/claude-md)
Your own site
<a href="https://agentmods.dev/instructions/eden-kramer-lab/ripple_detection/claude-md"><img src="https://agentmods.dev/badge/instructions/eden-kramer-lab/ripple_detection/claude-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.

agentmods 80×15 button for ripple_detection CLAUDE.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/eden-kramer-lab/ripple_detection/claude-md"><img src="https://agentmods.dev/badge/instructions/eden-kramer-lab/ripple_detection/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 3,842 This file is loaded in full into every session.
When invoked 3,842 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
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 5.1 $0.03842 $0.03842
Opus 5.5 $0.01537 $0.01537
Sonnet 5.5 $0.00768 $0.00768
Haiku 4.5 $0.00384 $0.00384

Measured 1mo ago against content hash 25dc78caa288, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ripple_detection CLAUDE.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.

CLAUDE.md · 181 lines

How it starts

The opening of the file, as written. The whole thing — 181 lines — stays where its author put it; the contents beside it link to each section on GitHub.

CLAUDE.md

This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.

Project Overview

ripple_detection is a Python package for detecting sharp-wave ripple events (150-250 Hz) from local field potentials (LFPs) in neuroscience research. It implements detection algorithms from Karlsson & Frank 2009, Kay et al. 2016, Yu et al. 2017, Carey et al. 2019, FMAToolbox and buzcode, along with unpublished lab variants.

Development Commands

Setup

# uv (recommended): .venv from uv.lock with the package editable plus the dev tools
uv sync --extra examples
uv run pytest            # prefix any command with `uv run` to use that environment
uv lock                  # after changing dependencies in pyproject.toml
uvx pre-commit install   # once; each commit then runs ruff, codespell, mypy and the file checks

# Or pip into your own environment
pip install -e .[dev,examples]

# Or conda
conda env create -f environment.yml
conda activate ripple_detection
pip install -e .[dev,examples]

# Minimal install (runtime dependencies only)
pip install -e .

The dev extra and the dev dependency group in pyproject.toml list the same tools; keep them identical.

Releasing: the release skill (.claude/skills/release/SKILL.md). What each test module covers: tests/CLAUDE.md.

Testing

# Run all tests with coverage, and the docstring examples in src/ (testpaths)
pytest

# Test notebooks (as done in CI)
jupyter nbconvert --to notebook --ExecutePreprocessor.kernel_name=python3 --execute examples/detection_examples.ipynb
jupyter nbconvert --to notebook --ExecutePreprocessor.kernel_name=python3 --execute examples/test_individual_algorithm_components.ipynb
jupyter nbconvert --to notebook --ExecutePreprocessor.kernel_name=python3 --execute examples/ripple_detection_tutorial.ipynb
jupyter nbconvert --to notebook --ExecutePreprocessor.kernel_name=python3 --execute examples/simulation_study.ipynb

# Re-run the simulation study sweep the notebook reads (about two minutes)
uv run python examples/simulation_study.py

# Run every surveyed paper's packaged method on a simulated session (seconds;
# overwrites examples/literature_recipes_results.csv). Widloski 2022 has none:
# its replay is defined by decoding (literature_methods.NOT_REPRODUCED)
uv run python examples/literature_recipes.py

# The measured-data walkthrough for literature_methods (seconds; the tests run it)
uv run python examples/measured_walkthrough.py

Read the full file on GitHub · 181 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. 1mo ago Changed · +21 lines · +782 tokens per session 25dc78caa288
  2. 1mo ago Changed · -185 lines · -263 tokens per session 33c750bd6e82
  3. 1mo ago Changed · -1 lines · +189 tokens per session 812b33bb071f
  4. 2mo ago First seen · 346 lines · 3,134 tokens per session scan A 31e0b106d4f0

Subscribe to this mod's changes

ripple_detection CLAUDE.md is an instructions file published in the GitHub repository Eden-Kramer-Lab/ripple_detection (47 stars, last pushed 5d ago), licensed MIT. It adds 3,842 tokens to every session, about $0.0154 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.

Related

ripple_detection CLAUDE.md compared with instructions from other repositories

ripple_detection CLAUDE.md next to 6 instructions from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
ripple_detection CLAUDE.mdEden-Kramer-Lab/ripple_detectionInstructions file475d agoMITA3,842Claude Code
vscode buildNext.instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA9,719GitHub Copilot
next.js AGENTS.mdvercel/next.jsInstructions file143kyesterdayMITA7,461Codex, OpenCode
langchain AGENTS.mdlangchain-ai/langchainInstructions file149kyesterdayMITA4,680Codex, OpenCode
vscode oss-third-party-notices.instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA5,516GitHub Copilot
vscode copilot-instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA3,093GitHub Copilot
deepseek-harness AGENTS.mddeepseek-ai/deepseek-harnessInstructions file274k2d agoMITA4,313Codex, OpenCode