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.
curl -O https://raw.githubusercontent.com/Eden-Kramer-Lab/ripple_detection/master/CLAUDE.mdgit clone --depth 1 https://github.com/Eden-Kramer-Lab/ripple_detectionWrote 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/eden-kramer-lab/ripple_detection/claude-md)<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.
<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>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 | $0.03842 | $0.03842 |
| Opus 5.5 | $0.01537 | $0.01537 |
| Sonnet 5.5 | $0.00768 | $0.00768 |
| Haiku 4.5 | $0.00384 | $0.00384 |
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.
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
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 · +21 lines · +782 tokens per session 25dc78caa288
- 1mo ago Changed · -185 lines · -263 tokens per session 33c750bd6e82
- 1mo ago Changed · -1 lines · +189 tokens per session 812b33bb071f
- 2mo ago First seen · 346 lines · 3,134 tokens per session scan A 31e0b106d4f0
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.
ripple_detection CLAUDE.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| ripple_detection CLAUDE.mdEden-Kramer-Lab/ripple_detection | Instructions file | 47 | 5d ago | MIT | A | 3,842 | Claude Code |
| 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 |