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 skills add gpsaggese/helpers --skill notebook.delete_dead_codegit clone --depth 1 https://github.com/gpsaggese/helpersWrote 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/skills/gpsaggese/helpers/notebook.delete_dead_code)<a href="https://agentmods.dev/skills/gpsaggese/helpers/notebook.delete_dead_code"><img src="https://agentmods.dev/badge/skills/gpsaggese/helpers/notebook.delete_dead_code/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/skills/gpsaggese/helpers/notebook.delete_dead_code"><img src="https://agentmods.dev/badge/skills/gpsaggese/helpers/notebook.delete_dead_code.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 | $0.00016 | $0.00252 |
| Opus 5.5 | $0.00006 | $0.00101 |
| Sonnet 5.5 | $0.00003 | $0.00050 |
| Haiku 4.5 | $0.00002 | $0.00025 |
Grade A, and why
notebook.delete_dead_code 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 yesterday.
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.
What it actually says
Goal
- Given a Jupyter notebook, remove its dead code and the dead code in the paired utility file
Workflow
Follow Notebook Conventions
- Read and follow
.claude/skills/notebook.rules.md
Find Unused Functions
- Find the functions in the notebook and in the paired
*_utils.pyfile that the notebook does not use - Print a summary of the unused functions
Remove Unused Code
- Remove the unused functions from the notebook and from the paired utility file
- Remove their unit tests, if any
Sync with Jupytext
- At the end, sync the paired
.pyfile with Jupytext, following# Code Architecture and Responsibility->## Utilities vs. Notebook Responsibilitiesin.claude/skills/notebook.rules.md
Verification
- Confirm no remaining code references the removed functions
- Run the notebook top to bottom following
## Testing Notebookin.claude/skills/notebook.rules.mdand confirm it completes without errors
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.
- yesterday First seen · 33 lines · 16 tokens per session scan A 1942d15f8682
notebook.delete_dead_code is a skill published in the GitHub repository gpsaggese/helpers (158 stars, last pushed today), licensed Apache-2.0. It adds 16 tokens to every session and 252 once invoked, about $0.0001 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 2026-11-06.
notebook.delete_dead_code compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| notebook.delete_dead_codegpsaggese/helpers | Skill | 158 | today | Apache-2.0 | A | 16 | Claude Code |
| python-code-qualitymicrosoft/agent-framework | Skill | 15k | today | MIT | A | 40 | Claude Code, Codex |
| plugin-architecture-patternsxberg-io/xberg | Skill | 9.6k | today | MIT | A | 15 | Claude Code |
| test-corpusxberg-io/xberg | Skill | 9.6k | today | MIT | A | 15 | Claude Code, Codex |
| stack-trace-python-probeopensquilla/opensquilla | Skill | 7.1k | 7d ago | Apache-2.0 | A | 40 | Claude Code |
| idapythonmrexodia/ida-pro-mcp | Skill | 13k | 1mo ago | MIT | A | 77 | Claude Code |
| memory-optimizationbenchflow-ai/skillsbench | Skill | 1.9k | 3d ago | Apache-2.0 | A | 60 | Claude Code, Codex |