explain-diff

explain-diff is a skill for Claude Code from claesbackman/AI-research-feedback. It costs 51 tokens per session (1,827 once invoked), scanned A, original, MIT.

A standalone offline HTML explanation of a code change, including its effects on empirical results and a five-question quiz. HTML is the format used to display web pages, and offline means the saved page does not need a network connection.

In plain words
What is it for?
Use it to explain uncommitted changes, new files, or a selected commit or commit range, including the surrounding code, consequences, and a comprehension quiz.
Why use it?
It helps someone who did not write the change understand and defend it, while the quiz checks whether they followed the explanation.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Good fit Use it to explain uncommitted changes, new files, or a selected commit or commit range, including the surrounding code, consequences, and a comprehension quiz.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/claesbackman/ai-research-feedback/explain-diff
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.

Any agent
npx skills add claesbackman/AI-research-feedback --skill explain-diff
Clone the repo
git clone --depth 1 https://github.com/claesbackman/AI-research-feedback

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 explain-diff

README.md
[![agentmods](https://agentmods.dev/badge/skills/claesbackman/ai-research-feedback/explain-diff/github.svg)](https://agentmods.dev/skills/claesbackman/ai-research-feedback/explain-diff)
Your own site
<a href="https://agentmods.dev/skills/claesbackman/ai-research-feedback/explain-diff"><img src="https://agentmods.dev/badge/skills/claesbackman/ai-research-feedback/explain-diff/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 explain-diff

Your own site · 80×15
<a href="https://agentmods.dev/skills/claesbackman/ai-research-feedback/explain-diff"><img src="https://agentmods.dev/badge/skills/claesbackman/ai-research-feedback/explain-diff.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 51 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,827 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00051 $0.01827
Opus 5.5 $0.00020 $0.00731
Sonnet 5.5 $0.00010 $0.00365
Haiku 4.5 $0.00005 $0.00183

Measured 1mo ago against content hash d39eb5a3f205, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

explain-diff 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.

Skills/explain-diff/SKILL.md · 99 lines

How it starts

The opening of the file, as written. The whole thing — 99 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Explain a Change

Produce one self-contained HTML page that explains a code change well enough that someone who did not write it could defend it, ending in a quiz that tests whether they actually followed.

Scope

Set the target from $ARGUMENTS:

  • No argument — uncommitted working tree against HEAD. Use git status --short and git diff (add git diff --cached if anything is staged).
  • One ref (abc123, main) — that ref against the working tree, or against HEAD if the tree is clean.
  • A range (main..HEAD, abc123..def456) — use it as given.

New files are part of the change. git diff shows nothing for an untracked file, so a change that only adds scripts looks empty. Always read git status --short for ?? entries and treat every new file as an addition to explain: read it in full, since there is no diff to read. A new robustness script is exactly the kind of change worth explaining, and it is the one the diff will hide.

Stop only when git status --short and the diff are both empty.

Read from scratch

Work only from the code and the diff. If the conversation already contains an account of this change — yours or the user's — ignore it and read the files. A summary written earlier is a hypothesis, not evidence.

Do not stop at the diff hunks. For every changed block, read the function, script, or stage that contains it, and read what consumes its output. A three-line addition to a pipeline stage is usually only comprehensible from the two files on either side of it.

Verify before you claim

The single most common failure here is reporting a change in results that did not happen, or missing one that did. Check, do not infer:

  • Generated files. Tables, .tex bodies, and rendered figures often show as modified when only a timestamp comment or a nondeterministic tie-break changed. Diff them and look at what actually differs before calling it a result change.
  • Binary artifacts. If an image changed, compare both versions visually. The old version lives in git rather than on disk, so extract it first — git show HEAD:path/to/figure.png > /tmp/old-figure.png — then read the extracted copy alongside the working-tree one. A re-render with identical content is not a finding.
  • Logs. Compare sample sizes, observation counts, and headline coefficients between the old and new run. Identical numbers are the proof that an added block was inert; do not assert it from code reading alone.
  • Numbers you quote. Every figure in the page should come from an output file you opened, not from the prose of the diff. If the change writes a new CSV, read it.
  • Samples. When a new block filters data, compare its filter line by line against the filters of the existing estimation samples. Differences of one clause are the interesting ones.

Read the full file on GitHub · 99 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 First seen · 99 lines · 51 tokens per session scan A d39eb5a3f205

Subscribe to this mod's changes

explain-diff is a skill published in the GitHub repository claesbackman/AI-research-feedback (504 stars, last pushed 9d ago), licensed MIT. It adds 51 tokens to every session and 1,827 once invoked, about $0.0002 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.

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