gf-walkthrough

gf-walkthrough is a skill for Claude Code from byx-darwin/gitflow-cli. It costs 68 tokens per session (1,242 once invoked), scanned A, original, MIT.

A delivery report that explains a code change to non-engineers and grades the evidence supporting each claim. It uses a Git diff—the recorded difference between two versions of a project—and may include pull-request information.

In plain words
What is it for?
Use it to prepare a change walkthrough, summarize what was tested, and show the evidence level for each statement. It does not approve or reject the change.
Why use it?
It separates what was measured by running a command from what was inferred from files, and clearly marks what was not checked. This avoids presenting unverified testing as proof.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Part of the gitflow-cli plugin — 30 skills shipped together

Good fit Use it to prepare a change walkthrough, summarize what was tested, and show the evidence level for each statement. It does not approve or reject the change.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/byx-darwin/gitflow-cli/gf-walkthrough
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 byx-darwin/gitflow-cli --skill gf-walkthrough
Clone the repo
git clone --depth 1 https://github.com/byx-darwin/gitflow-cli

Made for: Claude Code.

Or install gitflow-cli, the plugin that ships this one along with the rest of its 30 skills.

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 gf-walkthrough

README.md
[![agentmods](https://agentmods.dev/badge/skills/byx-darwin/gitflow-cli/gf-walkthrough/github.svg)](https://agentmods.dev/skills/byx-darwin/gitflow-cli/gf-walkthrough)
Your own site
<a href="https://agentmods.dev/skills/byx-darwin/gitflow-cli/gf-walkthrough"><img src="https://agentmods.dev/badge/skills/byx-darwin/gitflow-cli/gf-walkthrough/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 gf-walkthrough

Your own site · 80×15
<a href="https://agentmods.dev/skills/byx-darwin/gitflow-cli/gf-walkthrough"><img src="https://agentmods.dev/badge/skills/byx-darwin/gitflow-cli/gf-walkthrough.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 68 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,242 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.
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 $0.00068 $0.01242
Opus 5.5 $0.00027 $0.00497
Sonnet 5.5 $0.00014 $0.00248
Haiku 4.5 $0.00007 $0.00124

Measured 29d ago against content hash 8d073427fb25, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

gf-walkthrough 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 29d 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/gf-walkthrough/SKILL.md · 150 lines

How it starts

The opening of the file, as written. The whole thing — 150 lines — stays where its author put it; the contents beside it link to each section on GitHub.

gf-walkthrough — Delivery Walkthrough & Evidence Grading

Offline package: narrative, summary, graded evidence, review gate. Anchored on a <base>...<head> diff; PR data enriches when present. Never issues a verdict — gf-review does.

Preconditions

  • Read access to git log/diff/merge-base
  • Report template at docs/superpowers/templates/walkthrough-report-template.md

When to Use

English 中文 Context
delivery walkthrough 交付走查 non-engineer reader
evidence grading 证据分级 verification level per claim

When NOT to Use

Scenario Why Not Use Instead
Approve / request-changes verdict No verdicts /gf-review
Six-dimension PR assessment Narrates only /gf-pr-review
Detecting code smells Different problem /gf-smell

Evidence Grading

Tier Meaning Hard rule
Measured Command run this session No output → downgrade to Inferred.
Inferred Read from code/config/diff Must cite path:line.
Unverified Not verified this run Must state why; never omitted.

Reused from gf-smell. Failed re-run → Unverified, never Inferred.

Failing Tests

失败用例 最后修改 commit 是否 base 祖先

Missing commit hash together with unrelated → forbidden. Wording fixed: "先于本次交付存在" (ancestry ⇒ file predates base, not ⇒ failure unrelated). Algorithm: docs/superpowers/templates/walkthrough-report-template.md.

Language Detection

Reuse gf-quality/references/detector.md; no language layer here.

Re-run Allowlist

One read-only re-run fills gaps, else Unverified:

Allowed Forbidden
git log / diff / merge-base / show anything writing files
gf pr view / gf pr diff / gf pipeline status pushing or changing branch state
read-only Gate Commands installing dependencies

Failed re-run → Unverified with reason and workaround.

Responsibility

✅ In Scope

  • Narrate the change for a non-engineer reader
  • Summarize the diff and PR metadata when present
  • Grade every claim Measured / Inferred / Unverified
  • Assemble the failing-test ancestry table
  • Write the report from the template

Read the full file on GitHub · 150 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. 29d ago First seen · 150 lines · 68 tokens per session scan A 8d073427fb25

Subscribe to this mod's changes

gf-walkthrough is a skill published in the GitHub repository byx-darwin/gitflow-cli (3 stars, last pushed 22d ago), licensed MIT. It adds 68 tokens to every session and 1,242 once invoked, about $0.0003 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 2026-09-17.

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