Ax Extract Workflow

Reconstruct the workflow behind a past artifact - "what made X work" / "extract workflow from <date|sha>" / "how did we ship Y". Uses ax to find the relevant sessions and narrate the ordered skill arcs that produced the result. Triggers on "what made X work", "how did we build Y", "extract workflow from <date>", "extract workflow from <sha>", "what was the workflow around <topic>", "show me how I shipped <feature>", "reconstruct the recipe for <artifact>". Do NOT fire on generic "show recent activity" - this skill is for reconstructing the workflow behind a specific artifact.

122 stars 14 forksProductivity & Notes

Install

skills CLI (Claude Code, Cursor, Codex and more)
npx skills add Necmttn/ax --skill ax-extract-workflow
Manual install
git clone --depth 1 https://github.com/Necmttn/ax.git /tmp/ax
mkdir -p ~/.claude/skills
cp -r /tmp/ax/skills/ax-extract-workflow ~/.claude/skills/ax-extract-workflow

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# ax:extract-workflow - reconstruct the recipe behind a shipped artifact

Given a deliverable (a demo, a PR, a feature) the user wants to know:
what skills, in what order, produced it? This skill resolves an anchor
(date or sha), windows the relevant sessions, and narrates the ordered
skill arcs in plain text. Eats its own dogfood: it is itself a framing
skill.

Assumes `ax` (axctl) is on PATH. If `ax sessions here` fails, tell the user
to check `docs/development.md#setup` (DuckDB dylib setup - no daemon
required) and stop.

## When to fire

ONLY on explicit reconstruction triggers:
- "what made <X> work" / "how did we ship <Y>"
- "extract workflow from <date>" / "extract workflow from <sha>"
- "what was the workflow around <topic>"
- "reconstruct the recipe for <artifact>"
- "show me how I built <feature>"

Do NOT fire on generic "what did I do today" or "show recent activity".
That is `ax sessions here` territory, not this skill.

## Step 1 - resolve the anchor

Decide one of three modes based on what the user gave you:

| User said | Mode | Action |
|---|---|---|
| commit sha (full or short) | sha | use it directly |
| date or date range (YYYY-MM-DD) | date | use `ax sessions around <date>` |
| topic / feature / artifact name | topic | `ax recall "<topic>" --sources=commit --json` to find candidate shas |
| "this repo, recently" | pwd | `ax sessions here --days=14` |

For topic mode pick the most relevant sha and proceed in sha mode. If
Read the full skill on GitHub

Details

Skill name
ax-extract-workflow
Repository
Necmttn/ax
Path
skills/ax-extract-workflow/SKILL.md
License
AGPL-3.0
Repo updated
28 October 2026

FAQ

What does the Ax Extract Workflow skill do?

Reconstruct the workflow behind a past artifact - "what made X work" / "extract workflow from <date|sha>" / "how did we ship Y". Uses ax to find the relevant sessions and narrate the ordered skill arcs that produced the result. Triggers on "what made X work", "how did we build Y", "extract workflow from <date>", "extract workflow from <sha>", "what was the workflow around <topic>", "show me how I shipped <feature>", "reconstruct the recipe for <artifact>". Do NOT fire on generic "show recent activity" - this skill is for reconstructing the workflow behind a specific artifact.

How do I install the Ax Extract Workflow skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add Necmttn/ax --skill ax-extract-workflow. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is Ax Extract Workflow popular?

It lives in Necmttn/ax, which has 122 GitHub stars and 14 forks, and is included in 3 curated skill lists.

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