Individual skill

ds-explain

Explain how a piece of code works, why it is built that way, and what that means, in plain language a person can follow. Use for 'how does X work', 'why is it like this', 'teach me this', onboarding to a subsystem, or /ds-explain.

skills/ds-explain/SKILL.md

Read pinned source

Source commit d4f1ebe72e8314c3a0c6135bb82f623c650f7218

What was checked

Matches the observed repository HEAD
Yes
Scanner rules are current
Yes
Repository scan complete
No
Skill scan complete
Yes
Observed behavior
Instructions only
Last checked
Nov 5, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.

Repository context

Repository stars (not skill ratings)
220
Repository last updated
Oct 28, 2026
License
MIT

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

Browse files
Read excerpt

# ds-explain

Give one plain account of what a thing is, how it runs, and why it has its current shape, so the reader can change it with confidence.

## Steps

1. Work out what the reader needs. Read the conversation: are they about to change it, review it, debug it, or are they new? Pick the three or four things they should walk away knowing. Skip what they already know.
2. Size the job. A single function needs one pass. A subsystem across many files can use two to four parallel read-only subagents, each on one angle, then one pass to combine them.
3. How it works. Read the actual code. Trace the main runtime path from entry point to effect. Note who owns each piece of state and where the boundaries are. Cite files and lines.
4. Why it is that way. Check commit history, blame, PR descriptions, linked issues and comments near the code. Separate what the record says from what you infer, and label inferences clearly. If no record exists, say so.
5. Write the explanation. Start with a plain definition in general terms, then tie it to this codebase. Walk through what happens when someone actually uses it. Then the reasons, then the edge cases. Use a small diagram or table when it helps.
6. Offer to go deeper on one named part.

## Stop when