discover

skyllwt/AutoSci

SkillLoads cleanly

Build a ranked shortlist of candidate papers (anchor-driven, topic-driven, or derived from current wiki state) that the user — or an upstream skill — may…

Scores
out of 100 · grade A

2026-08-13

Works

40% of the score

92/100

No `name` in frontmatter. A skill still loads under its directory name, but nothing declares what it is called.

Maintained

25% of the score

100/100

no commits in the last 12 weeks

Adopted

20% of the score

44/100

1,629 stars on the source repo.

Documented

15% of the score

90/100

1,632 words with worked examples.
Ships 3 bundled files.

Loads cleanly. Every structural check Claude Code needs to register this passed. Last commit yesterday.

Install

npx skills add skyllwt/AutoSci/discover

What the check found

Every finding on this listing, and what each one means for whether it loads.
Finding	What it means
No name	The frontmatter has no name field. A subagent requires one to be registered at all; a skill falls back to its directory name.

What it says it does

Build a ranked shortlist of candidate papers (anchor-driven, topic-driven, or derived from current wiki state) that the user — or an upstream skill — may decide to feed into `/ingest`. Use whenever the user asks "what should I read next", "find papers similar to this one", "recommend related work", "what's around this topic", or whenever `/ingest` is invoked with `--discover`. Does not ingest; only proposes.

Every number above came out of reading the file and its repository. Nothing is a judgement call, nothing is a model’s opinion, and nothing can be paid for. The full method is published. Source last committed 2026-08-12.

Also in skyllwt/AutoSci

Other artifacts published from the same repository.
Artifact	What the check found	Type	Reach	Last commit
ingestskyllwt/AutoSci	No name	Skill	1.6k stars	yesterday
checkskyllwt/AutoSci	No name	Skill	1.6k stars	yesterday
exp-designskyllwt/AutoSci	No name	Skill	1.6k stars	yesterday
noveltyskyllwt/AutoSci	No name	Skill	1.6k stars	yesterday
refineskyllwt/AutoSci	No name	Skill	1.6k stars	yesterday
visualizeskyllwt/AutoSci	No name	Skill	1.6k stars	yesterday

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Put this measurement in your README

A badge carrying how many listings this index holds from the repository and how many pass every static structural check. It reads from this index every time somebody loads your page, so it changes when the measurement changes and there is nothing to keep up to date. Free, no account, and the value is not something you or we can set by hand.

[![SkillWorks](https://toolproof.kynth.studio/badge/skillworks/skyllwt/AutoSci.svg)](https://skillworks.kynth.studio/?q=skyllwt%2FAutoSci)

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Published by Toolproof, the masthead over this index and eight others. The method behind the number is at toolproof.kynth.studio/methodology, and the whole thing is readable as JSON with no key at /api.