Atlas / Skills / galaxy-dawn / Skill Development

Skill DevelopmentSAFE

skills/galaxy-dawn/skill-development

Semi-automated research assistant for academic research and software development. Supports Claude Code, Codex CLI, Kimi Code CLI, and OpenCode across ideation, coding, experiments, writing, and publication.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
0.2.0
Hosts
—
License
MIT
Stars
5,693
01

Overview

Semi-automated research assistant for academic research and software development. Supports Claude Code, Codex CLI, Kimi Code CLI, and OpenCode across ideation, coding, experiments, writing, and publication.

Read from source at commit 29ad4d4206fbOBSERVED · 2026-10-07
02

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: skill-development
description: This skill should be used when the user asks to create a new skill, repair an existing skill, improve trigger descriptions, reorganize skill structure, or make a Claude skill more reusable and internally consistent.
version: 0.2.0
---

# Skill Development

Use this skill to create or repair Claude skills in the **current local environment**, not in an abstract plugin template.

## Goal

Produce a skill that is:
- easy to trigger,
- lean at the `SKILL.md` layer,
- backed by real `references/`, `examples/`, and `scripts/` files when they are mentioned,
- free of dead local references.

## Core rules

- Keep **one skill = one durable job**.
- Treat the frontmatter description as the main trigger surface.
- Keep `SKILL.md` focused on workflow and boundaries.
- Move detailed catalogs, templates, and long explanations into `references/` or `examples/`.
- Do not mention files that do not exist.
- Do not inherit stale names, agents, or sibling skill references without verifying they exist locally.

## Default workflow

### 1. Inspect the current environment first

Before writing anything:
- inspect the target skill directory,
- inspect neighboring skills that already solve a similar problem,
- verify which agents, commands, and sibling skills actually exist,
- identify stale references before adding new ones.

Use the local inventory as the authority. Do not write guidance against an imagined plugin layout.

### 2. Lock the skill contract

Define four things before editing:
1. what the skill does,
2. what triggers it,
3. what it explicitly does **not** do,
4. which bundled resources are actually needed.

If the skill only needs a short workflow, keep it short. Do not create `references/`, `examples/`, or `scripts/` just because the directories are conventional.

### 3. Write or repair the frontmatter

The frontmatter should:
- use the real skill identifier in `name`,
- use a third-person trigger description,
- include concrete phrases a user would naturally say,
- stay short enough to scan quickly.

Prefer descriptions of this form:

```yaml
---
name: skill-name
description: This skill should be used when the user asks to "...", "...", or needs help with ....
---
```

### 4. Keep the main file lean

A good `SKILL.md` should usually contain:
- a short goal section,
- role boundaries,
- a default workflow,
- safety or quality rules,
- a short list of additional resources.

Move these out of the main file when they get long:
- templates,
- exhaustive checklists,
- edge-case catalogs,
- sample outputs,
- long examples.

### 5. Add only real bundled resources

Use bundled resources deliberately:
- `references/` for detailed guidance that may be loaded selectively,
- `examples/` for real example outputs or scaffolds,
- `scripts/` for deterministic helper logic.

If a resource is mentioned in `SKILL.md`, it must exist.
If a resource exists but is never referenced or used, delete it.

### 6. Run integrity checks before closing

At minimum, verify:
- frontmatter parses,
- referenced local files exist,
- sibling skill or agent references are real,
- `SKILL.md` is not overloaded with material that belongs in references,
- temporary logs, caches, and editor artifacts are not left inside the skill directory.

## Typical repair patterns

### When the skill is too long
- keep the trigger and workflow in `SKILL.md`,
- move catalogs and deep detail into `references/`,
- keep a short read order so another model knows what to load first.

### When the skill is too thin
- add a default workflow,
- add at least one concrete example or checklist,
- make the boundaries explicit so the skill is not just a slogan.

### When the skill has stale references
- remove dead paths immediately,
- replace historical names with current local names,
- re-check neighboring agents/commands/skills against the live directory.

## Recommended output shape

When creating or repairing a skill, prefer ending with:
- what changed,
- which files were created or updated,
- what integrity checks were run,
- what still needs manual follow-up, if anything.

## References

Load only what is needed:
- `references/checklist.md` - compact quality checklist before closing a skill edit
- `references/integrity-checks.md` - concrete local checks for missing files, dead references, and drift
- `references/skill-creator-original.md` - legacy background reference; use for context, not as the live source of truth
03

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-07 · audit v0.4.1 · source sha 29ad4d4206fbfull audit observations/trust-audit/skill/galaxy-dawn__skill-development.json · Report an issue / request a re-scan
04

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-0729ad4d4206fbSAFEB89first audit
05

Questions

What does the Skill Development skill do?

Semi-automated research assistant for academic research and software development. Supports Claude Code, Codex CLI, Kimi Code CLI, and OpenCode across ideation, coding, experiments, writing, and publication.

Is Skill Development safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Skill Development access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

How current is this page?

The grade is for one exact copy of the source (29ad4d4206fb), read on 2026-10-07. The repository is watched, and a new audit runs when it changes — this is the first audit.

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