AutoSci: Skill for Claude Code

.claude/skills/edit/SKILL.md

edit is a skill for Claude Code from skyllwt/AutoSci. It costs 16 tokens per session (429 once invoked), scanned A, original, MIT.

A skill for adding or removing source material and updating pages in a research wiki. It can handle local files, paper links, web pages, and specified wiki edits.

In plain words
What is it for?
Use it to download papers or web sources, remove stored sources, revise research pages, add concepts, and update indexes and related links.
Why use it?
It keeps source files and wiki navigation synchronized instead of leaving new material untracked or links incomplete. Deletions are confirmed before they happen.

Skill for Claude Code

Written for Claude Code: argument-hint in frontmatter.

This is skyllwt/AutoSci's own configuration. It tells Claude Code how to work on AutoSci itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything AutoSci configures →

About the project

AutoSci is an AI research platform organized around a wiki, with an agent that supports stages of scientific work such as reading, experimentation, writing, and retaining knowledge across projects. It is for people building or using AI-assisted research workflows, with Claude Code, Codex, and OpenCode adaptations available. The catalogue add-ons extend those agent-specific workflows.

skyllwt/AutoSci · 1,706 stars · on GitHub

Reuse

Borrowing it

Nothing to install: this file belongs to skyllwt/AutoSci. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/skyllwt/AutoSci/main/.claude/skills/edit/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/skyllwt/AutoSci

Made for: Claude Code.

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 edit

README.md
[![agentmods](https://agentmods.dev/badge/skills/skyllwt/autosci/edit/github.svg)](https://agentmods.dev/skills/skyllwt/autosci/edit)
Your own site
<a href="https://agentmods.dev/skills/skyllwt/autosci/edit"><img src="https://agentmods.dev/badge/skills/skyllwt/autosci/edit/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 edit

Your own site · 80×15
<a href="https://agentmods.dev/skills/skyllwt/autosci/edit"><img src="https://agentmods.dev/badge/skills/skyllwt/autosci/edit.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 16 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 429 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. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00016 $0.00429
Opus 5.5 $0.00006 $0.00172
Sonnet 5.5 $0.00003 $0.00086
Haiku 4.5 $0.00002 $0.00043

Measured 2mo ago against content hash d6ef90f3da81, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

edit 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 2mo 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.

.claude/skills/edit/SKILL.md · 61 lines

What it actually says

/edit

Add or remove raw sources, or update wiki content, per user request.

Trigger

User manual: /edit <user request>

Inputs

User request, for example:

  • "Download this paper to raw/papers/"
  • "Delete raw/papers/xxx.pdf"
  • "Update the SOTA tracker in topics/efficient-llm-adaptation"
  • "Add a new variant to concepts/lora"

Outputs

Updated wiki files, index.md, log.md

Steps

STEP 1: Parse User Intent

  1. Add raw sources:
    • If the user provides a local path: copy to the corresponding directory under raw/
    • If the user provides an arXiv URL: download to raw/papers/
    • If the user provides a web URL: fetch content with markdownify and save to raw/web/
  2. Delete raw sources:
    • Confirm then execute deletion
  3. Update wiki:
    • Read the relevant pages and modify content per user instructions

STEP 2: Execute Updates

  1. Newly added raw sources can later be incorporated into the wiki via /ingest
  2. Direct wiki modifications: update the specified fields/content in specific pages per user instructions
  3. When writing forward links, simultaneously write reverse links

STEP 3: Update Navigation

  1. EDIT wiki/index.md: update relevant entries
  2. APPEND wiki/log.md: ## [{date}] update | {description}

STEP 4: Report

  • List all changes made
  • Suggest follow-up actions (e.g. ingest newly added raw sources if applicable)

Constraints

  • raw/ is read-only for existing files (this skill may add files to raw/, but must not modify existing ones)
  • Wiki modifications must follow template structure
  • Bidirectional links must be kept in sync
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. 2mo ago First seen · 61 lines · 16 tokens per session scan A d6ef90f3da81

Subscribe to this mod's changes

edit is a skill published in the GitHub repository skyllwt/AutoSci (1,706 stars, last pushed 1mo ago), licensed MIT. It adds 16 tokens to every session and 429 once invoked, about $0.0001 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 2026-08-30.

Related

edit compared with skills from other repositories

edit next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
editskyllwt/AutoSciSkill1.7k1mo agoMITA16Claude Code
imagegenopenai/codexSkill133ktodayApache-2.0A113Codex
playwright-climicrosoft/playwrightSkill99kyesterdayApache-2.0A19Claude Code
local-ai-agentsmicrosoft/ai-agents-for-beginnersSkill79k4d agoMITA200Claude Code, Codex
systematic-debuggingobra/superpowersSkill313k3d agoMITA21Claude Code
next-cache-components-adoptionvercel/next.jsSkill143ktodayMITA95Claude Code
next-partial-prefetching-adoptionvercel/next.jsSkill143ktodayMITA103Claude Code