Calculate and add the effective magnification for a pathology foundation model already listed in the README.

No licenceAuto-check passedDevelopment

Install Add Magnification

skills CLI
$ npx skills add georg-wolflein/pathology-foundation-models --skill add-magnification -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install georg-wolflein/pathology-foundation-models add-magnification --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/georg-wolflein/pathology-foundation-models.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/add-magnification .claude/skills/add-magnification && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
add-magnification
GitHub stars
207
Token cost
~1.6k tokens
SKILL.md length
715 words
Files
1
Skills in repo
3
Repo updated
First seen
Licence
None found

At a glance

Calculate and add the effective magnification for a pathology foundation model already listed in the README.

  • Works in 7 steps: Determine Whether Magnification Can Be… → Gather the Required Values → Investigate Augmentation Pipeline → …
  • The user asks to add magnification for a model that is already in the table
  • SKILL.md covers Prerequisites, Understanding Effective… and Workflow
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Add Magnification is an agent skill from georg-wolflein/pathology-foundation-models. Calculate and add the effective magnification for a pathology foundation model already listed in the README. Use when the user asks to add magnification for a model that is already in the table.

Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Development, covering Technical documentation. The repository describes itself as: List of pathology feature extractors and foundation models.

When your agent uses it

  • The user asks to add magnification for a model that is already in the table
  • Tasks that involve Technical documentation

Example prompts

  • “/add-magnification”

Requirements

  • Python 3

Workflow steps

7 steps, taken from the step headings in SKILL.md.

  1. Determine Whether Magnification Can Be Calculated
  2. Gather the Required Values
  3. Investigate Augmentation Pipeline
  4. Calculate Effective Magnification
  5. Update README.md
  6. Document in NOTES.md
  7. Report Findings to User

What it can do on your machine

Read from SKILL.md and the folder at commit 1acba67. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • github.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Add Magnification loads about 1.6k tokens when it runs. Until then it costs about 53 tokens; SKILL.md has 715 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~53
When it runs · the whole SKILL.md, loaded when a task matches
~1.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 715 words (~1,637 tokens).

“Calculate and add the effective magnification for a pathology foundation model that is already listed in README.md. The magnification column should currently be blank for this model.”

— opening of SKILL.md by georg-wolflein
name
add-magnification

Read the full SKILL.md on GitHub

Files

Just SKILL.md in .claude/skills/add-magnification of georg-wolflein/pathology-foundation-models.

Open the folder on GitHubat commit 1acba67

Compare with similar skills

Add Magnification next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Add Magnification compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Add Magnification this skillgeorg-wolflein/pathology-foundation-models207—~1.6kAutomated safety check: PassNone
Diagram Designcathrynlavery/diagram-design47k1 repos~7.5kAutomated safety check: PassMIT
Simple Englishmoeru-ai/airi50k2 repos~4.6kAutomated safety check: PassMIT
Doc SyncJetBrains/ideavim10k2 repos~2.6kAutomated safety check: PassMIT
Mailspring App ScreenshotsFoundry376/Mailspring18k—~1.5kAutomated safety check: PassGPL-3.0
Draw.io Diagram StudioAgents365-ai/drawio-skill10k—~2.4kAutomated safety check: NotesMIT

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More from georg-wolflein/pathology-foundation-models

  • Add Model

    georg-wolflein/pathology-foundation-models

    Add a new pathology foundation model to the README (excluding magnification).

    207 GitHub stars~1.7k tokensUpdated 7 mo ago
    Auto-check passed
  • Read Paper

    georg-wolflein/pathology-foundation-models

    Find and thoroughly read a pathology foundation model paper from the papers/ directory.

    207 GitHub stars~752 tokensUpdated 7 mo ago
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Categories

Questions about Add Magnification

What does Add Magnification do?

Calculate and add the effective magnification for a pathology foundation model already listed in the README. Add Magnification is an agent skill from georg-wolflein/pathology-foundation-models. Calculate and add the effective magnification for a pathology foundation model already listed in the README.

When should I use Add Magnification?

Add Magnification fits situations like: the user asks to add magnification for a model that is already in the table; tasks that involve Technical documentation.

How do I install Add Magnification in Claude Code?

Run `npx skills add georg-wolflein/pathology-foundation-models --skill add-magnification -a claude-code`. Or copy the skill folder (.claude/skills/add-magnification in georg-wolflein/pathology-foundation-models) into .claude/skills/add-magnification in your project. Claude Code loads it when a task matches its description.

How do I install Add Magnification in Codex?

Run `npx skills add georg-wolflein/pathology-foundation-models --skill add-magnification -a codex`. Or copy the skill folder (.claude/skills/add-magnification in georg-wolflein/pathology-foundation-models) into .agents/skills/add-magnification in your project. Codex loads it when a task matches its description.

Can I use Add Magnification in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add georg-wolflein/pathology-foundation-models --skill add-magnification -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/add-magnification, .gemini/skills/add-magnification, .github/skills/add-magnification and .opencode/skills/add-magnification in your project.

What does Add Magnification need to run?

SKILL.md names no scripts, command-line tools or credentials: Add Magnification is instructions for the agent only. Our summary lists: Python 3.

Does Add Magnification access the network?

SKILL.md names 1 domain. As links in the text: github.com. This is read from the text; nothing was executed.

Is Add Magnification safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Add Magnification use?

No licence was found for Add Magnification or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Add Magnification use?

About 1.6k tokens (SKILL.md is roughly 6.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Add Magnification?

Skills that share tags, products or a category with Add Magnification: Diagram Design (cathrynlavery/diagram-design, 47k stars), Simple English (moeru-ai/airi, 50k stars), Doc Sync (JetBrains/ideavim, 10k stars) and Mailspring App Screenshots (Foundry376/Mailspring, 18k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Add Magnification?

georg-wolflein (a GitHub user) maintains it in georg-wolflein/pathology-foundation-models, which has 207 GitHub stars. The repository holds 3 skills in this directory. The repository was last updated on February 15, 2026.

Source: georg-wolflein/pathology-foundation-models on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.