Agent skill

Radiology Table

by huang-sir1 in huang-sir1/radiology-skills

Create/audit editable publication tables with source reconciliation; not figures or statistical inference.

Custom licenceAuto-check passedBusiness, Finance & HR

Install Radiology Table

skills CLI
$ npx skills add huang-sir1/radiology-skills --skill radiology-table -a claude-code

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

GitHub CLI
$ gh skill install huang-sir1/radiology-skills radiology-table --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/huang-sir1/radiology-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/radiology-skills/skills/radiology-table .claude/skills/radiology-table && 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
radiology-table
GitHub stars
1.9k
Token cost
~1.3k tokens
SKILL.md length
583 words
Files
8 (incl. scripts, references, assets)
Skills in repo
39
Repo updated
First seen
Licence
Custom licence

At a glance

Create/audit editable publication tables with source reconciliation; not figures or statistical inference.

  • Works in 8 steps: Classify the table. Identify its… → Write the table contract. Use the asset… → Choose the archetype from… → …
  • Tasks that involve Accounting and bookkeeping
  • SKILL.md covers Core stance, When to open extra files, Workflow and Output contract, plus 1 more section
  • Runs Python scripts from its folder

What it does

Radiology Table is an agent skill from huang-sir1/radiology-skills. Create/audit editable publication tables with source reconciliation; not figures or statistical inference.

Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 12 other files, including scripts, reference files and assets (for example `agents/openai.yaml`, `references/survival-and-model-tables.md` and `references/table-archetypes.md`).

It sits in Business, Finance & HR, covering Accounting and bookkeeping.

When your agent uses it

  • Tasks that involve Accounting and bookkeeping

Example prompts

  • “/radiology-table”

Requirements

  • Python 3

Workflow steps

8 steps, taken from the first numbered list in SKILL.md.

  1. Classify the table. Identify its scientific question, target venue, main/supplement role,
  2. Write the table contract. Use the asset assets/table-spec.template.csv for a table set,
  3. Choose the archetype from table-archetypes.md; define row order and columns before values.
  4. Reconcile inputs. Check cohort flow, source-data file, statistical output, and canonical value
  5. Populate with one display policy. Use consistent decimals, units, CI notation, p-value style,
  6. Write title and footnotes. Define population, abbreviations, tests, summary statistics,
  7. Export. For actual DOCX/XLSX/LaTeX artifacts, load the relevant document or spreadsheet
  8. Audit. Open table-style-and-qa.md; render or preview the final editable table, inspect page

What it can do on your machine

Read from SKILL.md and the folder at commit aaa0fe6. 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

    Ships 1 file in scripts/ (Python), which the agent can run.

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

  • Network

    No URLs in SKILL.md.

    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

Radiology Table loads about 1.3k tokens when it runs, and up to ~3.4k if it reads all its reference files. Until then it costs about 31 tokens; SKILL.md has 583 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~31
When it runs · the whole SKILL.md, loaded when a task matches
~1.3k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3.4k

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); the scripts in this folder are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 583 words (~1,329 tokens).

“Build tables as scientific evidence, not decorative summaries. Each table should answer one question, expose the correct denominator and uncertainty, and remain traceable to analysis output.”

— opening of SKILL.md by huang-sir1, Custom licence
name
radiology-table

Read the full SKILL.md on GitHub

Files

SKILL.md and 7 other files (scripts, references, assets) in radiology-skills/skills/radiology-table of huang-sir1/radiology-skills.

  • SKILL.md
  • agents/openai.yaml
  • assets/table-spec.template.csv
  • references/survival-and-model-tables.md
  • references/table-archetypes.md
  • references/table-style-and-qa.md
  • scripts/audit_table_csv.py
  • tests/test_audit_table_csv.py

Open the folder on GitHubat commit aaa0fe6

Compare with similar skills

Radiology Table 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.

Radiology Table compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Radiology Table this skillhuang-sir1/radiology-skills1.9k—~1.3kAutomated safety check: PassCustom licence
Journalkazukinagata/shinkoku365—~2.3kAutomated safety check: PassMIT
Invoice Organizerdavila7/claude-code-templates33k12 repos~2.9kAutomated safety check: PassMIT
Mx Macro Datahiboys/ExploreFinance365—~1.7kAutomated safety check: PassNone
Invoice Po Reconciliationpnp/sharepoint-skills133—~1.4kAutomated safety check: PassMIT
Querying Well DataWellApp-ai/Well345—~703Automated safety check: PassMIT

Similar skills

  • Journal

    kazukinagata/shinkoku

    This skill should be used when the user wants to record bookkeeping entries (仕訳), import transaction data from CSV files, receipts, or invoices, or manage their general ledger.

    365 GitHub stars~2.3k tokensUpdated 1 mo ago
    Business, Finance & HRAuto-check passed
  • Invoice Organizer

    davila7/claude-code-templates

    Automatically organizes invoices and receipts for tax preparation by reading messy files, extracting key information, renaming them consistently, and sorting them into logical folders.

    33k GitHub starsUsed in 12 repos~2.9k tokens
    Business, Finance & HRAuto-check passed
  • Mx Macro Data

    hiboys/ExploreFinance

    基于东方财富数据库,支持自然语言查询全球宏观经济数据,涵盖国民经济核算、价格指数、货币金融、财政收支、对外贸易、就业民生、产业运行等多个领域,适配各类宏观经济研究、市场分析、政策解读等多元专业场景需求。返回结果包含数据说明及 csv 文件。Natural language query for macroeconomic data from financial databases…

    365 GitHub stars~1.7k tokensUpdated 3 mo ago
    Business, Finance & HRAuto-check passed
  • Invoice Po Reconciliation

    pnp/sharepoint-skills

    Reconciles one or more user-selected invoice files against matching purchase orders in the Purchase Order library.

    133 GitHub stars~1.4k tokensUpdated yesterday
    Business, Finance & HRAuto-check passed
  • Querying Well Data

    WellApp-ai/Well

    How to query a Well workspace correctly — discover the schema first, then query the right root.

    345 GitHub stars~703 tokensUpdated 3 days ago
    Business, Finance & HRAuto-check passed
  • Reconciliation

    WellApp-ai/Well

    Match bank transactions to invoices and surface unpaid / unmatched items in a Well workspace.

    345 GitHub stars~511 tokensUpdated 3 days ago
    Business, Finance & HRAuto-check passed

More from huang-sir1/radiology-skills

All 39 skills in this repo
  • Radiology Acquisition Qc

    huang-sir1/radiology-skills

    Audit imaging acquisition, reconstruction, series eligibility, quantitative transforms and protocol drift; not model training.

    1.9k GitHub stars~2.8k tokensUpdated 20 days ago
    Auto-check passed
  • Radiology Bibliometrics

    huang-sir1/radiology-skills

    Build reproducible radiology bibliometrics with corpus identity, disambiguation and sensitivity; not reviews.

    1.9k GitHub stars~2k tokensUpdated 20 days ago
    Auto-check passed
  • Radiology Clinical Domain

    huang-sir1/radiology-skills

    Set disease pathways, endpoints, reference standards and treatment timelines; not patient care.

    1.9k GitHub stars~2.9k tokensUpdated 20 days ago
    Auto-check passed
  • Radiology Consensus Guideline

    huang-sir1/radiology-skills

    Design/audit consensus and evidence-to-recommendation products; not review synthesis or endorsement.

    1.9k GitHub stars~2.5k tokensUpdated 20 days ago
    Auto-check passed
  • Radiology Dissemination

    huang-sir1/radiology-skills

    Create traceable posters, conference abstracts, summaries and media; not papers, decks or figures.

    1.9k GitHub stars~2.1k tokensUpdated 20 days ago
    Auto-check passed
  • Radiology Ethics

    huang-sir1/radiology-skills

    Audit IRB, consent, privacy, IACUC/IBC, biosafety and dual use; not logistics or lab execution.

    1.9k GitHub stars~2.6k tokensUpdated 20 days ago
    Auto-check passed

Questions about Radiology Table

What does Radiology Table do?

Create/audit editable publication tables with source reconciliation; not figures or statistical inference. Radiology Table is an agent skill from huang-sir1/radiology-skills. Create/audit editable publication tables with source reconciliation; not figures or statistical inference.

When should I use Radiology Table?

Radiology Table fits situations like: tasks that involve Accounting and bookkeeping.

How do I install Radiology Table in Claude Code?

Run `npx skills add huang-sir1/radiology-skills --skill radiology-table -a claude-code`. Or copy the skill folder (radiology-skills/skills/radiology-table in huang-sir1/radiology-skills) into .claude/skills/radiology-table in your project. Claude Code loads it when a task matches its description.

How do I install Radiology Table in Codex?

Run `npx skills add huang-sir1/radiology-skills --skill radiology-table -a codex`. Or copy the skill folder (radiology-skills/skills/radiology-table in huang-sir1/radiology-skills) into .agents/skills/radiology-table in your project. Codex loads it when a task matches its description.

Can I use Radiology Table 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 huang-sir1/radiology-skills --skill radiology-table -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/radiology-table, .gemini/skills/radiology-table, .github/skills/radiology-table and .opencode/skills/radiology-table in your project.

What does Radiology Table need to run?

Going by SKILL.md and its folder, Radiology Table needs Python for the scripts in its folder. Our summary lists: Python 3.

Does Radiology Table access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Radiology Table 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Radiology Table use?

Radiology Table has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Radiology Table use?

About 1.3k tokens (SKILL.md is roughly 5.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.1k tokens, read only when the agent opens those files.

What are the alternatives to Radiology Table?

Skills that share tags, products or a category with Radiology Table: Journal (kazukinagata/shinkoku, 365 stars), Invoice Organizer (davila7/claude-code-templates, 33k stars), Mx Macro Data (hiboys/ExploreFinance, 365 stars) and Invoice Po Reconciliation (pnp/sharepoint-skills, 133 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Radiology Table?

huang-sir1 (a GitHub user) maintains it in huang-sir1/radiology-skills, which has 1,923 GitHub stars. The repository holds 39 skills in this directory. The repository was last updated on September 21, 2026.

Source: huang-sir1/radiology-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.