Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
Build reproducible radiology bibliometrics with corpus identity, disambiguation and sensitivity; not reviews.
Install Radiology Bibliometrics
$ npx skills add huang-sir1/radiology-skills --skill radiology-bibliometrics -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-bibliometrics --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ 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-bibliometrics .claude/skills/radiology-bibliometrics && rm -rf skills-srcUse ~/.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/
Install the "radiology-bibliometrics" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-bibliometrics into .claude/skills/radiology-bibliometrics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-bibliometrics", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-bibliometricsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add huang-sir1/radiology-skills --skill radiology-bibliometrics -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-bibliometrics --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/huang-sir1/radiology-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/radiology-skills/skills/radiology-bibliometrics .agents/skills/radiology-bibliometrics && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "radiology-bibliometrics" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-bibliometrics into .agents/skills/radiology-bibliometrics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-bibliometrics", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add huang-sir1/radiology-skills --skill radiology-bibliometrics -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-bibliometrics --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/huang-sir1/radiology-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/radiology-skills/skills/radiology-bibliometrics .cursor/skills/radiology-bibliometrics && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "radiology-bibliometrics" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-bibliometrics into .cursor/skills/radiology-bibliometrics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-bibliometrics", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/huang-sir1/radiology-skills.git --path radiology-skills/skills/radiology-bibliometrics--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add huang-sir1/radiology-skills --skill radiology-bibliometrics -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-bibliometrics --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/huang-sir1/radiology-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/radiology-skills/skills/radiology-bibliometrics .gemini/skills/radiology-bibliometrics && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "radiology-bibliometrics" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-bibliometrics into .gemini/skills/radiology-bibliometrics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-bibliometrics", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install huang-sir1/radiology-skills radiology-bibliometricsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add huang-sir1/radiology-skills --skill radiology-bibliometrics -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/huang-sir1/radiology-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/radiology-skills/skills/radiology-bibliometrics .github/skills/radiology-bibliometrics && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "radiology-bibliometrics" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-bibliometrics into .github/skills/radiology-bibliometrics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-bibliometrics", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add huang-sir1/radiology-skills --skill radiology-bibliometrics -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-bibliometrics --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/huang-sir1/radiology-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/radiology-skills/skills/radiology-bibliometrics .opencode/skills/radiology-bibliometrics && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "radiology-bibliometrics" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-bibliometrics into .opencode/skills/radiology-bibliometrics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-bibliometrics", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
radiology-bibliometrics- GitHub stars
- 1.9k
- Token cost
- ~2k tokens
- SKILL.md length
- 845 words
- Files
- 9 (incl. scripts, references)
- Skills in repo
- 39
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Build reproducible radiology bibliometrics with corpus identity, disambiguation and sensitivity; not reviews.
- Works in 6 steps: Freeze the corpus passport and an… → Resolve work versions and identities;… → Define every metric, denominator, count,… → …
- Research & Science work in your project
- SKILL.md covers Non-negotiable boundaries, Input passport and STOP gates, Route by mode and Radiology-specific controls, plus 2 more sections
- Runs PowerShell scripts from its folder
What it does
Radiology Bibliometrics is an agent skill from huang-sir1/radiology-skills. Build reproducible radiology bibliometrics with corpus identity, disambiguation and sensitivity; not reviews.
Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 13 other files, including scripts and reference files (for example `agents/openai.yaml`, `references/analysis-contract-and-methods.md` and `references/responsible-interpretation.md`).
It sits in Research & Science.
When your agent uses it
- Research & Science work in your project
Example prompts
- “/radiology-bibliometrics”
Requirements
- PowerShell
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Freeze the corpus passport and an immutable record-ID/DOI list with exclusions and reasons.
- Resolve work versions and identities; keep a disambiguation ledger and manual-review queue.
- Define every metric, denominator, count, normalization and time window before computing it.
- Define networks completely, run threshold/resolution/seed and counting sensitivities, and assess
- Build bibliometric-analysis-and-claim-ledger.md.
- Return: Corpus flow, Coverage and missingness, Identity ledger, Metric dictionary,
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/ (PowerShell), 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 Bibliometrics loads about 2k tokens when it runs, and up to ~4.4k if it reads all its reference files. Until then it costs about 33 tokens; SKILL.md has 845 words of instructions outside code blocks.
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 845 words (~1,998 tokens).
“Use this skill to describe and map a frozen scholarly corpus: publication/citation patterns, collaboration, topical structure and network change. It owns the bibliometric analysis contract and responsible interpretation. It does not determine whether an intervention works, whether evidence is trustworthy…”
- name
- radiology-bibliometrics
Files
SKILL.md and 8 other files (scripts, references) in radiology-skills/skills/radiology-bibliometrics of huang-sir1/radiology-skills.
- SKILL.md
- agents/openai.yaml
- references/analysis-contract-and-methods.md
- references/responsible-interpretation.md
- references/source-registry.md
- scripts/validate_bibliometrics_skill.ps1
- templates/bibliometric-analysis-and-claim-ledger.md
- templates/corpus-passport.md
- tests/routing-cases.json
Open the folder on GitHubat commit aaa0fe6
Compare with similar skills
Radiology Bibliometrics 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Radiology Bibliometrics this skillhuang-sir1/radiology-skills | 1.9k | — | ~2k | Automated safety check: Pass | Custom licence | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 84k | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Last30daysmvanhorn/last30days-skill | 64k | — | ~7.9k | Automated safety check: Notes | MIT |
Similar skills
GitHub Deep Research
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
Nature Paper Card
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
Content Research Writer
weapp-tailwindcss/weapp-tailwindcss
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
Last30days
mvanhorn/last30days-skill
Research what people actually say about any topic in the last 30 days.
Peer Review
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
More from huang-sir1/radiology-skills
All 39 skills in this repoRadiology Table
huang-sir1/radiology-skills
Create/audit editable publication tables with source reconciliation; not figures or statistical inference.
Radiology Acquisition Qc
huang-sir1/radiology-skills
Audit imaging acquisition, reconstruction, series eligibility, quantitative transforms and protocol drift; not model training.
Radiology Clinical Domain
huang-sir1/radiology-skills
Set disease pathways, endpoints, reference standards and treatment timelines; not patient care.
Radiology Consensus Guideline
huang-sir1/radiology-skills
Design/audit consensus and evidence-to-recommendation products; not review synthesis or endorsement.
Radiology Dissemination
huang-sir1/radiology-skills
Create traceable posters, conference abstracts, summaries and media; not papers, decks or figures.
Radiology Ethics
huang-sir1/radiology-skills
Audit IRB, consent, privacy, IACUC/IBC, biosafety and dual use; not logistics or lab execution.
Related
Categories
Questions about Radiology Bibliometrics
What does Radiology Bibliometrics do?
Build reproducible radiology bibliometrics with corpus identity, disambiguation and sensitivity; not reviews. Radiology Bibliometrics is an agent skill from huang-sir1/radiology-skills. Build reproducible radiology bibliometrics with corpus identity, disambiguation and sensitivity; not reviews.
When should I use Radiology Bibliometrics?
Radiology Bibliometrics fits situations like: research & Science work in your project.
How do I install Radiology Bibliometrics in Claude Code?
Run `npx skills add huang-sir1/radiology-skills --skill radiology-bibliometrics -a claude-code`. Or copy the skill folder (radiology-skills/skills/radiology-bibliometrics in huang-sir1/radiology-skills) into .claude/skills/radiology-bibliometrics in your project. Claude Code loads it when a task matches its description.
How do I install Radiology Bibliometrics in Codex?
Run `npx skills add huang-sir1/radiology-skills --skill radiology-bibliometrics -a codex`. Or copy the skill folder (radiology-skills/skills/radiology-bibliometrics in huang-sir1/radiology-skills) into .agents/skills/radiology-bibliometrics in your project. Codex loads it when a task matches its description.
Can I use Radiology Bibliometrics 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-bibliometrics -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-bibliometrics, .gemini/skills/radiology-bibliometrics, .github/skills/radiology-bibliometrics and .opencode/skills/radiology-bibliometrics in your project.
What does Radiology Bibliometrics need to run?
Going by SKILL.md and its folder, Radiology Bibliometrics needs PowerShell for the scripts in its folder. Our summary lists: PowerShell.
Does Radiology Bibliometrics 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 Bibliometrics 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 Bibliometrics use?
Radiology Bibliometrics 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 Bibliometrics use?
About 2k tokens (SKILL.md is roughly 8k 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 2.4k tokens, read only when the agent opens those files.
What are the alternatives to Radiology Bibliometrics?
Skills that share tags, products or a category with Radiology Bibliometrics: Hypothesis Generation (spacering-net/codeg, 3.9k stars), GitHub Deep Research (bytedance/deer-flow, 84k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars) and Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Radiology Bibliometrics?
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.