Report
microsoft/data-formulator
Turn an exploration (threads, findings, charts) into a single Markdown report — note, blog post, executive summary, KPI dashboard, slide brief, or multi-section analytical report, with embedded…
Audit authorship, COI, AI use, selective reporting and artifact integrity; not misconduct adjudication.
Custom licenceAuto-check passed
Install Radiology Research Integrity
$ npx skills add huang-sir1/radiology-skills --skill radiology-research-integrity -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-research-integrity --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-research-integrity .claude/skills/radiology-research-integrity && 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-research-integrity" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-research-integrity into .claude/skills/radiology-research-integrity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-research-integrity", 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-research-integrityType 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-research-integrity -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-research-integrity --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-research-integrity .agents/skills/radiology-research-integrity && 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-research-integrity" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-research-integrity into .agents/skills/radiology-research-integrity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-research-integrity", 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-research-integrity -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-research-integrity --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-research-integrity .cursor/skills/radiology-research-integrity && 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-research-integrity" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-research-integrity into .cursor/skills/radiology-research-integrity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-research-integrity", 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-research-integrity--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-research-integrity -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-research-integrity --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-research-integrity .gemini/skills/radiology-research-integrity && 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-research-integrity" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-research-integrity into .gemini/skills/radiology-research-integrity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-research-integrity", 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-research-integrityInstalls 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-research-integrity -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-research-integrity .github/skills/radiology-research-integrity && 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-research-integrity" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-research-integrity into .github/skills/radiology-research-integrity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-research-integrity", 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-research-integrity -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-research-integrity --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-research-integrity .opencode/skills/radiology-research-integrity && 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-research-integrity" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-research-integrity into .opencode/skills/radiology-research-integrity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-research-integrity", 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-research-integrity- GitHub stars
- 1.9k
- Token cost
- ~2.1k tokens
- SKILL.md length
- 916 words
- Files
- 10 (incl. scripts, references)
- Skills in repo
- 39
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Audit authorship, COI, AI use, selective reporting and artifact integrity; not misconduct adjudication.
- Works in 7 steps: Freeze the review surface. Inventory… → Classify, do not accuse. Write atomic… → Audit the relevant chain. Reconcile… → …
- SKILL.md covers Non-negotiable classification…, Choose the mode, Input passport and Required workflow, plus 3 more sections
- Runs PowerShell scripts from its folder
What it does
Radiology Research Integrity is an agent skill from huang-sir1/radiology-skills. Audit authorship, COI, AI use, selective reporting and artifact integrity; not misconduct adjudication.
Its SKILL.md is about 2.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 14 other files, including scripts and reference files (for example `agents/openai.yaml`, `references/authorship-disclosure-and-selective-reporting.md` and `references/evidence-states-and-escalation.md`).
Example prompts
- “/radiology-research-integrity”
Requirements
- PowerShell
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- Freeze the review surface. Inventory exact versions, preserve originals and hashes where
- Classify, do not accuse. Write atomic rows as OBSERVATION, INTEGRITY_SIGNAL, ALLEGATION
- Audit the relevant chain. Reconcile authorship/contribution/disclosures; protocol and
- Apply the radiology gate. Preserve original pixel/DICOM identity and document window/level,
- Assess claim and safety impact. State which result, participant protection, clinical claim,
- Choose repair or escalation. Ordinary provenance gaps may be repaired with records,
- Prepare the bounded packet. Use
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 Research Integrity loads about 2.1k tokens when it runs, and up to ~6.1k if it reads all its reference files. Until then it costs about 33 tokens; SKILL.md has 916 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 916 words (~2,117 tokens).
“Use this skill to audit responsible research conduct across proposals, protocols, analyses, manuscripts, figures, presentations and published records. It owns the integrity classification and evidence-preservation packet. It does not decide whether misconduct occurred, investigate a person, contact an institution or…”
- name
- radiology-research-integrity
Files
SKILL.md and 9 other files (scripts, references) in radiology-skills/skills/radiology-research-integrity of huang-sir1/radiology-skills.
- SKILL.md
- agents/openai.yaml
- references/authorship-disclosure-and-selective-reporting.md
- references/evidence-states-and-escalation.md
- references/provenance-and-publication-record.md
- references/source-registry.md
- scripts/validate_research_integrity_skill.ps1
- templates/authorship-coi-ai-ledger.md
- templates/integrity-audit-report.md
- tests/routing-cases.json
Open the folder on GitHubat commit aaa0fe6
Compare with similar skills
Radiology Research Integrity 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 Research Integrity this skillhuang-sir1/radiology-skills | 1.9k | — | ~2.1k | Automated safety check: Pass | Custom licence | |
| Reportmicrosoft/data-formulator | 18k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Integrated Report BundleHKUDS/OpenSpace | 7.8k | — | ~3.6k | Automated safety check: Pass | MIT | |
| Reportalirezarezvani/claude-skills | 28k | 1 repos | ~727 | Automated safety check: Pass | MIT | |
| Structuring Radiology Reportsmaziyarpanahi/openmed | 5.5k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | |
| Bugcrowd Reportingsickn33/agentic-awesome-skills | 47k | 1 repos | ~5.9k | Automated safety check: Pass | MIT |
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Questions about Radiology Research Integrity
What does Radiology Research Integrity do?
Audit authorship, COI, AI use, selective reporting and artifact integrity; not misconduct adjudication. Radiology Research Integrity is an agent skill from huang-sir1/radiology-skills. Audit authorship, COI, AI use, selective reporting and artifact integrity; not misconduct adjudication.
How do I install Radiology Research Integrity in Claude Code?
Run `npx skills add huang-sir1/radiology-skills --skill radiology-research-integrity -a claude-code`. Or copy the skill folder (radiology-skills/skills/radiology-research-integrity in huang-sir1/radiology-skills) into .claude/skills/radiology-research-integrity in your project. Claude Code loads it when a task matches its description.
How do I install Radiology Research Integrity in Codex?
Run `npx skills add huang-sir1/radiology-skills --skill radiology-research-integrity -a codex`. Or copy the skill folder (radiology-skills/skills/radiology-research-integrity in huang-sir1/radiology-skills) into .agents/skills/radiology-research-integrity in your project. Codex loads it when a task matches its description.
Can I use Radiology Research Integrity 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-research-integrity -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-research-integrity, .gemini/skills/radiology-research-integrity, .github/skills/radiology-research-integrity and .opencode/skills/radiology-research-integrity in your project.
What does Radiology Research Integrity need to run?
Going by SKILL.md and its folder, Radiology Research Integrity needs PowerShell for the scripts in its folder. Our summary lists: PowerShell.
Does Radiology Research Integrity 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 Research Integrity 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 Research Integrity use?
Radiology Research Integrity 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 Research Integrity use?
About 2.1k tokens (SKILL.md is roughly 8.5k 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 3.9k tokens, read only when the agent opens those files.
What are the alternatives to Radiology Research Integrity?
Skills that share tags, products or a category with Radiology Research Integrity: Report (microsoft/data-formulator, 18k stars), Integrated Report Bundle (HKUDS/OpenSpace, 7.8k stars), Report (alirezarezvani/claude-skills, 28k stars) and Structuring Radiology Reports (maziyarpanahi/openmed, 5.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Radiology Research Integrity?
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.