Investigating Anomalous Results
K-Dense-AI/science-superpowers
A skill your agent uses when a result is surprising, impossible, contradicts a sanity check, a pipeline fails, a model won't converge, or a replication fails - before adjusting anything
A skill your agent uses when preparing the replication/transparency materials for an International Organization (IO) manuscript.
Install Io Transparency And Data Policy
$ npx skills add franklee16/academic-research-skills --skill io-transparency-and-data-policy -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install franklee16/academic-research-skills io-transparency-and-data-policy --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/franklee16/academic-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Awesome-Journal-Skills-main/International-Organization-Skills/skills/io-transparency-and-data-policy .claude/skills/io-transparency-and-data-policy && 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 "io-transparency-and-data-policy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/International-Organization-Skills/skills/io-transparency-and-data-policy into .claude/skills/io-transparency-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "io-transparency-and-data-policy", 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/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/International-Organization-Skills/skills/io-transparency-and-data-policyType 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 franklee16/academic-research-skills --skill io-transparency-and-data-policy -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install franklee16/academic-research-skills io-transparency-and-data-policy --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/Awesome-Journal-Skills-main/International-Organization-Skills/skills/io-transparency-and-data-policy .agents/skills/io-transparency-and-data-policy && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "io-transparency-and-data-policy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/International-Organization-Skills/skills/io-transparency-and-data-policy into .agents/skills/io-transparency-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "io-transparency-and-data-policy", 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 franklee16/academic-research-skills --skill io-transparency-and-data-policy -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install franklee16/academic-research-skills io-transparency-and-data-policy --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/Awesome-Journal-Skills-main/International-Organization-Skills/skills/io-transparency-and-data-policy .cursor/skills/io-transparency-and-data-policy && 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 "io-transparency-and-data-policy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/International-Organization-Skills/skills/io-transparency-and-data-policy into .cursor/skills/io-transparency-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "io-transparency-and-data-policy", 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/franklee16/academic-research-skills.git --path Awesome-Journal-Skills-main/International-Organization-Skills/skills/io-transparency-and-data-policy--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 franklee16/academic-research-skills --skill io-transparency-and-data-policy -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install franklee16/academic-research-skills io-transparency-and-data-policy --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/Awesome-Journal-Skills-main/International-Organization-Skills/skills/io-transparency-and-data-policy .gemini/skills/io-transparency-and-data-policy && 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 "io-transparency-and-data-policy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/International-Organization-Skills/skills/io-transparency-and-data-policy into .gemini/skills/io-transparency-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "io-transparency-and-data-policy", 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 franklee16/academic-research-skills io-transparency-and-data-policyInstalls 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 franklee16/academic-research-skills --skill io-transparency-and-data-policy -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/Awesome-Journal-Skills-main/International-Organization-Skills/skills/io-transparency-and-data-policy .github/skills/io-transparency-and-data-policy && 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 "io-transparency-and-data-policy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/International-Organization-Skills/skills/io-transparency-and-data-policy into .github/skills/io-transparency-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "io-transparency-and-data-policy", 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 franklee16/academic-research-skills --skill io-transparency-and-data-policy -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install franklee16/academic-research-skills io-transparency-and-data-policy --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/Awesome-Journal-Skills-main/International-Organization-Skills/skills/io-transparency-and-data-policy .opencode/skills/io-transparency-and-data-policy && 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 "io-transparency-and-data-policy" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/International-Organization-Skills/skills/io-transparency-and-data-policy into .opencode/skills/io-transparency-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "io-transparency-and-data-policy", 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
io-transparency-and-data-policy- GitHub stars
- 223
- Used in
- 1 other repo
- Token cost
- ~1.4k tokens
- SKILL.md length
- 551 words
- Files
- 1
- Skills in repo
- 1,617
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when preparing the replication/transparency materials for an International Organization (IO) manuscript.
- Works in 6 steps: No data at initial submission. Authors… → Data requested at conditional… → Verification before final acceptance.… → …
- Preparing the replication/transparency materials for an International Organization (IO) manuscript
- SKILL.md covers When to trigger, What IO requires (verify…, When data cannot be shared… and Build-as-you-go checklist, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Io Transparency And Data Policy is an agent skill from franklee16/academic-research-skills. Use when preparing the replication/transparency materials for an International Organization (IO) manuscript. IO's signature requirement is verification BEFORE final acceptance — the editorial staff request data and code at conditional acceptance, IO staff re-run quantitative results and check proofs of formal models, and editors withhold final acceptance until all reported results are confirmed; materials then deposit to the IO Dataverse with a DOI and a Data Availability Statement. Prepares the package; it does…
Its SKILL.md is about 1.4k 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 Databases. The repository describes itself as: Comprehensive collection of Claude Code skills for academic research in economics, finance, and social sciences.
When your agent uses it
- Preparing the replication/transparency materials for an International Organization (IO) manuscript
Example prompts
- “/io-transparency-and-data-policy”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- No data at initial submission. Authors do not provide data or command files when first
- Data requested at conditional acceptance. The editorial staff **request the data and command
- Verification before final acceptance. For papers using quantitative data, **IO staff re-run the
- Deposit to the IO Dataverse. On final acceptance, upload quantitative datasets and supporting
- Data Availability Statement. A DAS is required for quantitative articles (encouraged for
- Qualitative materials. Authors are strongly encouraged to deposit qualitative data at the
What it can do on your machine
Read from SKILL.md and the folder at commit 9a4b2db. 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.
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
Io Transparency And Data Policy loads about 1.4k tokens when it runs. Until then it costs about 143 tokens; SKILL.md has 551 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); 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 551 words (~1,352 tokens).
“IO does not just ask for data — its editorial staff re-run your quantitative results and verify the proofs of your formal models, and editors will not issue final acceptance until all reported analyses are confirmed. This pre-publication verification is…”
- name
- io-transparency-and-data-policy
Files
Just SKILL.md in Awesome-Journal-Skills-main/International-Organization-Skills/skills/io-transparency-and-data-policy of franklee16/academic-research-skills.
Open the folder on GitHubat commit 9a4b2db
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in franklee16/academic-research-skills, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Io Transparency And Data Policy 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 |
|---|---|---|---|---|---|---|
| Io Transparency And Data Policy this skillfranklee16/academic-research-skills | 223 | 1 repos | ~1.4k | Automated safety check: Pass | None | |
| Investigating Anomalous ResultsK-Dense-AI/science-superpowers | 350 | — | ~1.9k | Automated safety check: Pass | Custom licence | |
| LamindbK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Bio Chipseq Cut And Run TagGPTomics/bioSkills | 1.2k | 2 repos | ~4k | Automated safety check: Pass | MIT | |
| Bio Chipseq Spike In NormalizationGPTomics/bioSkills | 1.2k | 2 repos | ~4.4k | Automated safety check: Pass | MIT | |
| Bio Methylation Array PreprocessingGPTomics/bioSkills | 1.2k | 1 repos | ~4.5k | Automated safety check: Pass | MIT |
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Categories
Questions about Io Transparency And Data Policy
What does Io Transparency And Data Policy do?
A skill your agent uses when preparing the replication/transparency materials for an International Organization (IO) manuscript. Io Transparency And Data Policy is an agent skill from franklee16/academic-research-skills. Use when preparing the replication/transparency materials for an International Organization (IO) manuscript.
When should I use Io Transparency And Data Policy?
Io Transparency And Data Policy fits situations like: preparing the replication/transparency materials for an International Organization (IO) manuscript.
How do I install Io Transparency And Data Policy in Claude Code?
Run `npx skills add franklee16/academic-research-skills --skill io-transparency-and-data-policy -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/International-Organization-Skills/skills/io-transparency-and-data-policy in franklee16/academic-research-skills) into .claude/skills/io-transparency-and-data-policy in your project. Claude Code loads it when a task matches its description.
How do I install Io Transparency And Data Policy in Codex?
Run `npx skills add franklee16/academic-research-skills --skill io-transparency-and-data-policy -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/International-Organization-Skills/skills/io-transparency-and-data-policy in franklee16/academic-research-skills) into .agents/skills/io-transparency-and-data-policy in your project. Codex loads it when a task matches its description.
Can I use Io Transparency And Data Policy 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 franklee16/academic-research-skills --skill io-transparency-and-data-policy -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/io-transparency-and-data-policy, .gemini/skills/io-transparency-and-data-policy, .github/skills/io-transparency-and-data-policy and .opencode/skills/io-transparency-and-data-policy in your project.
What does Io Transparency And Data Policy need to run?
SKILL.md names no scripts, command-line tools or credentials: Io Transparency And Data Policy is instructions for the agent only.
Does Io Transparency And Data Policy 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 Io Transparency And Data Policy 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 Io Transparency And Data Policy use?
No licence was found for Io Transparency And Data Policy or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Io Transparency And Data Policy use?
About 1.4k tokens (SKILL.md is roughly 5.4k 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 Io Transparency And Data Policy?
Skills that share tags, products or a category with Io Transparency And Data Policy: Investigating Anomalous Results (K-Dense-AI/science-superpowers, 350 stars), Lamindb (K-Dense-AI/scientific-agent-skills, 48k stars), Bio Chipseq Cut And Run Tag (GPTomics/bioSkills, 1.2k stars) and Bio Chipseq Spike In Normalization (GPTomics/bioSkills, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Io Transparency And Data Policy?
franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,617 skills in this directory. The repository was last updated on September 18, 2026.
Source: franklee16/academic-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.