Peer Review
K-Dense-AI/claude-scientific-writer
Prepare evidence-bounded, constructive peer-review drafts and structured manuscript assessments.
Agent skill
Aaag Transparency And Data
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when handling data documentation, sharing, and spatial-data ethics for an Annals of the American Association of Geographers manuscript — provenance (sources, projections…
Install Aaag Transparency And Data
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aaag-transparency-and-data -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aaag-transparency-and-data --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/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-transparency-and-data .claude/skills/aaag-transparency-and-data && 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 "aaag-transparency-and-data" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-transparency-and-data into .claude/skills/aaag-transparency-and-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aaag-transparency-and-data", 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/brycewang-stanford/Awesome-Journal-Skills/tree/main/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-transparency-and-dataType 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 brycewang-stanford/Awesome-Journal-Skills --skill aaag-transparency-and-data -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aaag-transparency-and-data --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-transparency-and-data .agents/skills/aaag-transparency-and-data && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "aaag-transparency-and-data" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-transparency-and-data into .agents/skills/aaag-transparency-and-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aaag-transparency-and-data", 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 brycewang-stanford/Awesome-Journal-Skills --skill aaag-transparency-and-data -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aaag-transparency-and-data --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-transparency-and-data .cursor/skills/aaag-transparency-and-data && 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 "aaag-transparency-and-data" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-transparency-and-data into .cursor/skills/aaag-transparency-and-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aaag-transparency-and-data", 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/brycewang-stanford/Awesome-Journal-Skills.git --path Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-transparency-and-data--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 brycewang-stanford/Awesome-Journal-Skills --skill aaag-transparency-and-data -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aaag-transparency-and-data --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-transparency-and-data .gemini/skills/aaag-transparency-and-data && 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 "aaag-transparency-and-data" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-transparency-and-data into .gemini/skills/aaag-transparency-and-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aaag-transparency-and-data", 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 brycewang-stanford/Awesome-Journal-Skills aaag-transparency-and-dataInstalls 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 brycewang-stanford/Awesome-Journal-Skills --skill aaag-transparency-and-data -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-transparency-and-data .github/skills/aaag-transparency-and-data && 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 "aaag-transparency-and-data" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-transparency-and-data into .github/skills/aaag-transparency-and-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aaag-transparency-and-data", 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 brycewang-stanford/Awesome-Journal-Skills --skill aaag-transparency-and-data -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aaag-transparency-and-data --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-transparency-and-data .opencode/skills/aaag-transparency-and-data && 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 "aaag-transparency-and-data" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-transparency-and-data into .opencode/skills/aaag-transparency-and-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aaag-transparency-and-data", 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
aaag-transparency-and-data- GitHub stars
- 1.2k
- Token cost
- ~1.4k tokens
- SKILL.md length
- 532 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when handling data documentation, sharing, and spatial-data ethics for an Annals of the American Association of Geographers manuscript — provenance (sources, projections…
- Handling data documentation
- SKILL.md covers When to trigger, Spatial-data provenance (the…, Geoprivacy & human subjects… and Reproducibility (good practice…, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Spatial-data ethics for an Annals of the American Association of Geographers manuscript — provenance (sources
What it does
Aaag Transparency And Data is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when handling data documentation, sharing, and spatial-data ethics for an Annals of the American Association of Geographers manuscript — provenance (sources, projections, processing), reproducibility, and geoprivacy / human-subjects protection. Prepares documentation; it does not over-state a verification gate the policy does not impose.
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 Research & Science, covering Reproducible research. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. ｜ 覆盖主流期刊的… The licence is MIT.
When your agent uses it
- Handling data documentation
- Spatial-data ethics for an Annals of the American Association of Geographers manuscript — provenance (sources
- Reproducibility
- Geoprivacy / human-subjects protection
Example prompts
- “/aaag-transparency-and-data”
What it can do on your machine
Read from SKILL.md and the folder at commit 932eb23. 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
Aaag Transparency And Data loads about 1.4k tokens when it runs. Until then it costs about 93 tokens; SKILL.md has 532 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
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 532 words, ~1,381 tokens.
Download SKILL.mdSave it as
.claude/skills/aaag-transparency-and-data/SKILL.md (or your agent's skills folder).- name
- aaag-transparency-and-data
- description
- Use when handling data documentation, sharing, and spatial-data ethics for an Annals of the American Association of Geographers manuscript — provenance (sources, projections, processing), reproducibility, and geoprivacy / human-subjects protection. Prepares documentation; it does not over-state a verification gate the policy does not impose.
Transparency & Spatial Data (aaag-transparency-and-data)
The Annals (Taylor & Francis, for the AAG) follows publisher and disciplinary norms for data availability and research integrity rather than (as at some journals) a mandatory, editor-run replication check before publication. The right posture is: document spatial-data provenance thoroughly, share what you ethically can, and protect location privacy. Confirm the current data- availability / sharing policy on the Taylor & Francis journal page (检索于 2026-06；以官网为准).
When to trigger
- Preparing data documentation, a data-availability statement, or supplementary materials
- Deciding what spatial data can be shared given geoprivacy, IRB, license, or proprietary limits
- Documenting qualitative or restricted location data so claims remain credible
- A reviewer asked how others could verify or reproduce the spatial analysis
Spatial-data provenance (the geography-specific core)
Document enough that another geographer could locate, re-project, and rebuild the dataset:
- Sources & licenses for every layer (census, satellite, OSM, administrative, field-collected), with access dates and terms.
- Projection / CRS and any re-projection; areal units and how they were defined or aggregated.
- Processing chain — classification, geocoding, spatial joins, resampling, filtering — as a logged, ordered pipeline, not "cleaned in GIS."
- Temporal alignment — vintages of layers and how they were harmonized.
Geoprivacy & human subjects (overrides sharing)
- Do not publish precise locations of identifiable individuals/households; use geographic masking (aggregation, jittering, areal reporting) and state the method.
- IRB/consent for interviews, fieldwork, and participatory mapping; protect informant and site identity.
- Sensitive sites (sacred, endangered-species, conflict) may require deliberate spatial coarsening — say so.
Reproducibility (good practice even without a pre-publication gate)
- Master script regenerates every table, figure, and map from raw/constructed data.
- README/codebook: provenance, projections, construction steps, and how to reproduce each exhibit.
- Seeds set for stochastic steps; software/package versions pinned (
renv.lock/requirements.txt). - Restricted data: a data-availability statement explaining what is shared, what is not and why, and an access path; provide synthetic/masked data so code can run where feasible.
Show full SKILL.md (229 more words)Show less
Transparency posture by data type (geography-specific)
Because the Annals spans four areas, the availability expectation lands differently on different evidence. This grid keeps the posture honest; confirm mechanics against the current T&F policy.
| Data type | Typically shareable | Restricted | Provenance to document |
|---|---|---|---|
| Public geospatial (census, OSM) | data + code | none | source, vintage, CRS, join keys |
| Satellite / DEM | processing code + IDs | bulk imagery (host link instead) | sensor, dates, correction, resolution |
| Field GPS of people/sites | masked/aggregated data | exact coordinates | masking method, IRB, consent |
| Interviews / ethnography | coding scheme | identifiable transcripts/locations | anonymization, composite-disclosure note |
| Proprietary/licensed layers | code + access path | the layer itself | license terms, how to obtain |
Checklist
- Every layer's source, license, access date, and CRS documented
- Processing pipeline logged (classification/geocoding/joins/resampling)
- Geoprivacy handled — masking method stated for identifiable locations
- IRB/consent documented for human-subjects and field/participatory work
- Master script + README + seeds + pinned versions (where quantitative)
- Data-availability statement drafted; access path / synthetic data for restricted layers
- Current T&F data policy confirmed (do not assert a gate it does not impose)
Anti-patterns
- "Data cleaned in GIS" with no provenance, CRS, or processing log
- Publishing exact coordinates of vulnerable people or sensitive sites
- Claiming open data that license or geoprivacy will not permit
- Asserting an editor-verified replication mandate the policy does not state
- Un-seeded, unpinned code that "works on my machine"
Output format
【Provenance】sources + licenses + CRS + processing log documented? [Y/N]
【Geoprivacy】masking/aggregation for identifiable locations? [Y/N/NA]
【Human subjects】IRB/consent handled? [Y/N/NA]
【Reproducibility】master script + README + seeds + versions? [Y/N]
【Data-availability statement】shared / restricted (why) / access path / synthetic?
【Policy check】current T&F data policy confirmed? [Y/N/待核实]
【Next】aaag-review-processSupplementary resources
../../resources/external_tools.md— reproducibility tooling, repositories, and geomasking options../../resources/official-source-map.md— T&F data-availability and AAG ethics references
© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-transparency-and-data of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Aaag Transparency And Data 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 |
|---|---|---|---|---|---|---|
| Aaag Transparency And Data this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Peer ReviewK-Dense-AI/claude-scientific-writer | 2.4k | 2 repos | ~3.1k | Automated safety check: Notes | MIT | |
| CHARLS Paper Reproduction Guidexjtulyc/MedgeClaw | 617 | 1 repos | ~1.8k | Automated safety check: Pass | None | |
| Compute Environment Setupaipoch/open-science | 5.5k | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| Figure Styleaipoch/open-science | 5.5k | — | ~5.1k | Automated safety check: Pass | Apache-2.0 | |
| Add Bactopia Toolbactopia/bactopia | 522 | — | ~4.1k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Aaag Transparency And Data
What does Aaag Transparency And Data do?
A skill your agent uses when handling data documentation, sharing, and spatial-data ethics for an Annals of the American Association of Geographers manuscript — provenance (sources, projections…. Aaag Transparency And Data is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when handling data documentation, sharing, and spatial-data ethics for an Annals of the American Association of Geographers manuscript — provenance (sources, projections, processing), reproducibility, and geoprivacy / human-subjects protection.
When should I use Aaag Transparency And Data?
Aaag Transparency And Data fits situations like: handling data documentation; spatial-data ethics for an Annals of the American Association of Geographers manuscript — provenance (sources; reproducibility; geoprivacy / human-subjects protection.
How do I install Aaag Transparency And Data in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aaag-transparency-and-data -a claude-code`. Or copy the skill folder (Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-transparency-and-data in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/aaag-transparency-and-data in your project. Claude Code loads it when a task matches its description.
How do I install Aaag Transparency And Data in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aaag-transparency-and-data -a codex`. Or copy the skill folder (Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-transparency-and-data in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/aaag-transparency-and-data in your project. Codex loads it when a task matches its description.
Can I use Aaag Transparency And Data 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 brycewang-stanford/Awesome-Journal-Skills --skill aaag-transparency-and-data -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/aaag-transparency-and-data, .gemini/skills/aaag-transparency-and-data, .github/skills/aaag-transparency-and-data and .opencode/skills/aaag-transparency-and-data in your project.
What does Aaag Transparency And Data need to run?
SKILL.md names no scripts, command-line tools or credentials: Aaag Transparency And Data is instructions for the agent only.
Does Aaag Transparency And Data 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 Aaag Transparency And Data 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 Aaag Transparency And Data use?
Aaag Transparency And Data is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Aaag Transparency And Data use?
About 1.4k tokens (SKILL.md is roughly 5.5k 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 Aaag Transparency And Data?
Skills that share tags, products or a category with Aaag Transparency And Data: Peer Review (K-Dense-AI/claude-scientific-writer, 2.4k stars), CHARLS Paper Reproduction Guide (xjtulyc/MedgeClaw, 617 stars), Compute Environment Setup (aipoch/open-science, 5.5k stars) and Figure Style (aipoch/open-science, 5.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Aaag Transparency And Data?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,228 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.
Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.