Antv L7
antvis/L7
Comprehensive guide for AntV L7 geospatial visualization library.
A skill your agent uses when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and…
Install Aaag Research Design
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aaag-research-design -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aaag-research-design --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-research-design .claude/skills/aaag-research-design && 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-research-design" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-research-design into .claude/skills/aaag-research-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aaag-research-design", 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-research-designType 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-research-design -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aaag-research-design --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-research-design .agents/skills/aaag-research-design && 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-research-design" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-research-design into .agents/skills/aaag-research-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aaag-research-design", 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-research-design -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aaag-research-design --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-research-design .cursor/skills/aaag-research-design && 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-research-design" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-research-design into .cursor/skills/aaag-research-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aaag-research-design", 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-research-design--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-research-design -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aaag-research-design --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-research-design .gemini/skills/aaag-research-design && 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-research-design" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-research-design into .gemini/skills/aaag-research-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aaag-research-design", 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-research-designInstalls 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-research-design -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-research-design .github/skills/aaag-research-design && 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-research-design" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-research-design into .github/skills/aaag-research-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aaag-research-design", 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-research-design -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-research-design --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-research-design .opencode/skills/aaag-research-design && 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-research-design" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-research-design into .opencode/skills/aaag-research-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aaag-research-design", 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-research-design- GitHub stars
- 1.2k
- Token cost
- ~1.4k tokens
- SKILL.md length
- 589 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and…
- Remote-sensing and physical-environmental methods
- SKILL.md covers When to trigger, Spatial / quantitative…, Remote sensing /… and Qualitative / human-geography, plus 7 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Qualitative human-geography inference
What it does
Aaag Research Design is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and physical-environmental methods, qualitative human-geography inference, or nature-society mixed methods. The Annals judges each tradition on its own terms. Strengthens the design; it does not write code.
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 Data & Analytics, covering Geospatial analysis. 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
- Remote-sensing and physical-environmental methods
- Qualitative human-geography inference
- Nature-society mixed methods
Example prompts
- “/aaag-research-design”
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 Research Design loads about 1.4k tokens when it runs. Until then it costs about 99 tokens; SKILL.md has 589 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). 589 words, ~1,437 tokens.
Download SKILL.mdSave it as
.claude/skills/aaag-research-design/SKILL.md (or your agent's skills folder).- name
- aaag-research-design
- description
- Use when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and physical-environmental methods, qualitative human-geography inference, or nature-society mixed methods. The Annals judges each tradition on its own terms. Strengthens the design; it does not write code.
Research Design (aaag-research-design)
The Annals spans four areas and accepts many methodologies, but is demanding about each. The design
must credibly connect the geographic argument (aaag-theory-building) to the evidence, and must take
space and scale seriously — spatial dependence, the MAUP, projection, and sampling are design
issues, not afterthoughts. This skill is mode-aware: pick the section that matches your work.
When to trigger
- Specifying identification, sampling, case selection, or measurement
- A reviewer questioned spatial autocorrelation, scale/MAUP, edge effects, validation, or a confound
- Justifying why the design adjudicates the rival account from
aaag-literature-positioning
Spatial / quantitative analysis & GIScience
- Take space seriously. Test and model spatial dependence (Moran's I, spatial lag/error, GWR/MGWR where heterogeneity is the point); state how the MAUP / scale could change conclusions.
- Geography of the data. Document projection/CRS, areal units, edge effects, and the support of measurements; spatial sampling and its biases.
- Inference. Cluster or use spatial SEs at the right level; for spatial autocorrelation, report diagnostics; for prediction, use spatially-aware cross-validation (blocked/spatial CV), not random folds.
Remote sensing / physical-environmental
- Measurement validity. Sensor/resolution choices, atmospheric/geometric correction, and ground truth; quantify accuracy (confusion matrix, kappa/F1, RMSE) with an independent validation sample.
- Process linkage. Tie observed pattern to an earth-surface process and its scale; state the uncertainty budget end to end.
Qualitative / human-geography
- Case selection by design logic (typical, extreme, paired, regional contrast) — say what the case is a case of. Convenience is not a rationale.
- Positionality, reflexivity, and rigor appropriate to the method (ethnography, interviews, archives, discourse/textual analysis); state how interpretations were checked.
- Source/field transparency: plan how fieldnotes, interviews, and archives are documented and cited
(see
aaag-transparency-and-data), including consent and geoprivacy.
Nature-society / mixed methods
- Integrate, don't staple. Specify how the biophysical and social strands inform one another (e.g., land-change observation + livelihood interviews), and how convergence/divergence is handled.
The adjudication test (Annals-specific)
For the single strongest rival explanation, write: "If the rival held rather than my argument, the [spatial pattern / measurements / accounts] would look like ___; instead they look like ___." If the design cannot distinguish them — including ruling out a scale or spatial-autocorrelation artifact — it does not yet identify the contribution.
Show full SKILL.md (242 more words)Show less
Referee pushback → Annals-specific fix
| Likely objection | Area | The fix |
|---|---|---|
| "Your OLS ignores spatial autocorrelation." | Methods/Human | Test residual Moran's I; move to a spatial model and report diagnostics. |
| "This is a unit-of-analysis artifact (MAUP)." | Methods/Nature-Society | Re-run across areal units/bandwidths; show stability or scope the claim by scale. |
| "Random CV overstates accuracy on spatial data." | Methods/RS | Use blocked/spatial CV; report the spatial structure of error. |
| "No independent validation of the classification." | RS/Physical | Add a held-out reference sample + area-adjusted accuracy. |
| "Convenience case; what is it a case of?" | Human/Nature-Society | State the case-selection logic and the population it represents. |
| "Whose voice / positionality?" | Human | Make reflexivity and interpretation-checking explicit. |
Calibration anchors
- Space is a design issue, not a covariate. Dependence, scale, projection, and sampling are decided in the design, not patched in robustness.
- Each tradition on its own terms. A qualitative design is not weaker for lacking an estimand; it needs case logic, reflexivity, and disconfirmation criteria instead.
- Mixed means integrated. Two parallel analyses are not mixed methods; specify the linkage.
Anti-patterns
- Ignoring spatial autocorrelation, then reporting OLS SEs as if observations were independent
- No MAUP/scale sensitivity when the result could be a unit-of-analysis artifact
- Classification/prediction with no independent validation, or random CV on spatial data
- Convenience case selection dressed up as theory-driven; positionality omitted in interpretive work
- A nature-society design that never actually links the two strands
Output format
【Mode】spatial-quant / remote-sensing-physical / qualitative / mixed
【Estimand or claim】what is identified/shown
【Spatial integrity】dependence / MAUP-scale / projection / validation handled? [Y/N]
【Rival ruled out】the adjudication sentence (incl. scale/spatial-artifact)
【Robustness】planned checks
【Next】aaag-data-analysisSupplementary resources
../../resources/external_tools.md— spatial-analysis, GIS, remote-sensing, and CAQDAS tooling by area../../resources/official-source-map.md— areas, scope, and review model
© 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-research-design of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Aaag Research Design 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 Research Design this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Antv L7antvis/L7 | 4.1k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Portaljs Add Geodatopian/portaljs | 2.4k | 1 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Thematic Mapzzhonglei/GeoCode-Release | 189 | — | ~3.1k | Automated safety check: Pass | MIT | |
| Rs Paper Pipelinethinson/RS-PaperClaw | 230 | — | ~319 | Automated safety check: Pass | MIT | |
| Querying Indonesian Gov Datasuryast/indonesia-gov-apis | 172 | — | ~1.4k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Aaag Research Design
What does Aaag Research Design do?
A skill your agent uses when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and…. Aaag Research Design is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and physical-environmental methods, qualitative human-geography inference, or nature-society mixed methods.
When should I use Aaag Research Design?
Aaag Research Design fits situations like: remote-sensing and physical-environmental methods; qualitative human-geography inference; nature-society mixed methods.
How do I install Aaag Research Design in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aaag-research-design -a claude-code`. Or copy the skill folder (Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-research-design in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/aaag-research-design in your project. Claude Code loads it when a task matches its description.
How do I install Aaag Research Design in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aaag-research-design -a codex`. Or copy the skill folder (Annals-of-the-American-Association-of-Geographers-Skills/skills/aaag-research-design in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/aaag-research-design in your project. Codex loads it when a task matches its description.
Can I use Aaag Research Design 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-research-design -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-research-design, .gemini/skills/aaag-research-design, .github/skills/aaag-research-design and .opencode/skills/aaag-research-design in your project.
What does Aaag Research Design need to run?
SKILL.md names no scripts, command-line tools or credentials: Aaag Research Design is instructions for the agent only.
Does Aaag Research Design 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 Research Design 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 Research Design use?
Aaag Research Design 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 Research Design use?
About 1.4k tokens (SKILL.md is roughly 5.7k 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 Research Design?
Skills that share tags, products or a category with Aaag Research Design: Antv L7 (antvis/L7, 4.1k stars), Portaljs Add Geo (datopian/portaljs, 2.4k stars), Thematic Map (zzhonglei/GeoCode-Release, 189 stars) and Rs Paper Pipeline (thinson/RS-PaperClaw, 230 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Aaag Research Design?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 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.