aeri-workflow
Use when deciding which aeri-* sub-skill to invoke next, or when sequencing work on a short-format manuscript from topic selection through the conditional-accept response for an American Economic Review: Insights (AER: Insights) submission. Routes — it does not replace — the specialized skills.
Install / Use
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeri-workflowInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
Category
AutomationSupported Platforms
Our assessment of aeri-workflow
aeri-workflow scores 88/100 on our quality scale, 1366th of 2,881 Automation skills we index (top 48%).
Its SKILL.md is 6.5 KB long, well organised into 9 sections with 1 code example: a thorough specification that gives an agent plenty to work with.
With 1,158 GitHub stars, it is one of the more widely adopted skills in the catalogue.
Maintenance, license and trust
- The repository was last updated 18 days ago, so aeri-workflow is actively maintained.
- It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
- Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.
aeri-workflow compared with similar skills
All 4 of these similar skills score higher than aeri-workflow; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| aeri-workflow (this skill)by brycewang-stanford | 88 | 1.2k | 18d ago | SKILL.md |
| Agent-Reachby Panniantong | 100 | 89.0k | 17d ago | CLAUDE.md |
| Scraplingby D4Vinci | 100 | 85.3k | 2d ago | MCP Server |
| rufloby ruvnet | 100 | 73.8k | today | MCP Server |
| algorithmic-artby anthropics | 100 | 177.9k | 10d ago | SKILL.md |
Frequently asked questions
- How do I install aeri-workflow?
- Run
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeri-workflow. The install tabs above show the steps for each supported agent. - Which AI agents does aeri-workflow work with?
- It is written for Zed, as a SKILL.md file. Other agents that read the same format can often use it too.
- Is aeri-workflow safe to use?
- It is MIT-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is aeri-workflow still maintained?
- The repository was last updated 18 days ago, so aeri-workflow is actively maintained.
Skill content
View source on GitHubname: aeri-workflow description: Use when deciding which aeri-* sub-skill to invoke next, or when sequencing work on a short-format manuscript from topic selection through the conditional-accept response for an American Economic Review: Insights (AER: Insights) submission. Routes — it does not replace — the specialized skills.
AER: Insights Workflow Router (aeri-workflow)
Overview
This is the router. It tells you which aeri- skill to use at the current stage* of a manuscript aimed at American Economic Review: Insights (AER: Insights) — the AEA's short-format, general-interest journal (founded 2019) for papers built around ONE clear, important, well-executed idea, empirical, theoretical, or methodological. The bar is AER-level importance compressed into a short paper. AER: Insights is the short sibling of the American Economic Review (long, multi-result, flagship) and is general-interest, unlike the field-oriented full papers of the AEJ family.
Default assumption: unless the user says otherwise, treat the target as AER: Insights. The two operational tells that you are at AER: Insights and not AER or an AEJ: (1) a hard length cap — main text ≤7,000 words with no exhibits, minus 200 words per exhibit, maximum five exhibits, abstract ≤100 words — papers over the cap are returned unreviewed; (2) a single insight must carry the whole paper, with everything secondary pushed to the online Supplemental Appendix. Process tells: AEA single-blind review that is fast and decisive — no traditional revise-and-resubmit; first decisions are conditional accept or reject, and conditional accepts (usually an 8-week window) are normally not sent back to referees. Editor as of 2026: Matthew Gentzkow (lead editor beginning January 2024; founding editor Amy Finkelstein). Live-check volatile specifics on the official AEA pages.
When to trigger
- The user asks "what should I do next?"
- A draft is over the word/exhibit cap or is sprawling into multiple results
- Work is ping-ponging between the core result, framing, exhibits, and the response letter
- An AER: Insights decision letter (conditional accept or reject) arrived
Routing table
| Current symptom | Next skill |
|-----------------|------------|
| Paper has several results / no single crisp insight; fit to short format unclear | aeri-topic-selection |
| Contribution vs. the closest published work is fuzzy or oversold | aeri-literature-positioning |
| The causal or parameter identification is shaky | aeri-identification |
| A model is present but bloated, or unclear what it must minimally show | aeri-theory-model |
| Robustness is sprawling; unclear what stays in-text vs. appendix | aeri-robustness |
| Over the five-exhibit budget; exhibits are dense or carry significance asterisks | aeri-tables-figures |
| Prose buries the result; abstract/intro do not lead with it; over word cap | aeri-writing-style |
| Data/code deposit, README, or AEA Data Editor prep | aeri-replication-package |
| Want to understand the fast review / conditional-accept-vs-reject odds | aeri-referee-strategy |
| Ready to submit via the AEA portal; need a preflight | aeri-submission |
| Received a conditional accept; need a short, decisive response | aeri-rebuttal |
Default order
aeri-topic-selection— confirm ONE crisp, important, well-identified insight that stands aloneaeri-literature-positioning— stake the contribution in one or two paragraphsaeri-identification— make the design or parameter identification clean and self-containedaeri-theory-model— keep only the model the single insight requiresaeri-robustness— the few in-text checks that matter; rest to the appendixaeri-tables-figures— at most five exhibits, no significance asterisksaeri-writing-style— lead with the result; enforce the word budget (abstract + intro last)aeri-replication-package— assemble the AEA-compliant data/code packageaeri-referee-strategy— calibrate expectations for the fast, decisive processaeri-submission— AEA portal preflight (word count + exhibit count)aeri-rebuttal— after the conditional accept
aeri-writing-styleis a late-stage polish, but the word cap is a constraint from day one — track it throughout, not at the end.
Anti-patterns
- Treating AER: Insights like a short AER: keeping a second and third result instead of cutting to one
- Letting
aeri-tables-figurespolish a sixth exhibit that should not exist - Skipping
aeri-replication-packageuntil acceptance — the AEA Data Editor checks before publication - Planning for a multi-round R&R that AER: Insights does not offer
Routing by paper archetype
The single insight differs by archetype; enter the chain at the right link.
| Archetype | Likely first bottleneck | Enter at |
|-----------|-------------------------|----------|
| one clean causal estimate (DiD / RDD / IV / experiment) | is the design credible AND is it a single headline number? | aeri-topic-selection → aeri-identification |
| a sharp theoretical result / impossibility | is the model minimal and the result surprising? | aeri-theory-model |
| a methodological point with one application | does the method change a substantive answer in few pages? | aeri-identification → aeri-robustness |
| a striking new fact / measurement | is the fact important enough to stand alone, and robust? | aeri-topic-selection → aeri-robustness |
Worked routing example (illustrative)
A user says: "My field experiment has a clean main effect, but I also estimated three heterogeneity splits and a structural extension, and the draft is 9,500 words." That is the canonical AER: Insights problem — one good insight buried under a multi-result, over-cap paper. Route first to aeri-topic-selection to confirm the single headline effect is the paper, then aeri-robustness and aeri-tables-figures to move the heterogeneity and the structural extension to the Supplemental Appendix, then aeri-writing-style to land the draft under the 7,000-word (minus exhibits) cap.
Minimal decision snippet
if decision_letter_arrived: -> aeri-rebuttal
elif ready_to_submit: -> aeri-submission
elif over_cap_or_too_many_exhibits: -> aeri-tables-figures / aeri-writing-style
elif robustness_sprawling: -> aeri-robustness
elif model_bloated: -> aeri-theory-model
elif identification_shaky: -> aeri-identification
elif contribution_fuzzy: -> aeri-literature-positioning
else: -> aeri-topic-selection
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Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.
