write-economics-abstract

write-economics-abstract is a skill for Codex from mimaowang/econ-writing-skills. It costs 112 tokens per session (2,735 once invoked), scanned A, original, MIT.

A writing guide for producing the abstract of an economics research paper—the short summary that states the question, method, findings, and meaning of the results.

In plain words
What is it for?
Use it to draft, rewrite, shorten, or audit abstracts based on an economics paper's model, data, results, or completed text.
Why use it?
It helps readers understand the paper accurately without overstating what the study shows.

Skill for Codex

Written for Codex: agents/openai.yaml present.

Good fit Use it to draft, rewrite, shorten, or audit abstracts based on an economics paper's model, data, results, or completed text.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/mimaowang/econ-writing-skills/write-economics-abstract
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add mimaowang/econ-writing-skills --skill write-economics-abstract
Clone the repo
git clone --depth 1 https://github.com/mimaowang/econ-writing-skills

Made for: Codex.

Wrote this? Show the measurements

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README.md
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Per session 112 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,735 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00112 $0.02735
Opus 5 $0.00056 $0.01367
Sonnet 5 $0.00022 $0.00547
Haiku 4.5 $0.00011 $0.00274

Measured 12d ago against content hash 51d9d7091771, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

write-economics-abstract scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/validate_output.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/write-economics-abstract/SKILL.md · 143 lines

How it starts

The opening of the file, as written. The whole thing — 143 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Write an Economics Abstract

Produce a self-contained English abstract that lets a reader recover four things accurately: the research task, how the paper answers it, what it finds, and what the findings mean. Treat factual fidelity as a hard constraint and prose quality as an optimization within that constraint.

Load the required knowledge

Before drafting, rewriting, or auditing, read all four references below. They are mandatory, not optional background:

  1. references/evidence-protocol.md — manuscript reading, evidence ledger, causal language, conflicts, and missing information.
  2. references/abstract-knowledge.md — the full guide-derived principles, rationales, exceptions, and anti-patterns.
  3. references/composition-and-length.md — natural information order, paper-type adaptations, transitions, and elastic length.
  4. references/quality-and-sources.md — final audit, scoring rules, Top Five calibration, and provenance.

Read the user's target-journal instructions first if supplied; a journal's hard limit overrides observed ranges.

Non-negotiable rules

  • Ground every substantive statement in the supplied paper body or in a fact the user explicitly confirms.
  • Never invent a contribution, result, coefficient, unit, sample, mechanism, robustness result, welfare claim, or policy implication.
  • Do not upgrade association to causation, suggestive evidence to an established mechanism, or an author interpretation to a demonstrated fact.
  • Verify each number with its direction, unit, baseline, estimand, population, and time horizon.
  • For experiments and quasi-experiments, lock distinct design roles: assignment/randomization unit, treatment recipient, delivery actor, observation unit, and analysis unit. Never say the randomized unit received a treatment delivered to people or firms within it; express assignment and receipt in separate clauses when roles differ.
  • Preserve the exact measured outcome and proxy status. Do not replace a price, index, proxy, score, ratio, or accounting measure with a broader construct such as cost, welfare, quality, productivity, or efficiency unless the manuscript establishes equivalence.
  • Apply a closed-world paraphrase rule: a smoother expression is eligible only if the source entails it without adding scope, causal force, mechanism status, measurement meaning, evaluation, or centrality.
  • Copy constructed sample and eligibility definitions into a locked phrase bank before drafting. Preserve their defining condition, place, lookback window, and event; do not replace them with category labels such as new, incumbent, local, eligible, or inactive unless the manuscript itself proves that equivalence.
  • Lock the complete outcome tuple as well: outcome/proxy + population/subgroup + unit + comparison + horizon. Every repetition—including the closing synthesis—must preserve all scope-bearing members. Mean exam scores among new providers may not become mean exam scores or a general claim about service quality.
  • For structural selection, preparation, equilibrium, or decomposition results, preserve each component's reported direction and relation. Do not assert that one channel dominates, offsets, outweighs, or is stronger than another unless the manuscript explicitly reports that comparison. An ambiguous net sign remains ambiguous even if a particular estimated counterfactual has a sign.
  • Treat modest, large, small, meaningful, important, broad, and similar evaluations as claims. Omit them unless the manuscript provides or explicitly states the comparison basis.
  • For consistent-with, supportive, or suggestive mechanisms, use only a noncausal evidence form (patterns are consistent with X, evidence is suggestive of X, or the manuscript's weaker wording). Do not combine a hedge with drove, explains, operates through, because, by reducing, or another causal predicate.
  • Lock the identified treatment as the causal subject of every effect and implication sentence, including the final sentence. When alerts are randomized but information frictions are only a candidate mechanism, write timely alerts increased participation; never write reducing information frictions expanded/can expand participation or substitute the channel for the treatment.
  • Treat “first,” “novel,” “new,” and “fills a gap” as factual claims requiring explicit, supportable scope.
  • Use the old abstract and introduction as orientation and consistency checks, not as the final authority over results.
  • Keep the formal abstract in English by default. Communicate necessary questions or risks in the user's language.
  • Do not modify the user's manuscript unless the user explicitly asks for file edits.

Read the full file on GitHub · 143 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 12d ago First seen · 143 lines · 112 tokens per session scan A 51d9d7091771

Subscribe to this mod's changes

write-economics-abstract is a skill published in the GitHub repository mimaowang/econ-writing-skills (6 stars, last pushed 1mo ago), licensed MIT. It adds 112 tokens to every session and 2,735 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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