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.
npx skills add mimaowang/econ-writing-skills --skill write-economics-abstractgit clone --depth 1 https://github.com/mimaowang/econ-writing-skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/mimaowang/econ-writing-skills/write-economics-abstract)<a href="https://agentmods.dev/skills/mimaowang/econ-writing-skills/write-economics-abstract"><img src="https://agentmods.dev/badge/skills/mimaowang/econ-writing-skills/write-economics-abstract/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/mimaowang/econ-writing-skills/write-economics-abstract"><img src="https://agentmods.dev/badge/skills/mimaowang/econ-writing-skills/write-economics-abstract.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once 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 |
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.
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.
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:
references/evidence-protocol.md— manuscript reading, evidence ledger, causal language, conflicts, and missing information.references/abstract-knowledge.md— the full guide-derived principles, rationales, exceptions, and anti-patterns.references/composition-and-length.md— natural information order, paper-type adaptations, transitions, and elastic length.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
receiveda 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, orinactiveunless 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 providersmay not becomemean exam scoresor 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 withdrove,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 writereducing information frictions expanded/can expand participationor 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.
What ships with it
11 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- agents/openai.yaml 128 B
- evals/evals.json 2.8 KB
- evals/files/observational-remote-work-paper.md 1.8 KB
- evals/files/rct-transit-paper.md 2.4 KB
- evals/files/theory-ai-delegation-paper.md 1.7 KB
- evals/trigger-eval.json 1019 B
- references/abstract-knowledge.md 9.5 KB
- references/composition-and-length.md 6.5 KB
- references/evidence-protocol.md 13 KB
- references/quality-and-sources.md 7.5 KB
- scripts/validate_output.py 2.9 KB runs code
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.
- 12d ago First seen · 143 lines · 112 tokens per session scan A 51d9d7091771
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.
Other skills, from other repositories
paper-reviewer
Deep pre-submission review of a scientific manuscript, modeled on Google's Paper Assistant Tool (PAT). Segments the manuscript, allocates a reasoning budget per segment, dispatches deep reviewers in parallel (each with the full text as context), and consolidates into a single report with severity, quoted evidence, and…
paper-writer
Segmented drafting of a scientific manuscript, with mandatory grounding in declared project artifacts and a project-defined authorial voice. Segments what remains to be written, allocates a reasoning budget per segment, dispatches writers in parallel (each with the full manuscript as context), and consolidates into a…
review-paper
Comprehensive manuscript review with three modes: single-pass (default), --adversarial critic-fixer loop, and --peer [journal] simulated peer-review pipeline (editor + 2 dispositioned referees + editorial decision, calibrated to a target journal). R&R continuation via --peer --r2/--r3; hostile-editor stress test via…
audit-reproducibility
Enforce the replication-protocol.md rule by cross-checking numeric claims in a manuscript against the actual R / Stata / Python outputs. Report PASS/FAIL per claim against tolerance thresholds. Use before submission and before releasing a replication package.
capture-environment
Snapshot the computational environment for a replication package — detects the analysis stack (R / Stata / Python) and emits the right lockfiles (renv.lock + sessionInfo.txt, requirements.txt / environment.yml / uv.lock, Stata version + ado package list), records seeds and RNG kind, optionally writes a pinning…
grant-proposal
Scaffold a research grant proposal (NSF, NIH, ERC, or foundation) by composing existing primitives — pulls identification strategy from an /interview-me spec, delegates the data-management plan to /data-management-plan and the facilities statement to /capture-environment, and emits a funder-requirements checklist. Use…