02-common-issues
| Symptom | Likely cause | Fix | |---------|-------------|-----| | Very skewed plan weights (1–2 plans dominate) | Constraint too tight; too few SMC particles | Loosen constraint strength or increase `n_sims` | | Plan diversity stuck near 0 | Adjacency graph error or constraints
> /plugin marketplace add brycewang-stanford/Auto-Empirical-Research-SkillsHow it fires
How this agent gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
Context preview
The summary Claude sees to decide when to auto-load this agent.
| Symptom | Likely cause | Fix | |---------|-------------|-----| | Very skewed plan weights (1–2 plans dominate) | Constraint too tight; too few SMC particles | Loosen constraint strength or increase `n_sims` | | Plan diversity stuck near 0 | Adjacency graph error or constraints
Agent definition
02-common-issues.mdCommon Issues and Fixes
| Symptom | Likely cause | Fix | |---------|-------------|-----| | Very skewed plan weights (1–2 plans dominate) | Constraint too tight; too few SMC particles | Loosen constraint strength or increase `n_sims` | | Plan diversity stuck near 0 | Adjacency graph error or constraints over-determine sample | Check `adj` graph for isolated nodes or broken edges; relax constraints | | Enacted plan population deviation very high | Enacted plan added incorrectly | Re-check `alarm_add_plan()` call and column names | | Style enforcement changes many lines | `enforce_style()` not run during development | Run, review, and commit style changes before the final PR | | PR flagged for missing constraint figures | State has unusual or additional constraints | Add plots showing constraint strength sweep and binding behavior |
📌 文档结构（2026-07-22 起）： 本文件是中文默认入口 —— banner + badges + 信任面 + 9 阶段流水线速览 + 76 行合集总表。 每个合集的完整描述、按用途分组、精确数字、验证方法在 docs/CONTENT_ZH.md（扩展正文，总表行内的 → 直接跳转到对应锚点）。 English version: README-en.md · 中文扩展正文：docs/CONTENT_ZH.md · README-zh-CN.md 已弃用（重定向占位） 🌐 语言: English |
Other agents on auto-empirical-research-skills.
- data-detective
Investigates data quality, profiling datasets for distributional anomalies, missingness patterns, panel structure, merge diagnostics, and variable construction issues. Use when working with a new dataset, validating merges, checking panel structure, profiling variables for
Open agent - literature-scout
Conducts systematic literature surveys of econometric methods, seminal papers, and prior applications. Use when you need to find related papers, understand the intellectual genealogy of a method, survey standard approaches for a research question, or identify which assumptions
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Conducts deep analysis of specific econometric and statistical methods, comparing estimator properties, software implementations, and computational tradeoffs. Also researches benchmark parameter values, calibration targets, and stylized facts from the literature. Use when
Open agent - econometric-reviewer
Reviews estimation code with an extremely high quality bar for identification, inference, and econometric correctness. Use after implementing estimation routines, modifying econometric models, running regressions, or writing code that uses statsmodels, linearmodels, PyBLP,
Open agent - identification-critic
--- name: identification-critic effort: high maxTurns: 15 skills: [causal-inference, identification-proofs, game-theory, structural-modeling] disallowedTools: [Edit, Write, MultiEdit, NotebookEdit] description: >- Scrutinizes identification arguments for completeness,
Open agent - journal-referee
Simulates a top-5 economics journal referee providing a full report on research quality, contribution, and methodology. Use when reviewing draft papers, written artifacts, research projects before submission, or during /workflows:review on completed work. <examples> <example>
Open agent