用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt;运行前请先检查来源。
npx skills add https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills --skill eric-education-api命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地?可下载 SkillsMP 当前能够提供的文件。
正在显示 SKILL.md
Route empirical-research requests through the Auto-Empirical Research Skills catalog when this whole repository is installed as one skill in Codex, CodeBuddy, Claude Code, or another IDE. Use to choose and load the right vendored AERS skill for causal inference, econometrics, replication, data acquisition, manuscript writing, peer review and referee responses, citation checking, de-AIGC editing, or full empirical-paper workflows without reading the entire repository at once.
中英双语学术降 AIGC / bilingual academic de-AIGC skill. Removes AI-generated writing signatures from empirical papers in economics, management, and the social sciences — in both English and Chinese. Covers Turnitin AI, GPTZero, Originality.ai on the English side and 知网 AMLC, 万方, 维普 on the Chinese side. Uses a six-step loop (intake → audit → claim-evidence check → differentiated rewrite → five-dimension self-score → cold-reader recheck) with two pattern libraries (22 English + 17 Chinese patterns), section-by-section strategies for empirical papers, and hard protections that keep every number, coefficient, and citation intact.
Use when a research task needs reproducible Kaggle discovery, metadata inspection, bounded public-data downloads, competition or kernel discovery, model discovery, or an explicitly approved Kaggle write/delete operation through the official CLI.
基于 SOC 职业分类
| name | eric-education-api |
| description | Search 2M+ education research records via the ERIC database API |
| metadata | {"openclaw":{"emoji":"🎓","category":"literature","subcategory":"search","keywords":["ERIC","education research","IES","pedagogy","teaching","educational technology"],"source":"https://eric.ed.gov/"}} |
ERIC is the world's largest digital library of education research, sponsored by the U.S. Institute of Education Sciences (IES). It indexes 2M+ records including journal articles, reports, conference papers, and dissertations covering all aspects of education. The API provides free, unauthenticated access to metadata and links to full text where available.
https://api.ies.ed.gov/eric/
# Basic keyword search
curl "https://api.ies.ed.gov/eric/?search=online+learning&format=json&rows=20"
# Search in specific fields
curl "https://api.ies.ed.gov/eric/?search=title:\"blended learning\"&format=json"
# Filter by publication date
curl "https://api.ies.ed.gov/eric/?search=STEM+education&start=0&rows=25&\
publicationdatestart=2023-01-01&publicationdateend=2026-12-31&format=json"
# Filter by publication type
curl "https://api.ies.ed.gov/eric/?search=formative+assessment&\
publicationtype=Journal+Articles&format=json"
# Filter by descriptor (ERIC thesaurus term)
curl "https://api.ies.ed.gov/eric/?search=descriptor:\"Higher Education\"&format=json"
# Peer-reviewed only
curl "https://api.ies.ed.gov/eric/?search=metacognition&peerreviewed=true&format=json"
| Parameter | Description | Example |
|---|---|---|
search | Free-text or field search | search=adaptive+learning |
format | Response format | json or xml |
rows | Results per page (max 200) | rows=50 |
start | Pagination offset | start=50 |
publicationtype | Document type | Journal Articles, Reports, Dissertations/Theses |
publicationdatestart | From date | 2024-01-01 |
publicationdateend | To date | 2026-12-31 |
peerreviewed | Peer-reviewed filter | true or false |
descriptor | ERIC thesaurus term | descriptor:"Distance Education" |
educationlevel | Education level | Higher Education, Elementary Education |
subject | Subject area | subject:"Mathematics Education" |
| Field | Description |
|---|---|
title | Article title |
author | Author name |
descriptor | ERIC controlled vocabulary term |
source | Journal/source name |
abstract | Abstract text |
id | ERIC document ID (e.g., EJ1234567) |
| Type | Description |
|---|---|
Journal Articles | Peer-reviewed journal articles |
Reports - Research | Research reports |
Reports - Descriptive | Descriptive reports |
Reports - Evaluative | Program evaluations |
Dissertations/Theses | Graduate research |
Speeches/Meeting Papers | Conference presentations |
Books | Books and book chapters |
{
"response": {
"numFound": 8450,
"start": 0,
"docs": [
{
"id": "EJ1389012",
"title": "Effects of AI Tutoring on Student Learning Outcomes",
"author": ["Smith, John", "Chen, Wei"],
"source": "Journal of Educational Technology",
"publicationdateyear": 2024,
"description": "This study examines the impact of AI-powered tutoring...",
"descriptor": ["Artificial Intelligence", "Tutoring", "Academic Achievement"],
"educationlevel"
import requests
BASE_URL = "https://api.ies.ed.gov/eric/"
def search_eric(query: str, rows: int = 25,
peer_reviewed: bool = True,
pub_type: str = None,
from_year: int = None) -> list:
"""Search the ERIC education research database."""
params = {
"search": query,
"format": "json",
"rows": rows,
}
if peer_reviewed:
params["peerreviewed"] = "true"
if pub_type:
params["publicationtype"] = pub_type
if from_year:
params["publicationdatestart"] = f"{from_year}-01-01"
resp = requests.get(BASE_URL, params=params)
resp.raise_for_status()
data = resp.json()
results = []
for doc in data.get("response", {}).get("docs", []):
results.append({
"id": doc.get("id"),
"title": doc.get("title"),
"authors": doc.get("author", []),
"source": doc.get("source"),
"year": doc.get("publicationdateyear"),
"abstract": doc.get("description", )[:],
: doc.get(, []),
: doc.get(, []),
: doc.get(),
})
results
() -> :
search_eric(, rows=rows)
papers = search_eric(,
from_year=, rows=)
p papers:
()
()
papers = search_by_descriptor()
p papers:
()
ERIC uses a controlled vocabulary of 12,000+ descriptors for consistent indexing. Key descriptors include:
| Descriptor | Coverage |
|---|---|
Distance Education | Online/remote learning |
Educational Technology | EdTech tools and methods |
Higher Education | University-level education |
STEM Education | Science, technology, engineering, math |
Teacher Education | Teacher training and development |
Assessment | Testing and evaluation |
Curriculum Development | Curriculum design |
Special Education | Inclusive education |