Open Syllabus ApiSAFE
🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.
Overview
🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.
e1ba289846fdOBSERVED · 2026-10-08Host compatibility
What the documentation claims. We have not run a compatibility test.
| Host | Status | Notes |
|---|---|---|
| openclaw | mentioned |
What it tells the agent
The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.
---
name: open-syllabus-api
description: "Analyze most-taught books and texts via Open Syllabus analytics"
metadata:
openclaw:
emoji: "📖"
category: "domains"
subcategory: "education"
keywords: ["Open Syllabus", "syllabi analytics", "teaching data", "textbook rankings", "curriculum analysis", "higher education"]
source: "https://opensyllabus.org/"
---
# Open Syllabus API
## Overview
Open Syllabus analyzes 20M+ college course syllabi from 7,000+ institutions in 140+ countries, tracking which books, articles, and media are most frequently assigned in higher education. The Explorer provides teaching frequency rankings and co-assignment patterns. Useful for curriculum research, textbook selection, and understanding disciplinary norms. Free for basic search; institutional subscription for full API access.
## Explorer Interface
### Web Search
```bash
# The primary interface is the web explorer:
# https://explorer.opensyllabus.org/
# Search by title, author, or field
# Filter by country, institution, discipline, year range
```
### API Access
```bash
# API requires institutional subscription
# Base URL: https://api.opensyllabus.org/v1/
# Search titles
curl -H "Authorization: Bearer $OS_TOKEN" \
"https://api.opensyllabus.org/v1/titles?query=republic+plato&limit=20"
# Get title details
curl -H "Authorization: Bearer $OS_TOKEN" \
"https://api.opensyllabus.org/v1/titles/12345"
# Co-assignment analysis
curl -H "Authorization: Bearer $OS_TOKEN" \
"https://api.opensyllabus.org/v1/titles/12345/co-assigned?limit=20"
# Rankings by field
curl -H "Authorization: Bearer $OS_TOKEN" \
"https://api.opensyllabus.org/v1/rankings?field=Economics&limit=50"
```
### Query Parameters
| Parameter | Description | Example |
|-----------|-------------|---------|
| `query` | Search text | `query=machine+learning` |
| `field` | Academic discipline | `field=Computer Science` |
| `country` | Country filter | `country=US` |
| `institution` | Institution filter | `institution=Harvard` |
| `year_from` | Start year | `year_from=2020` |
| `year_to` | End year | `year_to=2026` |
| `limit` | Results per page | `limit=50` |
## Key Metrics
| Metric | Description |
|--------|-------------|
| **Teaching Score** | 0-100 normalized frequency of syllabi appearances |
| **Count** | Raw number of syllabi featuring the title |
| **Rank** | Position in overall or field-specific ranking |
| **Co-assignment** | Titles frequently taught alongside this one |
## Python Usage
```python
import requests
BASE_URL = "https://api.opensyllabus.org/v1"
def search_titles(query: str, field: str = None,
country: str = None,
limit: int = 20, token: str = "") -> list:
"""Search Open Syllabus for assigned titles."""
headers = {"Authorization": f"Bearer {token}"} if token else {}
params = {"query": query, "limit": limit}
if field:
params["field"] = field
if country:
params["country"] = country
resp = requests.get(
f"{BASE_URL}/titles",
headers=headers,
params=params,
)
resp.raise_for_status()
data = resp.json()
results = []
for item in data.get("results", []):
results.append({
"title": item.get("title"),
"authors": item.get("authors"),
"teaching_score": item.get("teaching_score"),
"count": item.get("appearance_count"),
"rank": item.get("rank"),
"top_fields": item.get("top_fields", []),
})
return results
def get_co_assigned(title_id: int, limit: int = 20,
token: str = "") -> list:
"""Get titles frequently co-assigned with a given title."""
headers = {"Authorization": f"Bearer {token}"} if token else {}
resp = requests.get(
f"{BASE_URL}/titles/{title_id}/co-assigned",
headers=headers,
params={"limit": limit},
)
resp.raise_for_status()
return resp.json().get("results", [])
def get_field_rankings(field: str, limit: int = 50,
token: str = "") -> list:
"""Get most-taught titles in a field."""
headers = {"Authorization": f"Bearer {token}"} if token else {}
resp = requests.get(
f"{BASE_URL}/rankings",
headers=headers,
params={"field": field, "limit": limit},
)
resp.raise_for_status()
return resp.json().get("results", [])
# Example: find most-taught economics texts
# results = search_titles("microeconomics", field="Economics")
# for r in results:
# print(f"#{r['rank']} {r['title']} — {r['authors']}")
# print(f" Teaching Score: {r['teaching_score']} "
# f"({r['count']} syllabi)")
```
## Top Assigned Works (Examples)
| Rank | Title | Author | Field |
|------|-------|--------|-------|
| 1 | *The Elements of Style* | Strunk & White | Writing |
| 2 | *The Republic* | Plato | Philosophy |
| 3 | *A Manual for Writers* | Turabian | Writing |
| ~10 | *Thinking, Fast and Slow* | Kahneman | Psychology |
| ~50 | *Introduction to Algorithms* | CLRS | CS |
## Use Cases
1. **Curriculum design**: Find canonical texts in a discipline
2. **Textbook market research**: Identify widely adopted materials
3. **Teaching trends**: Track changes in assigned readings over time
4. **Interdisciplinary mapping**: Discover texts bridging fields
5. **Academic publishing**: Understand teaching impact vs. citation impact
## References
- [Open Syllabus](https://opensyllabus.org/)
- [Open Syllabus Explorer](https://explorer.opensyllabus.org/)
- Sinykin, D. & McLaughlin, T. (2021). "Mapping the Disciplinary Canon with Open Syllabus." *Cultural Analytics*.Trust audit
SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | PASS |
| L1 | Static analysis of the code | NA |
| L2 | Instruction surface (what it tells the agent) | PASS |
| L3 | Class-specific surface | PASS |
| L4 | Behavioural (sandbox) | SKIPPED |
What the source does
- Filesystem
- none-observed
- Network
- none-observed
- Shell
- none-observed
- Dependencies
- pinned
- Secrets in source
- none-found
Findings (0)
No findings outside the package's declared scope.
Gates applied: no_behavioural_pass.
e1ba289846fdfull audit observations/trust-audit/skill/brycewang-stanford__open-syllabus-api.json · Report an issue / request a re-scanAudit history
Every audit this skill has had.
| Date | Source | Verdict | Grade | Score | Change |
|---|---|---|---|---|---|
| 2026-10-08 | e1ba289846fd | SAFE | B | 89 | first audit |
Questions
What does the Open Syllabus Api skill do?
🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.
Is Open Syllabus Api safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can Open Syllabus Api access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
Which assistants does Open Syllabus Api work with?
Its documentation mentions openclaw. That is what the text claims, not a compatibility test we ran.
How current is this page?
The grade is for one exact copy of the source (e1ba289846fd), read on 2026-10-08. The repository is watched, and a new audit runs when it changes — this is the first audit.