Atlas / Skills / brycewang-stanford / Open Access Guide

Open Access GuideSAFE

skills/brycewang-stanford/open-access-guide

🔬 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.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
—
Hosts
1 documented
License
NOASSERTION
Stars
4,537
01

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.

Read from source at commit e1ba289846fdOBSERVED · 2026-10-08
02

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
openclawmentioned
03

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-access-guide
description: "Navigate open access policies, repositories, and legal full-text retrieval me..."
metadata:
  openclaw:
    emoji: "🔓"
    category: "literature"
    subcategory: "fulltext"
    keywords: ["open access", "full-text retrieval", "journal copyright policy", "self-archiving", "open access rights"]
    source: "wentor"
---

# Open Access Guide

A skill for understanding open access publishing models, locating free full-text articles legally, and navigating self-archiving policies. Essential for researchers at institutions with limited journal subscriptions.

## Open Access Models

### Types of Open Access

| Type | Description | Cost to Author | Reader Access |
|------|------------|----------------|---------------|
| Gold OA | Published OA by journal (APC paid) | $1,000-$11,000 | Immediate, permanent |
| Green OA | Self-archived preprint/postprint | Free | After embargo (0-24 months) |
| Diamond/Platinum OA | Journal charges no APC | Free | Immediate, permanent |
| Bronze OA | Free to read on publisher site | Free | No reuse license, may be temporary |
| Hybrid OA | OA article in subscription journal | $2,000-$5,000 | Immediate for that article |

### Checking OA Status

```python
import requests

def check_oa_status(doi: str) -> dict:
    """
    Check open access availability using the Unpaywall API.

    Args:
        doi: DOI of the paper (e.g., '10.1038/s41586-021-03819-2')
    Returns:
        OA status and best available link
    """
    email = "[email protected]"  # Required by Unpaywall API
    url = f"https://api.unpaywall.org/v2/{doi}?email={email}"

    response = requests.get(url)
    if response.status_code != 200:
        return {'error': f'API returned status {response.status_code}'}

    data = response.json()

    # Find best OA location
    best_location = data.get('best_oa_location', {})

    return {
        'doi': doi,
        'title': data.get('title', ''),
        'is_oa': data.get('is_oa', False),
        'oa_status': data.get('oa_status', 'closed'),
        'journal_is_oa': data.get('journal_is_oa', False),
        'best_oa_url': best_location.get('url', None) if best_location else None,
        'version': best_location.get('version', None) if best_location else None,
        'license': best_location.get('license', None) if best_location else None,
        'all_locations': len(data.get('oa_locations', []))
    }

# Example
result = check_oa_status('10.1038/s41586-021-03819-2')
if result['is_oa']:
    print(f"OA available: {result['best_oa_url']}")
else:
    print("Not openly available -- check Green OA options below")
```

## Legal Full-Text Sources

### Repositories and Aggregators

| Source | Type | Coverage | URL |
|--------|------|----------|-----|
| PubMed Central (PMC) | Repository | Biomedical + life sciences | ncbi.nlm.nih.gov/pmc |
| arXiv | Preprint server | Physics, CS, Math, Stats | arxiv.org |
| bioRxiv/medRxiv | Preprint server | Biology, medicine | biorxiv.org / medrxiv.org |
| SSRN | Preprint server | Social sciences, law, economics | ssrn.com |
| Zenodo | Repository | All disciplines | zenodo.org |
| CORE | Aggregator | 300M+ papers from repositories | core.ac.uk |
| OpenAlex | Search + OA links | Cross-disciplinary | openalex.org |
| BASE (Bielefeld) | Aggregator | 400M+ documents | base-search.net |

### Batch OA Lookup

```python
def batch_oa_lookup(dois: list[str]) -> list[dict]:
    """
    Check OA status for a batch of DOIs.
    Unpaywall supports up to 100,000 DOIs per day.
    """
    results = []
    for doi in dois:
        status = check_oa_status(doi)
        results.append(status)

    # Summary statistics
    total = len(results)
    oa_count = sum(1 for r in results if r.get('is_oa', False))
    print(f"OA availability: {oa_count}/{total} ({oa_count/total*100:.1f}%)")

    # Group by OA status
    by_status = {}
    for r in results:
        status = r.get('oa_status', 'unknown')
        by_status.setdefault(status, []).append(r)

    for status, papers in by_status.items():
        print(f"  {status}: {len(papers)} papers")

    return results
```

## Self-Archiving and Green OA

### Checking Publisher Policies

Use SHERPA/RoMEO to determine what you can self-archive:

```python
def check_sherpa_romeo(issn: str, api_key: str) -> dict:
    """
    Check journal self-archiving policy via SHERPA/RoMEO.

    Args:
        issn: Journal ISSN
        api_key: SHERPA/RoMEO API key
    """
    url = f"https://v2.sherpa.ac.uk/cgi/retrieve/by_id?item-type=publication&format=Json&api-key={api_key}&filter=[[%22issn%22,%22equals%22,%22{issn}%22]]"

    response = requests.get(url)
    data = response.json()

    if not data.get('items'):
        return {'error': 'Journal not found'}

    journal = data['items'][0]
    policies = journal.get('publisher_policy', [])

    results = {
        'journal': journal.get('title', [{}])[0].get('title', ''),
        'publisher': journal.get('publishers', [{}])[0].get('publisher', {}).get('name', ''),
        'policies': []
    }

    for policy in policies:
        for permitted in policy.get('permitted_oa', []):
            results['policies'].append({
                'version': permitted.get('article_version', ''),
                'location': permitted.get('location', {}).get('location', []),
                'conditions': permitted.get('conditions', []),
                'embargo': permitted.get('embargo', {}).get('amount', 0),
                'license': permitted.get('license', [])
            })

    return results
```

### Version Terminology

- **Preprint** (submitted manuscript): Author's version before peer review
- **Postprint** (accepted manuscript): Author's version after peer review, before typesetting
- **Published version** (Version of Record): Final published PDF with journal formatting

Most funders (NIH, UKRI, ERC) require deposit of at least the postprint in a repository. Always check your specific funder mandate and journal policy before se
04

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.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (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.

Audited 2026-10-08 · audit v0.4.1 · source sha e1ba289846fdfull audit observations/trust-audit/skill/brycewang-stanford__open-access-guide.json · Report an issue / request a re-scan
05

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-08e1ba289846fdSAFEB89first audit
06

Questions

What does the Open Access Guide 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 Access Guide 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 Access Guide access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

Which assistants does Open Access Guide 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.

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