academic-research
# Academic Research
Search 250M+ academic works via OpenAlex. No API key required.
Built by [Topanga](https://topanga.ludwitt.com) — AI Research Consultant
## Quick Start
### Search papers by topic
```bash
python3 scripts/scholar-search.py search "transformer architectures" --limit 10
```
### Search by author
```bash
python3 scripts/scholar-search.py author "Yann LeCun" --limit 5
```
### Look up by DOI
```bash
python3 scripts/scholar-search.py doi "10.1038/s41586-021-03819-2"
```
### Get citation chain (papers that cite a work)
```bash
python3 scripts/scholar-search.py citations "10.1038/s41586-021-03819-2" --direction both
```
### Deep read (fetch abstract + full text when available)
```bash
python3 scripts/scholar-search.py deep "10.1038/s41586-021-03819-2"
```
### JSON output for programmatic use
```bash
python3 scripts/scholar-search.py search "CRISPR" --json
```
## Literature Review Workflow
Automated multi-step literature review:
```bash
python3 scripts/literature-review.py "algorithmic literacy in education" --papers 30 --output review.md
```
This will:
1. Search for papers across multiple query variations
2. Deduplicate and rank by relevance + citations
3. Identify thematic clusters
4. Generate a structured synthesis in markdown
Options:
- `--papers N` — Target number of papers (default: 20)
- `--output FILE` — Write review to file (default: stdout)
- `--years 2020-2025` — Restrict publication year range
- `--json` — Output structured JSON instead of markdown
## Output Format
All search commands return structured data per paper:
- **Title** and publication year
- **Authors** (up to 5)
- **Abstract** (when available)
- **Citation count**
- **DOI**
- **Open access URL** (when available)
- **Source journal/venue**
## Tips
- OpenAlex sorts by relevance by default; use `--sort citations` for most-cited
- Combine `search` + `deep` for quick triage: search first, deep-read promising hits
- The literature review script caches results in `/tmp/litreview_cache/` to avoid re-fetching
- For full-text PDFs, pipe DOIs to your PDF extraction tool
标签
skill
ai