Update Cite Count

Workflow: Updating Citation Counts for Papers

To keep the citation counts for papers in the section files up to date, follow these guidelines when using the update_citation_counts.py tool.

1. The output count is used for the inline ranked sections in section/best_practices.md: RAG Research (Ranked by cite count >=100) and Agent Research (Ranked by cite count >=100).
2. Run update_citation_counts.py directly to fetch the latest Semantic Scholar citation counts for papers already listed in those two sections. Use --dry-run first when reviewing a large update.
3. The script updates citation counts in place when counts changed. It does not add new papers, rebuild section indexes, or update generated pool files.
4. After updating, review section/best_practices.md to confirm the counts changed correctly and the ranked order is still accurate. If counts change enough to affect ordering, manually reorder the entries.

.venv\Scripts\python.exe code/update_citation_counts.py --dry-run
.venv\Scripts\python.exe code/update_citation_counts.py