skills/readwise-search/SKILL.md
Search Readwise highlights. Use when the user wants to find highlights, quotes, notes, or annotations from their reading library. Triggers on "search highlights", "find in readwise", "what did I highlight about", "my notes on".
npx skillsauth add edwinhu/workflows readwise-searchInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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1. Do you know the EXACT document or author?
YES -> Use fulltext filters (--full-text-queries)
NO -> Use vector search (semantic query)
2. Need document-level results (not highlights)?
YES -> Use `readwise reader-search-documents --query "term"`
or `readwise reader-list-documents` with --tag or --category filters
NO -> Use `readwise readwise-search-highlights`
3. Need keyword-exact match in highlight text?
YES -> Use `readwise-custom highlights --search "term"` (v2 API)
NO -> Use vector search
# Semantic search
readwise readwise-search-highlights --vector-search-term "fiduciary duty broker-dealer"
# With fulltext filters
readwise readwise-search-highlights --vector-search-term "regulation" \
--full-text-queries '[{"field_name": "document_author", "search_term": "Jackson"}]'
# JSON output for piping
readwise readwise-search-highlights --vector-search-term "query" --json
Fulltext filter fields (via --full-text-queries JSON array):
| field_name | Searches |
|------------|----------|
| document_author | Document author name |
| document_title | Document title |
| highlight_note | Highlight notes/annotations |
| highlight_plaintext | Highlight text content |
| highlight_tags | Tags on highlights |
# Hybrid search across document content
readwise reader-search-documents --query "proxy advisors"
# With filters
readwise reader-search-documents --query "regulation" --author-search "Jackson" --category-in article
readwise reader-search-documents --query "proxy" --tags-in "corps" --location-in later,archive
# By tag (no search, just filter)
readwise reader-list-documents --tag "proxy advisors" --json
# By category and location
readwise reader-list-documents --category article --location archive
# Recent updates
readwise reader-list-documents --updated-after 2026-01-01T00:00:00Z --limit 20
# Exact text search across highlights (v2 API)
readwise-custom highlights --search "fiduciary" --limit 20 --json
| Need | Command | CLI |
|------|---------|-----|
| Semantic/conceptual highlight search | readwise readwise-search-highlights --vector-search-term "query" | Official |
| Hybrid document content search | readwise reader-search-documents --query "term" | Official |
| Keyword-exact match in highlights | readwise-custom highlights --search "term" | Custom |
| Documents by tag | readwise reader-list-documents --tag "X" | Official |
| Specific document | readwise reader-get-document-details --document-id <id> | Official |
Use --json for structured output. JSON search results include a score field (higher = more relevant, >0.01 typically meaningful).
tools
Use when "query Dewey Data", "deweydata.io", "SafeGraph places/patterns/spend", "Advan foot traffic", "POI / points of interest", "mobility data", "dataplor", "Veraset", "PassBy", "crypto/Bitcoin ATM locations", or any pull from the Dewey Data academic marketplace (UVA/NYU Platform Subscription) via the deweypy/deweydatapy client, DuckDB, or the Dewey MCP server.
development
Use when submitting jobs to UVA HPC (Rivanna/Afton), writing Slurm scripts (sbatch/srun/squeue), converting SGE to Slurm, running compute on any Slurm-managed cluster, or building WRDS data pipelines with polars on HPC. Triggers: 'submit to HPC', 'sbatch', 'squeue', 'slurm job', 'run on Rivanna', 'run on Afton', 'HPC array job', 'convert SGE to Slurm', 'polars on HPC', 'WRDS from HPC'.
testing
Internal skill for literature review and source materialization. Called after brainstorm, before setup. NOT user-facing.
development
This skill should be used when the user asks to "add paper", "paperpile add", "fetch PDF for", "find and add", "search paperpile", "find in paperpile", "paperpile search", "label paper", "trash paper", "download paper", "paperpile index", "edit paper metadata", "update paper title", "fix paper author", "paperpile edit", "find PDF online", "search google for PDF", "resolve PDF", "fetch PDF for citation", "get full-text for DOI", "resolve cite to PDF", or any request to manage their Paperpile library or resolve a citation to a local PDF.