Readwise

SkillSearch

ALWAYS use for ANY query against the user''s own reading library, "search Readwise", "find highlights", "what did I highlight about X", "get quotes from my reading", "search my annotations", "find that thing I saved about Y", "pull the full text of that article", "what do my notes say on this", "add my highlights to a notebook", "add tagged documents to notebook". Use even when the user never says "Readwise" but is asking about something they read or saved. NOT for web or academic search, this searches only their curated library.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Readwise skill

What this skill tells your AI

The instructions your AI receives, as published by edwinhu/workflows in skills/readwise/SKILL.md and read by ahel’s review.

What this skill carries — grep references/ for any subject the names below miss: !d=${CLAUDE_SKILL_DIR}; command -v skill-toc >/dev/null 2>&1 && exec skill-toc "$d"; s=$HOME/.claude/skills/plugin-utils/bin/skill-toc; [ -x "$s" ] && exec "$s" "$d"; echo "(skill-toc unavailable: references and scripts are NOT listed here — install the plugin-utils plugin, or start a new session so its bin/ reaches PATH)"

EVERY READWISE OPERATION MUST GO THROUGH LIBRARIAN. This is not negotiable.

Main chat MUST NOT:

  • Run readwise CLI commands directly
  • Run readwise-custom CLI commands directly
  • "Just quickly check" highlights

If you're about to do anything Readwise in main chat, STOP. Spawn a librarian sub-agent instead.

Permission Model

ContextReadwise CLIreadwise-custom CLI
Main chatFORBIDDENFORBIDDEN
Librarian sub-agentALLOWEDALLOWED

Red Flag Detection

STOP if you catch yourself thinking:
- "Let me quickly search Readwise..."
- "I'll just run readwise reader-search-documents..."
- "I'll just run readwise-custom search..."

These thoughts in MAIN CHAT = VIOLATION. Delegate instead.

Correct Pattern

User: "Search my Readwise for proxy advisor articles"

MAIN CHAT RESPONSE:
Task(subagent_type="librarian", prompt="Search Readwise for proxy advisor articles and summarize findings", run_in_background=false)
# Blocking: the answer to the user IS the agent's result, so dispatch synchronously.

NEVER IN MAIN CHAT:
readwise readwise-search-highlights --vector-search-term "proxy advisors"
readwise-custom search "proxy advisors"

Two CLIs

CLIBinaryUse for
Official (@readwise/cli)readwiseSearch, list, get, save, move, tags, highlights CRUD, export, daily review
Custom (~/projects/readwise-cli/)readwise-customChat/RAG, ghostreader, file upload (PDF/EPUB), prune, keyword highlight search

Tag-Based Workflow

Trigger Phrases

  • "we added items tagged X"
  • "I thought we added X to NLM"
  • "items tagged [tag]"
  • "documents with tag [tag]"

Required Workflow

User mentions tagged items or NLM content
              │
              ▼
    ┌──────────────────────────────────┐
    │ 1. CHECK NLM FIRST              │ ← MANDATORY
    │    nlm list                     │
    │    nlm chat <id>                │
    └──────────────────────────────────┘
              │
       Not in NLM?
              ▼
    ┌──────────────────────────────────┐
    │ 2. USE readwise for tagged items │
    │    readwise reader-list-documents│
    │    --tag "X"                     │
    │    NOT search!                   │
    └──────────────────────────────────┘

Quick Reference

Official CLI (readwise)

NeedCommand
Semantic search highlightsreadwise readwise-search-highlights --vector-search-term "query"
Search documents (hybrid)readwise reader-search-documents --query "query"
Documents by tagreadwise reader-list-documents --tag "X"
Full document (markdown)readwise reader-get-document-details --document-id <id>
List all tagsreadwise reader-list-tags
Save URLreadwise reader-create-document --url <url>
Move documentsreadwise reader-move-documents --document-ids <id> --location archive
Bulk edit metadatareadwise reader-bulk-edit-document-metadata --documents '[...]'
Export libraryreadwise reader-export-documents
Daily reviewreadwise readwise-get-daily-review

Add --json to any command for machine-readable output.

Custom CLI (readwise-custom)

NeedCommand
RAG chat over highlightsreadwise-custom chat "question"
Keyword search highlightsreadwise-custom highlights --search "term"
Prune stale docsreadwise-custom prune
Upload PDF/EPUBreadwise-custom upload <file>
Ghostreaderreadwise-custom ghostread summarize <id>
Full document (HTML)readwise-custom get <id> --html

Sub-skills with detailed reference:

SkillPurpose
readwise-searchVector + fulltext highlight search
readwise-docsDocument CRUD (list, get, save, move, bulk edit, export)
readwise-chatGPT-5.1 RAG chat over highlights (fallback — prefer search + Claude synthesis)
readwise-pruneTwo-pass stale document cleanup

Batch Add to NLM (by tag)

uv run python3 "${CLAUDE_SKILL_DIR}"/scripts/readwise_to_nlm.py \
  --tag "proxy advisors" --tag "disclosure" \
  --notebook <notebook-id>

Add --dry-run to preview. Add --verbose for detailed output.

Anti-Pattern: Never Fetch from Source URL

WRONG: Search Readwise, find document, fetch from original URL (fails for paywalled content).

RIGHT: Search Readwise, get full text FROM READWISE using readwise reader-get-document-details --document-id <id>.

If a document is in Readwise, the full text is already there. Never go back to the source URL.

Additional Resources

Reference Files

  • references/reader-api.md - Reader API reference (endpoints, pagination, updatedAfter semantics, document fields) for cases the CLI doesn't cover

Scripts

  • scripts/readwise_to_nlm.py - Export Readwise documents into a NotebookLM notebook
  • scripts/readwise_prune.py - Direct-API pruning implementation. The sanctioned path is readwise-custom prune (see /readwise-prune), which exposes the same flags; keep this only for API-level work the CLI doesn't expose.

Signals

GitHub stars
21
Forks
4
Last commit
Sep 2026

ahel review

  • K6low
    bundled executables the agent is told to run
  • K1binfo
    installs-packages (in scripts/readwise_prune.py)
  • K1binfo
    installs-packages (in scripts/readwise_to_nlm.py)

Automated review, not a security audit. Ruleset v1+k2.

Advanced
Catalog kind
skill
Gateway key
readwise
Source
github.com/edwinhu/workflows