Readwise Chat (RAG over Highlights)
SkillDocs & knowledgeUse when the user asks a QUESTION of their reading library rather than for a keyword lookup, 'ask readwise', 'chat about my highlights', 'what do my notes say about X', 'summarize my reading on X', 'what have I read about proxy advisors', 'compare what I've read about X vs Y', 'what's my take on X based on what I've read', 'pull together my highlights on X'. Use proactively for synthesis across many documents. NOT for finding a specific highlight by keyword, use readwise-search instead.
Use Readwise Chat (RAG over Highlights) in Claude, ChatGPT or Ahel Desktop
Free. Sign in, add Readwise Chat (RAG over Highlights) and connect your AI. About a minute.
Also: Claude Code · Cursor · Codex
Then ask your AI: use the Readwise Chat (RAG over Highlights) skill
Details
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; Ahel provides instructions and does not run this skill.
No other account needed.
Add Ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
What this skill tells your AI
The instructions your AI receives, as published by edwinhu/workflows in skills/readwise-chat/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)"
Uses GPT-5.1 to answer questions with RAG over the user's full highlight library via WebSocket streaming.
Prerequisites
Chat requires session cookies (not API token). Check if configured:
grep SESSION_COOKIES ~/.readwise/env
If missing, run:
readwise-custom auth session
This launches Chrome, navigates to readwise.io/chat, and extracts httpOnly session cookies via CDP.
Commands
One-Shot Query
Streams the response to stdout as it arrives:
readwise-custom chat "What are my highlights about fiduciary duty?"
readwise-custom chat "Summarize my notes on proxy advisors"
readwise-custom chat "Compare what I've read about SEC regulation vs FINRA"
With JSON output (includes related highlights):
readwise-custom chat "What do my highlights say about broker-dealer regulation?" --json
Interactive REPL
Multi-turn conversation with context preserved:
readwise-custom chat-interactive
readwise-custom chat-interactive --model 5.1-thinking # reasoning model
Type exit to quit.
Conversation Management
readwise-custom chat-list # List all conversations
readwise-custom chat-get <id> # Get conversation with messages
readwise-custom chat-delete <id> # Delete conversation
readwise-custom chat-rename <id> "Better Title" # Rename conversation
Model Options
| Model ID | Name | Use Case |
|---|---|---|
5.1 | Fast (default) | Quick answers, simple lookups |
5.1-thinking | Thinking | Complex synthesis, reasoning |
Chat vs Search
| Feature | readwise-custom chat | readwise readwise-search-highlights |
|---|---|---|
| Returns | Synthesized answer + highlights | Raw highlight matches |
| Model | GPT-5.1 RAG | Vector similarity |
| Auth | Session cookies | API token |
| Speed | ~3-10s (streaming) | ~2s |
| Highlights returned | Up to 69 | Top-N vector matches |
| Multi-turn | Yes (interactive) | No |
Use chat when: You want a synthesized answer, cross-document analysis, or conversational exploration.
Use search when: You want raw highlight matches, exact quotes, or structured data for further processing.
Signals
- GitHub stars
- 21
- Forks
- 4
- Last commit
- Oct 2026
Advanced
- Item type
- skill
- Key
readwise-chat- Source
- github.com/edwinhu/workflows
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