Chat with Readwise highlights using GPT-5.1 RAG. Use when the user wants to ask questions about their reading library, get summaries across documents, or have a conversation about their highlights. Triggers on "ask readwise", "chat about my highlights", "what do my notes say about", "summarize my reading on".
Scanned 9/2/2026
Install to Claude Code
npx -y skills add majiayu000/claude-skill-registry --skill readwise-chat --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: readwise-chat
description: Chat with Readwise highlights using GPT-5.1 RAG. Use when the user wants to ask questions about their reading library, get summaries across documents, or have a conversation about their highlights. Triggers on "ask readwise", "chat about my highlights", "what do my notes say about", "summarize my reading on".
context: fork
agent: librarian
user-invocable: false
---
# Readwise Chat (RAG over Highlights)
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:
```bash
grep SESSION_COOKIES ~/.readwise/env
```
If missing, run:
```bash
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:
```bash
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):
```bash
readwise-custom chat "What do my highlights say about broker-dealer regulation?" --json
```
### Interactive REPL
Multi-turn conversation with context preserved:
```bash
readwise-custom chat-interactive
readwise-custom chat-interactive --model 5.1-thinking # reasoning model
```
Type `exit` to quit.
### Conversation Management
```bash
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.

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