Readwise Chat (RAG over Highlights)

SkillDocs & knowledge

Use 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.

Add Ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Readwise Chat (RAG over Highlights)Start free

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 IDNameUse Case
5.1Fast (default)Quick answers, simple lookups
5.1-thinkingThinkingComplex synthesis, reasoning

Chat vs Search

Featurereadwise-custom chatreadwise readwise-search-highlights
ReturnsSynthesized answer + highlightsRaw highlight matches
ModelGPT-5.1 RAGVector similarity
AuthSession cookiesAPI token
Speed~3-10s (streaming)~2s
Highlights returnedUp to 69Top-N vector matches
Multi-turnYes (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