Agent skill

readwise-chat

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".

Stars 6
Forks 1

Install this agent skill to your Project

npx add-skill https://github.com/edwinhu/workflows/tree/main/skills/readwise-chat

SKILL.md

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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