OpenClaw + bibigpt-skill Complete Guide: Collection Summary, Flashcards & Advanced Workflows for Bilibili/YouTube AI Summarization

Dear BibiGPT users,

OpenClaw has taken the world by storm — 180K+ GitHub Stars, 10 days to go viral, and "raising your crayfish" has become the new geek culture meme. OpenClaw gives AI agents real-world hands: sending emails, managing calendars, operating files. But for Chinese-speaking users, there's a critical gap: its native summarize command simply can't process Bilibili, Xiaohongshu, or Douyin videos.

BibiGPT v4.263.2's bibigpt-skill Agent Skill fills that gap — and goes far beyond it. This guide covers everything: from basic installation to advanced workflows, from structured output to collection summaries, flashcards, and Anki integration.

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Part 1: Installing bibigpt-skill — The Agent-Native Way

Method 1: Let AI Install It

Tell your OpenClaw or Claude Code directly:

@OpenClaw Please read and install https://github.com/JimmyLv/bibigpt-skill

Claude Code reads the README and executes all setup steps automatically. No manual intervention required.

Method 2: CLI Installation

npx skills add JimmyLv/bibigpt-skill

Then in OpenClaw / Claude Code:

@OpenClaw Use the bibi skill to summarize https://www.bilibili.com/video/BV1Sk4y1x7r2

BibiGPT Agent Skill - bibi CLI demo

Supported platforms: Bilibili ✅ · Xiaohongshu ✅ · Douyin ✅ · YouTube ✅ · Podcasts ✅ · Local media files ✅

Full installation guide and API configuration: aitodo.co/user/integration

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Part 2: Structured Output — Make Agent Workflows Programmable

Regular summary tools give you a wall of text. bibigpt-skill gives you programmable structured data that integrates natively into OpenClaw's task pipelines:

Real workflow example:

You: Batch-process this 50-episode Python course, output --json for each, save to Notion
OpenClaw: [calls bibi --json in parallel for each episode]
          [parses JSON, formats and saves to Notion API]

For developer users, --json turns bibigpt-skill into a native data source for agent workflows — not just human-readable summaries.

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Part 3: Collection Summary × OpenClaw — Master an Entire Course in Hours

This is the most powerful combination of bibigpt-skill and BibiGPT's advanced features: Collection Summary.

Once you've added a creator's series (e.g., 30-episode Java course) to a BibiGPT collection, click "Summarize Now" and the system:

1. Analyzes all videos in the collection (not individual episodes)
2. Generates a structured knowledge system overview for the entire series
3. Outputs an interactive mind map (expandable/collapsible nodes)
4. Every reference point links back to the original video timestamp

Collection Summary entry point

Full OpenClaw × Collection Summary workflow:

Step 1: Targeted collection
You: Add the first 30 episodes of this Java tutorial to my "Java Learning" collection
OpenClaw: [calls bibi for each episode sequentially]
          ✅ Episodes 1-30 complete

Step 2: Generate holistic knowledge system
You: Generate a summary for the "Java Learning" collection
BibiGPT: Analyzing 30 episodes...
         ✅ Structured knowledge map generated
         ✅ Mind map with 23 core themes
         ✅ High-frequency concept extraction
         ✅ Every point links to source video

Collection summary mind map

What used to require 25+ hours of course preview now takes: 2 hours reading the structured summary + focused review of key episodes.

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Part 4: Flashcard + Anki Integration — Auto-Generate Memory Cards

BibiGPT's Flashcard feature automatically generates question-answer cards from video content and exports them as CSV for direct import into Anki.

Combined with OpenClaw, you get a fully automated "watch video → generate flashcards → import to Anki" pipeline:

You: Summarize this English listening video and generate Anki flashcards
OpenClaw: [calls bibi to summarize video]
          [triggers BibiGPT flashcard generation]
          [exports CSV]
          ✅ Generated 18 memory cards, ready to import to Anki

BibiGPT Flashcard interface

For language learners and exam prep, this workflow is a multiplier on AI learning efficiency. For more active recall techniques with BibiGPT, see: Active Recall AI Video Learning Method: Reshape Your Study Efficiency with BibiGPT.

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Part 5: Three Advanced OpenClaw Workflow Paths

Path 1: Developer Daily — On-Demand Summaries

The lightest use case. In any Claude Code or OpenClaw conversation:

Summarize this Bilibili tech video: https://www.bilibili.com/video/BV1xxx

Structured summary in 30 seconds. Your coding flow stays uninterrupted.

Path 2: Spawn Mode — Parallel Batch Research

OpenClaw supports spawning parallel subprocesses:

You: Process these 10 videos in parallel, each with --json output
OpenClaw: [spawns 10 subprocesses, calls bibi concurrently]
          [waits for all to complete, merges results]
          [generates comprehensive research report]

10 videos, 10 parallel processes: from "10 × 30 seconds" to "~30 seconds."

Path 3: Heartbeat Tasks — Fully Automated Information Digest

Set up a timed heartbeat for hands-free content digestion:

Every morning at 7:30, auto-summarize new videos added to my "AI Frontier"
collection in the last 24 hours. Format: 3 key points + priority recommendation.
Send to my Slack/Telegram.

Completely autonomous information pipeline. Every morning you get AI-processed insights — not an unread video list.

For deep-dive on the Bilibili-specific workflows, see: OpenClaw Can't Summarize Bilibili? bibigpt-skill Collection Summary Fixes That.

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Part 6: Four Feature Upgrades at a Glance

Windows winget Installation

winget install BibiGPT

macOS users: Homebrew still available:

brew install --cask jimmylv/bibigpt/bibigpt

winget installation success

Siyuan Notes Integration Overhaul

AI-generated video summaries, outlines, and subtitles now sync directly to your Siyuan Notes library. Configure at: aitodo.co/user/accounts?tab=siyuan

Mobile Image Creation

Generate AI images from video content directly on mobile in the "Create" tab. Multiple AI models (Seedream, Nano Banana), multi-image batch generation, instant save to album or share.

Mobile AI image generation

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Part 7: Full Capability Comparison

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bibigpt-skill resources:

• GitHub: https://github.com/JimmyLv/bibigpt-skill
• ClawHub: https://clawhub.ai/JimmyLv/bibigpt-skill

ClawHub skill page

Always shipping. Thank you for being with us 🙏

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Visit BibiGPT today and start your AI-powered video workflow:

• 🌐 Website: https://aitodo.co
• 📱 Mobile: https://aitodo.co/app
• 💻 Desktop: https://aitodo.co/download/desktop
• ✨ All features: https://aitodo.co/features

BibiGPT Team