| name | Intelligence Ingestion |
| description | Auto-analyze URLs/info for OpenClaw strategic value, classify, create Obsidian notes, update memory. Use when user shares a URL, article, tweet, or any external info source. |
Intelligence Ingestion Skill
When the user shares a URL, article, tweet, thread, or any piece of external information, execute this pipeline automatically. Do NOT ask for permission — just process it.
Trigger Conditions
USE this skill when:
- User sends a URL (x.com, github.com, any domain)
- User pastes article text or tweet content
- User says "analyze this", "evaluate this", "what do you think about this"
- User forwards content from Telegram or any messaging surface
- User shares something and asks about strategic value
DO NOT USE when:
- User is asking a general question unrelated to external content
- User is asking about internal workspace files
- User explicitly says they don't want analysis
Pipeline Steps
Step 1: READ — Extract Content
- If a URL is provided, read the full content (use
read_url_content or browser)
- If text is pasted, use it directly
- If X/Twitter link fails to parse (common), search web for the tweet content
Step 2: CLASSIFY — What Is This?
Assign one primary category and up to 2 secondary tags:
| Category | Description | Examples |
|---|
infra | Infrastructure / protocols / networking | Pilot Protocol, MCP, networking stacks |
strategy | Routing / cost / architecture decisions | Model routing, multi-account, fallback chains |
skill | Agent skills / tools / capabilities | OpenAI Skills, Skill design patterns |
theory | Conceptual frameworks / mental models | Bayes, decision theory, learning loops |
tutorial | How-to guides / learning material | Claude Code, OpenClaw tutorials |
product | Tools / apps / services | LM Studio, new AI models, apps |
community | OpenClaw ecosystem / discussions | Community posts, feature requests |
threat | Risks / security / deprecation | API changes, breaking updates, security alerts |
Step 3: ANALYZE — Strategic Value Assessment
For each piece of information, evaluate:
## Strategic Assessment
- **What is it?** [One sentence]
- **What can it do for us?** [Specific capability/benefit]
- **What can we build with it?** [Concrete output/project]
- **Strategic value:** [🔴 Critical / 🟡 High / 🟢 Medium / ⚪ Low]
- **Competitive edge:** [What advantage over people who don't have this?]
- **Relation to active bottleneck:** [Does it relate to context overflow/token saving?]
Reference the current engineering bottleneck from MEMORY.md → "Active Engineering Bottleneck" section.
Step 4: MAP — Relate to Existing Architecture
Check against the OpenClaw stack:
SOUL.md → PRINCIPLES.md → AGENTS.md (Identity Stack)
MEMORY.md (System State + Bottleneck)
TOOLS.md (Coprocessors: Codex, Antigravity, LM Studio)
Pilot Protocol (Context Separation Layer - P0)
Determine which layer this information impacts and note dependencies/synergies with existing components.
Step 5: STORE — Write Obsidian Note
Create a note at:
/Volumes/T7 Shield/Obsidian_Vault/20_Intelligence/YYYYMMDD_AuthorOrSource_ShortTitle.md
Follow this template exactly:
# [Title]
**Source:** [Link](URL)
**Date:** YYYY-MM-DD
**Category:** [Primary Category] / [Secondary Tags]
**Strategic Value:** [🔴/🟡/🟢/⚪] + one-line reason
**Relation to Active Bottleneck:** [Yes/No + how]
---
## Summary
[2-3 paragraphs of core content]
## Key Takeaways
[Numbered list of actionable insights]
## Impact on OpenClaw Architecture
[How this relates to our stack]
## Action Items
[What to do next, if anything]
---
**Keke's Note:** [Opinionated analysis in Keke's voice — direct, no-BS, relate to 阳哥's goals]
Step 6: REMEMBER — Update Memory
- Always append to today's daily log:
~/.openclaw/workspace/memory/YYYY-MM-DD.md
- If strategic value is 🔴 Critical: Also update
MEMORY.md (Pending Work or Active Bottleneck)
- If it suggests a new principle: Flag for potential
PRINCIPLES.md update
- If it's a new tool/service: Flag for potential
TOOLS.md update
Step 7: RESPOND — Summarize to User
Reply with a concise summary:
📥 已摄取: [Title]
📂 类别: [Category]
🎯 战略价值: [🔴/🟡/🟢/⚪] [One-line reason]
💾 已存档: Obsidian → 20_Intelligence/[filename]
📝 已记录: memory/YYYY-MM-DD.md
🔗 关联: [Which existing component it relates to]
⚡ 建议行动: [Next step, if any]
Edge Cases
- Multiple URLs in one message: Process each separately, create separate Obsidian notes
- Duplicate/similar content: Check if similar note exists, merge or reference instead of duplicating
- Non-English content: Analyze in original language, write notes in Chinese (matching existing vault style)
- Paywalled/inaccessible content: Note as "content unavailable" and work with whatever user provided
- User provides their own analysis: Incorporate their judgment, don't overwrite — they know their system best
Quality Checklist
Before completing, verify:
