From thinking-frameworks-skills
WebFetches and summarizes posts or arXiv abstracts into one-line "teaches X" summaries with signal type classification (mechanism, empirical, tool, opinion, announcement, benchmark).
How this skill is triggered — by the user, by Claude, or both
Slash command
/thinking-frameworks-skills:summarize-signalThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
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Per candidate item:
- [ ] Step 1: WebFetch the URL; ask: "Extract the core argument in 300 words. What mechanism does this teach? Is there a diagram/analogy? Is this a capability announcement?"
- [ ] Step 2: Classify signal_type: mechanism | empirical | tool | opinion | announcement | benchmark
- [ ] Step 3: Classify intuition_density: high (diagram + analogy + worked example) | medium | low (prose-only announcement)
- [ ] Step 4: Compose one-line summary framed as "teaches that X" or "shows that Y"
- [ ] Step 5: Voice-check the summary against voice-profile don'ts
Appends to candidate record:
{
"summary": "Teaches that X",
"signal_type": "mechanism",
"intuition_density": "high",
"teaches_mechanism": true,
"full_text_excerpt_300w": "..."
}
summary: "FETCH_FAILED" and let ranker drop.teaches_mechanism: false — downstream ranker drops it.npx claudepluginhub lyndonkl/claude --plugin thinking-frameworks-skillsGenerates concise summaries of research papers' core ideas and key points from PDF paths, arXiv URLs, or paper URLs. Auto-triggers on those inputs for quick understanding without deep analysis.
Routes summarization requests for files, URLs, images, and multi-source content to type-specific strategies, enforcing anti-hallucination and fidelity rules.
Performs deep critical analysis of a specific paper, dissecting experimental setup, extracting numbers, and evaluating claims against a hypothesis. Useful for arXiv IDs, URLs, or paper titles.