social-media-paper-triage
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pinned to #68098d5updated 2 months ago
Ask your AI client: “install skills/social-media-paper-triage”.
Requires the metahub MCP server installed in your client. Set up MCP.
mh install skills/social-media-paper-triagemetahub onboarded this repo on the author's behalf.
If you own github.com/jxtse/scientific-research-skills on GitHub, claim the listing to take over publishing. Your claim preserves the existing eval history and badges; only the curator label is replaced with verified-publisher on your next publish.
Stars
54
Last commit
2 months ago
Latest release
published
- #academic-research
- #agent-skill
- #claude-skill
- #literature-review
- #zotero
About this skill
Pulled from SKILL.md at publish time.
Turn social media paper recommendations into actionable research items.
Automated checks the publisher passed at publish time — structure, docs, safety, and whether the artifact behaves as claimed.68098d5· 2 months ago
Behavioral checks ran but aren't published for this artifact; the static checks above ran at publish time.
Documentation
4 passed1 warningDescription qualitywarn
21 words · 101 chars — manifest description is empty; graded the GitHub repo description instead
A skill's manifest description doubles as its trigger — add one to SKILL.md (15+ words, e.g. “use this skill when …”).
README is present and substantial
13,987 chars · 7 sections · 5 code blocks
Tags / topics declared
5 total — academic-research, agent-skill, claude-skill, literature-review, zotero
README has usage / example sections
found: Quick Start · Installation · Example
Homepage / docs URL declared
no homepage declared (registry will use the repo URL) — info-only, not blocking
Release history
1- releasecurrent68098d5warn2 months ago
Contents
Turn social media paper recommendations into actionable research items.
When to Use
- User forwards a 小红书 post about a paper
- User shares a WeChat公众号 article discussing papers
- User shares a Twitter/X thread about a paper or method
- User asks "find the original paper from this link"
- User shares any blog post / newsletter that references academic papers
Workflow
Step 1: Extract Content from Platform
Use platform-specific tools to fetch the full content:
| Platform | Tool | Command |
|---|---|---|
| 小红书 | Agent Reach (XiaoHongShu) | mcporter call 'xhs.get_note(note_url: "URL")' |
| WeChat公众号 | Agent Reach (WeChat) | python3 ~/.agent-reach/.venv/bin/wechat_article.py "URL" |
| Twitter/X | xreach | xreach tweet URL --json or xreach thread URL --json |
| Agent Reach | mcporter call 'reddit.read_post(url: "URL")' | |
| Bilibili | Agent Reach | mcporter call 'bilibili.get_video_info(url: "URL")' |
| Any URL | Jina Reader | curl -s "https://r.jina.ai/URL" |
Step 2: Identify Papers
From the extracted content, identify all referenced papers:
- Look for: paper titles, arXiv IDs, DOIs, author names + year citations
- Distinguish between: the main paper being discussed vs. papers cited in passing
- Note: social media posts often use informal titles or translated titles
Step 3: Find Original Sources
For each identified paper, find the authoritative source:
- arXiv search: Check if it's on arXiv (most ML/AI papers are)
- Semantic Scholar: Search by title for metadata + citation count
- Google Scholar (via web search): Fallback for non-arXiv papers
Priority: arXiv PDF > conference proceedings > journal version
Step 4: Summarize for Decision
Present a concise summary to the user:
📄 Paper: [Title]
👥 Authors: [First author] et al., [Year]
🏛 Venue: [Conference/Journal]
📊 Citations: [N]
🔗 Original: [arXiv/DOI link]
📱 Source: [social media link]
TL;DR: [2-3 sentence summary of what the paper does and why it matters]
Relevance to your work: [brief assessment based on user's research context]
Step 5: User Decision → Action
Based on user's response:
- "Add to reading queue" → Add to Zotero
30_Reading Queuewith appropriate tag - "Not relevant" → Done, no action
- "Read it now" → Switch to paper-reading skill
- "Save for later" → Add to Zotero with lower priority tag
Key Principles
- Always find the original paper — don't just summarize the social media post
- Don't auto-add to Zotero — summarize first, let user decide
- Preserve the social media link — add as a note/attachment in Zotero for provenance
- Assess relevance — use knowledge of user's active projects to judge fit
- Batch processing — if the post mentions multiple papers, triage all of them at once
Common Gotchas
- WeChat articles often translate paper titles to Chinese — search by original English title
- 小红书 posts may summarize methods inaccurately — always verify against the original
- Twitter threads may reference preprints that have been updated/published since
- Some posts discuss methods without naming specific papers — ask user for clarification
Reviews
No reviews yet. Be the first.
Related
Verification Before Completion
Evidence before assertions, always
Writing Plans
Turn specs into phased implementation plans
Test-Driven Development
Red → green → refactor discipline for any feature or bugfix
mh install skills/social-media-paper-triage