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Scholar Research

Search, analyze, and summarize peer-reviewed academic papers from open access sources. Provides credibility scoring, visualization, timeline generation, and...

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High Signal

Search, analyze, and summarize peer-reviewed academic papers from open access sources. Provides credibility scoring, visualization, timeline generation, and...

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Install for OpenClaw

Quick setup
  1. Download the package from Yavira.
  2. Extract the archive and review SKILL.md first.
  3. Import or place the package into your OpenClaw setup.

Requirements

Target platform
OpenClaw
Install method
Manual import
Extraction
Extract archive
Prerequisites
OpenClaw
Primary doc
SKILL.md

Package facts

Download mode
Yavira redirect
Package format
ZIP package
Source platform
Tencent SkillHub
What's included
README.md, SKILL.md, _meta.json, config.json, pyproject.toml, references/apis.md

Validation

  • Use the Yavira download entry.
  • Review SKILL.md after the package is downloaded.
  • Confirm the extracted package contains the expected setup assets.

Install with your agent

Agent handoff

Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.

  1. Download the package from Yavira.
  2. Extract it into a folder your agent can access.
  3. Paste one of the prompts below and point your agent at the extracted folder.
New install

I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Then review README.md for any prerequisites, environment setup, or post-install checks. Tell me what you changed and call out any manual steps you could not complete.

Upgrade existing

I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Then review README.md for any prerequisites, environment setup, or post-install checks. Summarize what changed and any follow-up checks I should run.

Trust & source

Release facts

Source
Tencent SkillHub
Verification
Indexed source record
Version
1.0.0

Documentation

ClawHub primary doc Primary doc: SKILL.md 14 sections Open source page

Scholar Research Skill

Search and analyze academic papers from open access sources with credibility scoring and detailed summaries.

When to Use

User wants to find papers on a specific topic User needs credibility assessment of papers User wants summarized research with methodology User wants to track field evolution over time User needs figures/tables extracted from top papers

Data Sources (Free/Open Access)

The skill searches across these sources: arXiv - Pre-prints (Physics, Math, CS, q-bio, q-fin) PubMed/PMC - Biomedical & Life sciences DOAJ - Peer-reviewed OA journals (all disciplines) OpenAlex - 250M+ papers metadata CORE - Largest OA full-text aggregator Semantic Scholar - Limited free tier Unpaywall - Finds free versions of paywalled papers CrossRef - All DOI metadata bioRxiv - Biology pre-prints medRxiv - Medicine pre-prints Zenodo - EU research data/papers HAL - French OA repository J-STAGE - Japanese OA repository SSRN - Economics, Law pre-prints

User-Added Sources

Users can add custom sources via config: { "custom_sources": [ {"name": "My University", "url": "https://repo.my.edu", "api": "..."} ] }

Default Weights (Total: 100 + 40 bonus)

Paper Quality (100 points): FactorWeightDescriptioncitation_count15%Times cited by other paperspublication_recency10%Newer = more relevantauthor_reputation12%Combined h-index of authorsjournal_impact12%Impact factor, CiteScorepeer_review_status10%Peer-reviewed vs pre-printopen_access8%Free to read/downloadretraction_status10%Not retractedauthor_network8%Connected to established networkfunder_acknowledgment5%Clear funding sourcesreproducibility5%Code/data available Bonus Points (up to +40): Author Trust: +20 max Journal Reputation: +20 max

Customizing Weights

Users can modify weights in config: { "scoring": { "citation_count": 25, "publication_recency": 5 } } Or use preset profiles: "strict", "recent_only", "balanced"

Top Papers (default: 5, user-configurable)

[1] Paper Title (Year) Score: 95/100 | Citations: 234 ๐Ÿ“„ PDF | ๐Ÿ“Š Figures | ๐Ÿ”ฌ SI Summary: [One paragraph] Methodology: [Detailed breakdown]

Field Timeline

๐Ÿ“ˆ FIELD TIMELINE (N papers) 2024: โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ 15 papers โ†’ Major: [Breakthrough 1] โ†’ Trend: [Trend 1] 2023: โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ 12 papers โ†’ Major: [Breakthrough 2]

Credibility Distribution

๐Ÿ“Š Credibility Distribution Score 90-100: โ–ˆโ–ˆ (5) โ˜… Top Score 70-89: โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ (15) Score 50-69: โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ (25) Score 30-49: โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ (10) Score 0-29: โ–ˆโ–ˆ (2) [โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘] Average: 58/100

Workflow

Search: Query across all enabled sources Fetch: Download metadata + PDFs Score: Calculate credibility scores Sort: Rank by score + relevance Present: Top N papers + timeline Extract: Figures from top-scored papers (optional)

Usage Examples

Find papers on: machine learning Fields: computer science, AI Top papers: 5 Extract figures: true Find papers on: quantum computing Fields: physics Top papers: 10 Extract figures: false

Dependencies

Python 3.8+ requests (API calls) beautifulsoup4 (parsing) pypdf2 (PDF extraction) opencv-python (figure detection) transformers (summarization) matplotlib (visualization)

Configuration

See config.json for: API keys Source enable/disable Scoring weights Display preferences Custom sources

Notes

Always prioritize open access sources Cite sources in responses Warn about pre-print limitations Check retraction status when available Respect rate limits

Category context

Code helpers, APIs, CLIs, browser automation, testing, and developer operations.

Source: Tencent SkillHub

Largest current source with strong distribution and engagement signals.

Package contents

Included in package
3 Docs2 Config1 Files
  • SKILL.md Primary doc
  • README.md Docs
  • references/apis.md Docs
  • _meta.json Config
  • config.json Config
  • pyproject.toml Files