About bgpt-paper-search
bgpt-paper-search is a skill for finding scientific papers through BGPT’s curated database of full-text experimental data. It helps researchers conduct evidence reviews using structured methods, results, sample sizes, and quality assessments rather than relying only on abstracts.
Key features
- 01Search curated scientific papers
- 02Retrieve methods and quantitative results
- 03View sample sizes and quality assessments
- 04Access structured full-text metadata
Use cases
- 01Build evidence tables for meta-analyses
- 02Compare methods across studies
- 03Find sample sizes and effect sizes
- 04Conduct systematic literature reviews
MCP support
It connects to the remote BGPT MCP server, which provides the search_papers tool and returns structured paper data.
Install
Copy the command and run it in a terminal.
npx skills add https:/ / github.com/ leonchaox/ qinyan-academic-skills --skill bgpt-paper-searchAfter installing, type/bgpt-paper-searchin Claude Code to confirm it loaded.
Details
From the project READMEBGPT Paper Search
Overview
BGPT is a remote MCP server that searches a curated database of scientific papers built from raw experimental data extracted from full-text studies. Unlike traditional literature databases that return titles and abstracts, BGPT returns structured data from the actual paper content — methods, quantitative results, sample sizes, quality assessments, and 25+ metadata fields per paper.
When to Use This Skill
Use this skill when:
- Searching for scientific papers with specific experimental details
- Conducting systematic or scoping literature reviews
- Finding quantitative results, sample sizes, or effect sizes across studies
- Comparing methodologies used in different studies
- Looking for papers with quality scores or evidence grading
- Needing structured data from full-text papers (not just abstracts)
- Building evidence tables for meta-analyses or clinical guidelines
Setup
BGPT is a remote MCP server — no local installation required.
Claude Desktop / Claude Code
Add to your MCP configuration:
{
"mcpServers": {
"bgpt": {
"command": "npx",
"args": ["mcp-remote", "https://bgpt.pro/mcp/sse"]
}
}
}
npm (alternative)
npx bgpt-mcp
Usage
Once configured, use the search_papers tool provided by the BGPT MCP server:
Search for papers about: "CRISPR gene editing efficiency in human cells"
The server returns structured results including:
- Title, authors, journal, year, DOI
- Methods: Experimental techniques, models, protocols
- Results: Key findings with quantitative data
- Sample sizes: Number of subjects/samples
- Quality scores: Study quality assessments
- Conclusions: Author conclusions and implications
Pricing
- Free tier: 50 searches per network, no API key required
- Paid: $0.01 per result with an API key from bgpt.pro/mcp
Complementary Skills
Pairs well with:
literature-review— Use BGPT to gather structured data, then synthesize with literature-review workflowspubmed-database— Use PubMed for broad searches, BGPT for deep experimental databiorxiv-database— Combine preprint discovery with full-text data extractioncitation-management— Manage citations from BGPT search results