bgpt-paper-search
Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server. Returns 25+ fields per paper including methods, results, sample sizes, quality scores, and conclusions.
Install / Use
npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bgpt-paper-searchInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
Category
AI & Machine LearningSupported Platforms
Our assessment of bgpt-paper-search
bgpt-paper-search scores 87/100 on our quality scale, 515th of 963 AI & Machine Learning skills we index.
Its SKILL.md is 2.8 KB long, well organised into 9 sections with 3 code examples: a solid amount of guidance for an agent.
With 3,034 GitHub stars, it is one of the more widely adopted skills in the catalogue.
Maintenance, license and trust
- The repository was last updated about 3 months ago, so bgpt-paper-search is actively maintained.
- No license is declared. By default that means all rights are reserved: you can read it, but reusing or redistributing it is not clearly permitted. Ask the author before building on it commercially.
- Its trust signals score 88/100, with 1 caution from licensing, adoption, age or documentation. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.
bgpt-paper-search compared with similar skills
All 4 of these similar skills score higher than bgpt-paper-search; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| bgpt-paper-search (this skill)by FreedomIntelligence | 87 | 3.0k | 3mo ago | SKILL.md |
| claude-memby thedotmack | 100 | 99.1k | 1d ago | CLAUDE.md |
| Agent-Reachby Panniantong | 100 | 95.3k | 2d ago | CLAUDE.md |
| Understand-Anythingby Egonex-AI | 100 | 85.8k | 1d ago | CLAUDE.md |
| headroomby headroomlabs-ai | 100 | 74.9k | today | CLAUDE.md |
Frequently asked questions
- How do I install bgpt-paper-search?
- Run
npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bgpt-paper-search. The install tabs above show the steps for each supported agent. - Which AI agents does bgpt-paper-search work with?
- It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
- Is bgpt-paper-search safe to use?
- It declares no license and scores 88/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is bgpt-paper-search still maintained?
- The repository was last updated about 3 months ago, so bgpt-paper-search is actively maintained.
Skill content
View source on GitHubname: bgpt-paper-search description: Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server. Returns 25+ fields per paper including methods, results, sample sizes, quality scores, and conclusions. Use for literature reviews, evidence synthesis, and finding experimental details not available in abstracts alone. allowed-tools: Bash license: MIT metadata: skill-author: BGPT website: https://bgpt.pro/mcp github: https://github.com/connerlambden/bgpt-mcp
BGPT 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
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Languages
Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.
