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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-search

Installs into whichever agent you are using.

About this skill
📄

SKILL.md

Installable skill definition

Quality Score

87/100

Supported Platforms

Universal

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.

Substance
26/30
Structure
18/20
Description
15/15
Adoption
15/20
Freshness
15/15

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.

SkillScoreStarsUpdatedFormat
bgpt-paper-search (this skill)by FreedomIntelligence873.0k3mo agoSKILL.md
claude-memby thedotmack10099.1k1d agoCLAUDE.md
Agent-Reachby Panniantong10095.3k2d agoCLAUDE.md
Understand-Anythingby Egonex-AI10085.8k1d agoCLAUDE.md
headroomby headroomlabs-ai10074.9ktodayCLAUDE.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.

name: 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 workflows
  • pubmed-database — Use PubMed for broad searches, BGPT for deep experimental data
  • biorxiv-database — Combine preprint discovery with full-text data extraction
  • citation-management — Manage citations from BGPT search results

Related Skills

View on GitHub
GitHub Stars3.0k
CategoryAI
Updated2mo ago
Forks413

Languages

Python

Trust signals

88/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

1 medium