Agent skill

Bgpt Paper Search

by agent-skills-hub in agent-skills-hub/agent-skills-hub

Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server.

MITAuto-check: notesResearch & Science

Install Bgpt Paper Search

skills CLI
$ npx skills add agent-skills-hub/agent-skills-hub --skill bgpt-paper-search -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install agent-skills-hub/agent-skills-hub bgpt-paper-search --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/agent-skills-hub/agent-skills-hub.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/bgpt-paper-search .claude/skills/bgpt-paper-search && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
bgpt-paper-search
GitHub stars
112
Used in
3 other repos
Token cost
~715 tokens
SKILL.md length
259 words
Files
1
Skills in repo
19
Repo updated
First seen
Licence
MIT

At a glance

Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server.

  • Literature reviews
  • SKILL.md covers Overview, When to Use This Skill, Setup and Usage, plus 2 more sections
  • Calls npx; reaches bgpt.pro
  • Evidence synthesis

What it does

Bgpt Paper Search is an agent skill from agent-skills-hub/agent-skills-hub. 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.

Its SKILL.md is about 720 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Research & Science, covering Academic paper search, Literature review and Experimental design. It works with Model Context Protocol. The repository describes itself as: Agent Skills Hub is a global library of AI agent skills that work across OpenClaw, Claude Code, Gemini, Cursor, Antigravity, and more. The licence is MIT.

When your agent uses it

  • Literature reviews
  • Evidence synthesis
  • Finding experimental details not available in abstracts alone

Example prompts

  • “/bgpt-paper-search”

Requirements

  • Node.js
  • Pre-approved tools (allowed-tools): Bash

What it can do on your machine

Read from SKILL.md and the folder at commit efc0b96. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Bash

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • npx

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • bgpt.pro

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Bgpt Paper Search loads about 715 tokens when it runs. Until then it costs about 90 tokens; SKILL.md has 259 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~90
When it runs · the whole SKILL.md, loaded when a task matches
~715

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: Bash

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from agent-skills-hub/agent-skills-hub at commit efc0b96, republished under its MIT licence (© agent-skills-hub). 259 words, ~715 tokens.

Download SKILL.mdSave it as .claude/skills/bgpt-paper-search/SKILL.md (or your agent's skills folder).
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
metadata.website
https://bgpt.pro/mcp
metadata.github
https://github.com/connerlambden/bgpt-mcp

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:

json
{
  "mcpServers": {
    "bgpt": {
      "command": "npx",
      "args": ["mcp-remote", "https://bgpt.pro/mcp/sse"]
    }
  }
}
npm (alternative)
bash
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

© agent-skills-hub, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/bgpt-paper-search of agent-skills-hub/agent-skills-hub.

Open the folder on GitHubat commit efc0b96

Used in 3 other repositories

We found 3 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 3 other GitHub owners. This page covers the copy in agent-skills-hub/agent-skills-hub, which our catalogue first saw on October 9, 2026.

Compare with similar skills

Bgpt Paper Search next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Bgpt Paper Search compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Bgpt Paper Search this skillagent-skills-hub/agent-skills-hub1123 repos~715Automated safety check: NotesMIT
Arxiv MCP Serverblazickjp/arxiv-mcp-server3.2k—~353Automated safety check: PassApache-2.0
Bgpt Paper SearchK-Dense-AI/scientific-agent-skills48k1 repos~2kAutomated safety check: PassMIT
Bgpt MCPClawBio/ClawBio1.2k1 repos~3.2kAutomated safety check: PassMIT
Literature Review Toolsbrycewang-stanford/Auto-Empirical-Research-Skills4.6k—~2.5kAutomated safety check: NotesCustom licence
G1brycewang-stanford/Auto-Empirical-Research-Skills4.6k—~3.7kAutomated safety check: PassCustom licence

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Questions about Bgpt Paper Search

What does Bgpt Paper Search do?

Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server. Bgpt Paper Search is an agent skill from agent-skills-hub/agent-skills-hub. Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server.

When should I use Bgpt Paper Search?

Bgpt Paper Search fits situations like: literature reviews; evidence synthesis; finding experimental details not available in abstracts alone.

How do I install Bgpt Paper Search in Claude Code?

Run `npx skills add agent-skills-hub/agent-skills-hub --skill bgpt-paper-search -a claude-code`. Or copy the skill folder (skills/bgpt-paper-search in agent-skills-hub/agent-skills-hub) into .claude/skills/bgpt-paper-search in your project. Claude Code loads it when a task matches its description.

How do I install Bgpt Paper Search in Codex?

Run `npx skills add agent-skills-hub/agent-skills-hub --skill bgpt-paper-search -a codex`. Or copy the skill folder (skills/bgpt-paper-search in agent-skills-hub/agent-skills-hub) into .agents/skills/bgpt-paper-search in your project. Codex loads it when a task matches its description.

Can I use Bgpt Paper Search in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add agent-skills-hub/agent-skills-hub --skill bgpt-paper-search -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/bgpt-paper-search, .gemini/skills/bgpt-paper-search, .github/skills/bgpt-paper-search and .opencode/skills/bgpt-paper-search in your project.

What does Bgpt Paper Search need to run?

Going by SKILL.md and its folder, Bgpt Paper Search needs the command-line tools its instructions call (npx). Our summary lists: Node.js. Its frontmatter pre-approves these tools: Bash.

Does Bgpt Paper Search access the network?

SKILL.md names 1 domain. In commands or code: bgpt.pro; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is Bgpt Paper Search safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Bgpt Paper Search use?

Bgpt Paper Search is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Bgpt Paper Search use?

About 715 tokens (SKILL.md is roughly 2.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Bgpt Paper Search?

Skills that share tags, products or a category with Bgpt Paper Search: Arxiv MCP Server (blazickjp/arxiv-mcp-server, 3.2k stars), Bgpt Paper Search (K-Dense-AI/scientific-agent-skills, 48k stars), Bgpt MCP (ClawBio/ClawBio, 1.2k stars) and Literature Review Tools (brycewang-stanford/Auto-Empirical-Research-Skills, 4.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Bgpt Paper Search?

agent-skills-hub (a GitHub organization) maintains it in agent-skills-hub/agent-skills-hub, which has 112 GitHub stars. The repository holds 19 skills in this directory. The repository was last updated on October 2, 2026.

Source: agent-skills-hub/agent-skills-hub on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.