Agent skill

Scientific Literature Search

by InternScience in InternScience/scp

Search scientific literature and research papers using FlowSearch to find relevant academic articles and publications.

MITAuto-check passedResearch & Science

Install Scientific Literature Search

skills CLI
$ npx skills add InternScience/scp --skill scientific-literature-search -a claude-code

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

GitHub CLI
$ gh skill install InternScience/scp scientific-literature-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/InternScience/scp.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/scientific-literature-search .claude/skills/scientific-literature-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
scientific-literature-search
GitHub stars
170
Used in
1 other repo
Token cost
~927 tokens
SKILL.md length
124 words
Files
1
Skills in repo
73
Repo updated
First seen
Licence
MIT

At a glance

Search scientific literature and research papers using FlowSearch to find relevant academic articles and publications.

  • Works in 2 steps: MCP Server Definition → Literature Search Workflow
  • Tasks that involve Literature review
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Scientific Literature Search is an agent skill from InternScience/scp. Search scientific literature and research papers using FlowSearch to find relevant academic articles and publications.

Its SKILL.md is about 930 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 Literature review. The licence is MIT.

When your agent uses it

  • Tasks that involve Literature review

Example prompts

  • “/scientific-literature-search”

Requirements

  • Python 3

Workflow steps

2 steps, taken from the step headings in SKILL.md.

  1. MCP Server Definition
  2. Literature Search Workflow

What it can do on your machine

Read from SKILL.md and the folder at commit cea5398. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are python).

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

  • Network

    No URLs in SKILL.md.

    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

Scientific Literature Search loads about 927 tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 124 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~37
When it runs · the whole SKILL.md, loaded when a task matches
~927

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 passed

The automated check found no risky patterns in SKILL.md.

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 InternScience/scp at commit cea5398, republished under its MIT licence (© InternScience). 124 words, ~927 tokens.

Download SKILL.mdSave it as .claude/skills/scientific-literature-search/SKILL.md (or your agent's skills folder).
name
scientific-literature-search
description
Search scientific literature and research papers using FlowSearch to find relevant academic articles and publications.
license
MIT license
metadata.skill-author
PJLab

Usage

1. MCP Server Definition
python
import asyncio
import json
from mcp.client.streamable_http import streamablehttp_client
from mcp import ClientSession

class InternAgentClient:
    """InternAgent MCP Client"""

    def __init__(self, server_url: str, api_key: str):
        self.server_url = server_url
        self.api_key = api_key
        self.session = None

    async def connect(self):
        try:
            self.transport = streamablehttp_client(
                url=self.server_url,
                headers={"SCP-HUB-API-KEY": self.api_key}
            )
            self.read, self.write, self.get_session_id = await self.transport.__aenter__()
            self.session_ctx = ClientSession(self.read, self.write)
            self.session = await self.session_ctx.__aenter__()
            await self.session.initialize()
            return True
        except Exception as e:
            print(f"✗ connect failure: {e}")
            return False

    async def disconnect(self):
        try:
            if self.session:
                await self.session_ctx.__aexit__(None, None, None)
            if hasattr(self, 'transport'):
                await self.transport.__aexit__(None, None, None)
        except Exception as e:
            print(f"✗ disconnect error: {e}")

    def parse_result(self, result):
        try:
            if hasattr(result, 'content') and result.content:
                content = result.content[0]
                if hasattr(content, 'text'):
                    return json.loads(content.text)
            return str(result)
        except Exception as e:
            return {"error": f"parse error: {e}", "raw": str(result)}
2. Literature Search Workflow

Search and analyze scientific literature on a research topic.

Workflow Steps:

  1. Define Query - Specify research question or topic
  2. Execute Search - Query scientific databases
  3. Analyze Results - Extract key findings and trends

Implementation:

python
## Initialize client
client = InternAgentClient(
    "https://scp.intern-ai.org.cn/api/v1/mcp/28/InternAgent",
    "<your-api-key>"
)

if not await client.connect():
    print("connection failed")
    exit()

## Input: Research query
prompt = "Analyze the latest trends in AI research for drug discovery"

## Execute literature search
result = await client.session.call_tool(
    "FlowSearch",
    arguments={
        "prompt": prompt,
        "file_list": None
    }
)

data = client.parse_result(result)

if data.get('success'):
    print("✅ Literature search completed")
    print(f"\nResults:\n{data['result']}")
else:
    print(f"❌ Search failed: {data.get('error', 'Unknown error')}")

await client.disconnect()
Tool Descriptions

InternAgent Server:

  • FlowSearch: Search and analyze scientific literature
    • Args:
      • prompt (str): Research query or question
      • file_list (list, optional): Additional files to analyze
    • Returns:
      • success (bool): Search status
      • result (str): Search results and analysis
Use Cases
  • Literature review for research papers
  • Trend analysis in scientific fields
  • Systematic literature searches
  • Citation and reference discovery
  • Research gap identification
Performance Notes
  • Execution time: 10-60 seconds depending on query complexity
  • Data sources: Multiple scientific databases
  • Output: Comprehensive analysis with key findings

© InternScience, 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/scientific-literature-search of InternScience/scp.

Open the folder on GitHubat commit cea5398

Used in 2 other repositories

We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in InternScience/scp, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Scientific Literature 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.

Scientific Literature Search compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Scientific Literature Search this skillInternScience/scp1701 repos~927Automated safety check: PassMIT
Nature Paper CardYuan1z0825/nature-skills47k2 repos~2.1kAutomated safety check: PassApache-2.0
Systematic Review ScreenerImbad0202/academic-research-skills51k—~8.4kAutomated safety check: PassCustom licence
Literature Reviewneflibata-feng/MyArxiv-Agent12620 repos~5.9kAutomated safety check: NotesMIT
Preprint Search on bioRxivLigphiDonk/Oh-my--paper73912 repos~3.7kAutomated safety check: PassMIT
Academic Paper Writing PipelineImbad0202/academic-research-skills51k—~16kAutomated safety check: PassCustom licence

Similar skills

  • Nature Paper Card

    Yuan1z0825/nature-skills

    Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.

    47k GitHub starsUsed in 2 repos~2.1k tokens
    Research & ScienceAuto-check passed
  • Systematic Review Screener

    Imbad0202/academic-research-skills

    Screens records for systematic, scoping and rapid reviews against fixed eligibility rules, using two blinded AI reviewers and a third adjudicator, with traceable PRISMA counts.

    51k GitHub stars~8.4k tokensUpdated yesterday
    Research & ScienceAuto-check passed
  • Literature Review

    neflibata-feng/MyArxiv-Agent

    Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.).

    126 GitHub starsUsed in 20 repos~5.9k tokens
    Research & ScienceAuto-check: notes
  • Preprint Search on bioRxiv

    LigphiDonk/Oh-my--paper

    Searches bioRxiv life sciences preprints by keyword, author, date range or category with a Python script, returning JSON metadata and optional PDF downloads.

    739 GitHub starsUsed in 12 repos~3.7k tokens
    Research & ScienceAuto-check passed
  • Academic Paper Writing Pipeline

    Imbad0202/academic-research-skills

    Runs a 12-agent pipeline that plans, drafts, cites, reviews and formats academic papers, with modes for revision, rebuttals, abstracts and citation checks.

    51k GitHub stars~16k tokensUpdated yesterday
    Research & ScienceAuto-check passed
  • Deep Research Workflow

    TokenRhythm/opensquilla

    Runs multi-round research in three stages with a persisted state file, evidence tracking and a long-form report with per-claim citations.

    7.1k GitHub stars~1.3k tokensUpdated yesterday
    Research & ScienceAuto-check passed

More from InternScience/scp

All 73 skills in this repo
  • Given an rsID, query multiple databases (dbSNP, FAVOR, GWAS Catalog, ClinVar, gnomAD, PharmGKB, ClinGen) for comprehensive annotation.

    170 GitHub starsUsed in 1 repo~2.2k tokens
    Auto-check passed
  • Calculate atmospheric parameters including Coriolis parameter, geostrophic wind, heat index, potential temperature, and dewpoint for meteorology and climate science.

    170 GitHub starsUsed in 1 repo~2.1k tokens
    Auto-check passed
  • Biomedical Web Search

    InternScience/scp

    Search biomedical literature and web content using Tavily search engine for research and clinical information.

    170 GitHub starsUsed in 1 repo~598 tokens
    Auto-check passed
  • Calculate buoyancy forces and acceleration for fluid mechanics and hydrodynamics analysis.

    170 GitHub starsUsed in 1 repo~540 tokens
    Auto-check passed
  • Capacitance Calculation

    InternScience/scp

    Calculate electrical capacitance from geometric parameters and dielectric properties for circuit design.

    170 GitHub starsUsed in 1 repo~537 tokens
    Auto-check passed
  • Chembl Molecule Search

    InternScience/scp

    Search ChEMBL database for molecule information by name to retrieve bioactivity data and chemical structures.

    170 GitHub starsUsed in 1 repo~757 tokens
    Auto-check passed

Questions about Scientific Literature Search

What does Scientific Literature Search do?

Search scientific literature and research papers using FlowSearch to find relevant academic articles and publications. Scientific Literature Search is an agent skill from InternScience/scp. Search scientific literature and research papers using FlowSearch to find relevant academic articles and publications.

When should I use Scientific Literature Search?

Scientific Literature Search fits situations like: tasks that involve Literature review.

How do I install Scientific Literature Search in Claude Code?

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

How do I install Scientific Literature Search in Codex?

Run `npx skills add InternScience/scp --skill scientific-literature-search -a codex`. Or copy the skill folder (skills/scientific-literature-search in InternScience/scp) into .agents/skills/scientific-literature-search in your project. Codex loads it when a task matches its description.

Can I use Scientific Literature 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 InternScience/scp --skill scientific-literature-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/scientific-literature-search, .gemini/skills/scientific-literature-search, .github/skills/scientific-literature-search and .opencode/skills/scientific-literature-search in your project.

What does Scientific Literature Search need to run?

SKILL.md names no scripts, command-line tools or credentials: Scientific Literature Search is instructions for the agent only. Our summary lists: Python 3.

Does Scientific Literature Search access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Scientific Literature Search safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Scientific Literature Search use?

Scientific Literature 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 Scientific Literature Search use?

About 927 tokens (SKILL.md is roughly 3.7k 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 Scientific Literature Search?

Skills that share tags, products or a category with Scientific Literature Search: Nature Paper Card (Yuan1z0825/nature-skills, 47k stars), Systematic Review Screener (Imbad0202/academic-research-skills, 51k stars), Literature Review (neflibata-feng/MyArxiv-Agent, 126 stars) and Preprint Search on bioRxiv (LigphiDonk/Oh-my--paper, 739 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Scientific Literature Search?

InternScience (a GitHub organization) maintains it in InternScience/scp, which has 170 GitHub stars. The repository holds 73 skills in this directory. The repository was last updated on June 3, 2026.

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