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semanticscholar-automation

Integrates Semantic Scholar with Rube MCP to automate literature search and academic data workflows.

Install

mkdir -p .claude/skills/semanticscholar-automation && curl -L -o skill.zip "https://agentskills.codes/api/skills/download/11725" && unzip -o skill.zip -d .claude/skills/semanticscholar-automation && rm skill.zip

Installs to .claude/skills/semanticscholar-automation

Activation

This is the description your AI agent reads to decide when to run this skill — the better it matches your request, the more reliably it fires.

Automate Semanticscholar tasks via Rube MCP (Composio). Always search tools first for current schemas.
102 charsno explicit “when” trigger
Intermediate

Key capabilities

  • Discover available Semanticscholar tools
  • Check the connection status to Semanticscholar via Rube MCP
  • Execute Semanticscholar tools with schema-compliant arguments
  • Perform bulk operations using Rube Remote Workbench
  • Retrieve full tool schemas
  • Manage connections to Semanticscholar toolkit

How it works

The skill interacts with the Semanticscholar toolkit through Rube MCP, allowing discovery of tools, connection management, and execution of operations based on dynamically retrieved schemas.

Inputs & outputs

You give it
A use case for Semanticscholar operations
You get back
Available tool slugs, input schemas, and execution plans

When to use semanticscholar-automation

  • Search academic papers on a topic
  • Automate literature research
  • Retrieve paper metadata via API
  • Execute a research workflow

About this skill

Semanticscholar Automation via Rube MCP

Automate Semanticscholar operations through Composio's Semanticscholar toolkit via Rube MCP.

Toolkit docs: composio.dev/toolkits/semanticscholar

Prerequisites

  • Rube MCP must be connected (RUBE_SEARCH_TOOLS available)
  • Active Semanticscholar connection via RUBE_MANAGE_CONNECTIONS with toolkit semanticscholar
  • Always call RUBE_SEARCH_TOOLS first to get current tool schemas

Setup

Get Rube MCP: Add https://rube.app/mcp as an MCP server in your client configuration. No API keys needed — just add the endpoint and it works.

  1. Verify Rube MCP is available by confirming RUBE_SEARCH_TOOLS responds
  2. Call RUBE_MANAGE_CONNECTIONS with toolkit semanticscholar
  3. If connection is not ACTIVE, follow the returned auth link to complete setup
  4. Confirm connection status shows ACTIVE before running any workflows

Tool Discovery

Always discover available tools before executing workflows:

RUBE_SEARCH_TOOLS
queries: [{use_case: "Semanticscholar operations", known_fields: ""}]
session: {generate_id: true}

This returns available tool slugs, input schemas, recommended execution plans, and known pitfalls.

Core Workflow Pattern

Step 1: Discover Available Tools

RUBE_SEARCH_TOOLS
queries: [{use_case: "your specific Semanticscholar task"}]
session: {id: "existing_session_id"}

Step 2: Check Connection

RUBE_MANAGE_CONNECTIONS
toolkits: ["semanticscholar"]
session_id: "your_session_id"

Step 3: Execute Tools

RUBE_MULTI_EXECUTE_TOOL
tools: [{
  tool_slug: "TOOL_SLUG_FROM_SEARCH",
  arguments: {/* schema-compliant args from search results */}
}]
memory: {}
session_id: "your_session_id"

Known Pitfalls

  • Always search first: Tool schemas change. Never hardcode tool slugs or arguments without calling RUBE_SEARCH_TOOLS
  • Check connection: Verify RUBE_MANAGE_CONNECTIONS shows ACTIVE status before executing tools
  • Schema compliance: Use exact field names and types from the search results
  • Memory parameter: Always include memory in RUBE_MULTI_EXECUTE_TOOL calls, even if empty ({})
  • Session reuse: Reuse session IDs within a workflow. Generate new ones for new workflows
  • Pagination: Check responses for pagination tokens and continue fetching until complete

Quick Reference

OperationApproach
Find toolsRUBE_SEARCH_TOOLS with Semanticscholar-specific use case
ConnectRUBE_MANAGE_CONNECTIONS with toolkit semanticscholar
ExecuteRUBE_MULTI_EXECUTE_TOOL with discovered tool slugs
Bulk opsRUBE_REMOTE_WORKBENCH with run_composio_tool()
Full schemaRUBE_GET_TOOL_SCHEMAS for tools with schemaRef

Powered by Composio

When not to use it

  • When Rube MCP is not connected
  • When an active Semanticscholar connection is not established

Prerequisites

Rube MCP must be connectedActive Semanticscholar connection via RUBE_MANAGE_CONNECTIONS

Limitations

  • Requires Rube MCP to be connected
  • Requires an active Semanticscholar connection
  • Tool schemas can change, requiring `RUBE_SEARCH_TOOLS` to be called first

How it compares

This skill automates Semanticscholar tasks by dynamically discovering and executing tools via Rube MCP, ensuring schema compliance and handling connection management, unlike direct API calls.

Compared to similar skills

semanticscholar-automation side by side with the closest alternatives in the catalog.

SkillInstallsUpdatedSafetyDifficulty
semanticscholar-automation (this skill)05moNo flagsIntermediate
literature-review5592moReviewAdvanced
openalex-database487moReviewIntermediate
scientific-critical-thinking187moReviewAdvanced

Try saying

Example prompts that trigger this skill in your AI assistant.

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