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.zipInstalls 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.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
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_CONNECTIONSwith toolkitsemanticscholar - Always call
RUBE_SEARCH_TOOLSfirst 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.
- Verify Rube MCP is available by confirming
RUBE_SEARCH_TOOLSresponds - Call
RUBE_MANAGE_CONNECTIONSwith toolkitsemanticscholar - If connection is not ACTIVE, follow the returned auth link to complete setup
- 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_CONNECTIONSshows ACTIVE status before executing tools - Schema compliance: Use exact field names and types from the search results
- Memory parameter: Always include
memoryinRUBE_MULTI_EXECUTE_TOOLcalls, 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
| Operation | Approach |
|---|---|
| Find tools | RUBE_SEARCH_TOOLS with Semanticscholar-specific use case |
| Connect | RUBE_MANAGE_CONNECTIONS with toolkit semanticscholar |
| Execute | RUBE_MULTI_EXECUTE_TOOL with discovered tool slugs |
| Bulk ops | RUBE_REMOTE_WORKBENCH with run_composio_tool() |
| Full schema | RUBE_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
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.
| Skill | Installs | Updated | Safety | Difficulty |
|---|---|---|---|---|
| semanticscholar-automation (this skill) | 0 | 5mo | No flags | Intermediate |
| literature-review | 559 | 2mo | Review | Advanced |
| openalex-database | 48 | 7mo | Review | Intermediate |
| scientific-critical-thinking | 18 | 7mo | Review | Advanced |
Try saying
Example prompts that trigger this skill in your AI assistant.
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