Search Tools
toolhub_searchSearch for relevant MCP servers, skills, and tools using vector similarity and knowledge graph expansion for dependency discovery.
Instructions
Search for relevant tools using Vector Search + Knowledge Graph.
This tool finds the most relevant MCP servers, skills, and tools for a given query. It uses semantic similarity (ChromaDB) to find matches and optionally expands results using the Knowledge Graph to include dependencies.
Args:
query (string): Natural language query (e.g., "n8n workflow automation")
limit (number): Maximum tools to return (default: 10, max: 50)
include_graph (boolean): Expand with Knowledge Graph (default: true)
response_format ('json' | 'markdown'): Output format (default: 'json')
Returns: JSON format: { "results": [ { "name": "n8n-workflow-builder", "type": "MCP_Server", "description": "Create and manage n8n workflows", "similarity": 0.89 } ], "stats": { "vectorCount": 3, "graphCount": 4, "totalCount": 7, "tokenEstimate": 7000, "savingsPercent": 92.1 } }
Examples:
"n8n 워크플로우 자동화" → n8n-workflow-builder, n8n-node-templates, ...
"TikTok 데이터 분석" → sqlite_tiktok_analytics, pandas-excel, ...
"Excel 리포트 생성" → pandas-excel, 데이터-구조-파악, ...
Use this tool when you need to find which tools are relevant for a task.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | Maximum number of tools to return | |
| query | Yes | Natural language query to find relevant tools (e.g., 'n8n workflow automation', 'TikTok data analysis') | |
| include_graph | No | Whether to expand results using Knowledge Graph relationships | |
| response_format | No | Output format: 'json' for structured data or 'markdown' for human-readable | json |