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"name": "gcas_search",
"description": "Search the Gujarat College Admissions System (GCAS) database using natural language. Returns matching colleges, programs, cutoffs, fees, and infrastructure data. Use this tool when the user asks about: colleges, admission cutoffs, program fees, hostel availability, NAAC grades, course intake, or any college-related query.",
"input_schema": {
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "Natural language search query. Examples: 'engineering colleges in Ahmedabad with hostel', 'NAAC A grade colleges under GTU', 'B.Com fees in Surat', 'SC category cutoff for computer science'"
},
"top_k": {
"type": "integer",
"description": "Number of results to return. Default: 10. Max: 100.",
"default": 10,
"minimum": 1,
"maximum": 100
},
"tables": {
"type": "array",
"items": { "type": "string" },
"description": "Optional: restrict search to specific tables. Available tables: 'CollegeMaster_FORBOT_06042026' (college info, location, contact, NAAC), 'CollegeIntakeMaster_FORBOT_06042026' (programs, fees, intake), 'CollegeInfrastructure_FORBOT_06042026' (hostel, labs, facilities), 'CutOff_2025-26_06042026' (admission cutoffs by category). Omit to search all tables."
},
"use_llm_rerank": {
"type": "boolean",
"description": "Whether to use LLM semantic reranking for better accuracy. Default: true. Set false for faster responses.",
"default": true
},
"llm_provider": {
"type": "string",
"enum": ["openai", "anthropic"],
"description": "LLM provider for reranking. Optional – uses server default if omitted."
},
"llm_model": {
"type": "string",
"description": "LLM model name override. Optional."
},
"api_key": {
"type": "string",
"description": "API key override for the LLM provider. Optional – uses server-configured key if omitted."
}
},
"required": ["query"]
}
}
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