{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_5mewb94uppb4","handle":"mcp-caste-cypher","url":"https://wellknown.network/agents/mcp-caste-cypher","links":{"self":"https://wellknown.network/agents/mcp-caste-cypher/record.json","html":"https://wellknown.network/agents/mcp-caste-cypher","markdown":"https://wellknown.network/agents/mcp-caste-cypher/record.md","api":"https://wellknown.network/api/v1/agents/mcp-caste-cypher","status":"https://wellknown.network/api/v1/agents/mcp-caste-cypher/status","claim":"https://wellknown.network/agents/mcp-caste-cypher/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-caste-cypher/claim.json","badge":"https://wellknown.network/agents/mcp-caste-cypher/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-caste-cypher/history","tools":"https://wellknown.network/api/v1/agents/mcp-caste-cypher/tools"},"ard":{"identifier":"urn:air::server:mcp-caste-cypher","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-caste-cypher","summary":"MCP server for converting caste CSV data to Neo4j Cypher queries using Gemini AI","description":"# MCP Caste Cypher Generator\n\nA Model Context Protocol (MCP) server that converts caste CSV data into Neo4j Cypher queries using Google's Gemini AI batch processing.\n\nmcp-name: io.github.pareforce/mcp-caste-cypher\n\n## Features\n\n- **CSV to JSONL Conversion**: Prepare batch requests from CSV files containing caste information\n- **Batch Processing**: Leverage Gemini AI's batch API for efficient large-scale processing\n- **Cypher Query Generation**: Automatically generate Neo4j graph database queries\n- **Job Monitoring**: Track batch job status in real-time\n\n## Tools Provided\n\n### 1. `prepare_batch_input`\nConverts CSV files into JSONL batch request format.\n\n**Parameters:**\n- `input_csv`: Path to input CSV file\n- `output_jsonl`: Path to output JSONL file\n\n### 2. `run_batch_job`\nExecutes the complete batch workflow: upload, process, monitor, and download results.\n\n**Parameters:**\n- `api_key`: Google Gemini API key\n- `input_jsonl`: Path to input JSONL file\n- `output_cypher`: Path to output Cypher file (automatically adds .cypher extension)\n\n### 3. `check_batch_status`\nMonitor the status of a running batch job.\n\n**Parameters:**\n- `api_key`: Google Gemini API key\n- `job_name`: Name of the batch job to check\n\n## Installation\n\n```bash\npip install mcp-caste-cypher\n```\n\n## Usage\n\n### With Claude Desktop\n\nAdd to your Claude Desktop configuration:\n\n```json\n{\n  \"mcpServers\": {\n    \"caste-cypher\": {\n      \"command\": \"uv\",\n      \"args\": [\n        \"--directory\",\n        \"/path/to/mcp-caste-cypher\",\n        \"run\",\n        \"mcp-caste-cypher\"\n      ]\n    }\n  }\n}\n```\n\n### Standalone\n\n```bash\nuv run mcp-caste-cypher\n```\n\n## Supported CSV Formats\n\n**Format 1 (BC/SC with groups):**\n```\nserial_number,group_name,caste_name,category\n1,BC-A,Agnikulakshatriya,BC\n```\n\n**Format 2 (General/ST):**\n```\nserial_number,caste_name,category\n1,Kapu,GENERAL\n```\n\n## Requirements\n\n- Python >=3.12\n- Google Gemini API key\n- Dependencies: `mcp`, `httpx`, `google-genai`\n\n## License\n\nMIT\n\n## Author\n\nPraneeth Sunku …","publisher":null,"homepage":null,"repository":null,"version":"0.1.0","license":"MIT","protocols":["mcp"],"tags":["mcp","model-context-protocol","neo4j","cypher","gemini","caste-data","mcp-name:","io.github.pareforce/mcp-caste-cypher"],"pricing":null,"endpoints":[{"url":"pypi:mcp-caste-cypher","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"dev.version-control","name":"Version Control","confidence":1,"provenance":"derived"},{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":1,"provenance":"declared"},{"slug":"documents.conversion","name":"Document Conversion","confidence":0.836,"provenance":"derived"},{"slug":"dev.filesystem","name":"Filesystem","confidence":0.802,"provenance":"derived"},{"slug":"data.database","name":"Databases","confidence":0.791,"provenance":"derived"}],"categories":["data","dev","documents","knowledge"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; 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