{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_zy443b88defw","handle":"rag-agent-mcp","url":"https://wellknown.network/agents/rag-agent-mcp","links":{"self":"https://wellknown.network/agents/rag-agent-mcp/record.json","html":"https://wellknown.network/agents/rag-agent-mcp","markdown":"https://wellknown.network/agents/rag-agent-mcp/record.md","api":"https://wellknown.network/api/v1/agents/rag-agent-mcp","status":"https://wellknown.network/api/v1/agents/rag-agent-mcp/status","claim":"https://wellknown.network/agents/rag-agent-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/rag-agent-mcp/claim.json","badge":"https://wellknown.network/agents/rag-agent-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:rag-agent-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"rag-agent-mcp","summary":"RAG Agent - MCP Server for LightRAG","description":"[![MseeP.ai Security Assessment Badge](https://mseep.net/pr/shemhamforash23-lightrag-mcp-badge.png)](https://mseep.ai/app/shemhamforash23-lightrag-mcp)\n\n# RAG Agent\n\nRAG Agent is a CLI-enabled MCP server for integrating LightRAG Dataset functionality with AI tools. Provides a unified interface for managing datasets, querying data, and accessing knowledge graphs through the MCP protocol. Can be run directly via `uvx rag-agent`.\n\n## Description\n\nRAG Agent is a specialized bridge between LightRAG's Dataset API and MCP-compatible clients. It enables dataset-isolated RAG operations, allowing you to create, manage, and query multiple independent datasets with their own knowledge graphs and document collections.\n\n### Key Features\n\n- **Health Check**: Verify LightRAG API server status and configuration before operations\n- **Guided Workflow**: Built-in prompt to guide users through RAG operations step-by-step\n- **Dataset Management**: Create, update, delete, and list datasets with full configuration control\n- **Dataset Queries**: Execute queries on single or multiple datasets with cross-dataset reranking\n- **Document Management**: Upload, list, and delete documents within specific datasets\n- **Knowledge Graph Access**: Retrieve graph data and labels for dataset-specific knowledge graphs\n- **Dataset Isolation**: Each dataset maintains its own PostgreSQL schema for complete data separation\n\n## Installation\n\n### Quick Start with uvx (Recommended)\n\n```bash\n# Run directly without installation\nuvx rag-agent --host localhost --port 9621\n```\n\n### Development Installation\n\n```bash\n# Create a virtual environment\nuv venv --python 3.11\n\n# Install the package in development mode\nuv pip install -e .\n```\n\n## Requirements\n\n- Python 3.11+\n- Running LightRAG API server\n\n## Usage\n\n**Important**: RAG Agent should be run as an MCP server through an MCP client configuration file (mcp-config.json), or directly via `uvx rag-agent`.\n\n### Command Line Options\n\nThe following arguments are available w…","publisher":null,"homepage":null,"repository":null,"version":"0.1.5","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:rag-agent-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"derived"},{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":0.836,"provenance":"derived"},{"slug":"dev.terminal","name":"Terminal & Shell","confidence":0.825,"provenance":"derived"},{"slug":"data.database","name":"Databases","confidence":0.814,"provenance":"derived"}],"categories":["data","dev","knowledge"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"rag-agent-mcp","registry":"pypi","observedAt":"2026-09-10T11:28:07.551Z","publishedAt":"2025-12-05T08:33:32.832288Z","latestVersion":"0.1.5"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"rag-agent-mcp","url":"https://pypi.org/project/rag-agent-mcp/","firstSeenAt":"2026-09-10T11:25:53.878Z","fetchedAt":"2026-09-10T11:25:53.878Z","normalizedAt":"2026-09-10T11:25:53.878Z"}]},"firstSeenAt":"2026-09-10T11:25:53.878Z","updatedAt":"2026-09-10T11:28:07.551Z"}