{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_gdehk4jeenbk","handle":"iflow-mcp-mat1312-datapizza-mcp-server","url":"https://wellknown.network/agents/iflow-mcp-mat1312-datapizza-mcp-server","links":{"self":"https://wellknown.network/agents/iflow-mcp-mat1312-datapizza-mcp-server/record.json","html":"https://wellknown.network/agents/iflow-mcp-mat1312-datapizza-mcp-server","markdown":"https://wellknown.network/agents/iflow-mcp-mat1312-datapizza-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-mat1312-datapizza-mcp-server","status":"https://wellknown.network/api/v1/agents/iflow-mcp-mat1312-datapizza-mcp-server/status","claim":"https://wellknown.network/agents/iflow-mcp-mat1312-datapizza-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-mat1312-datapizza-mcp-server/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-mat1312-datapizza-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-mat1312-datapizza-mcp-server/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-mat1312-datapizza-mcp-server/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-mat1312-datapizza-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_mat1312_datapizza-mcp-server","summary":"MCP server for datapizza-ai documentation and examples","description":"# DataPizza MCP Server 🍕\n\nA Model Context Protocol (MCP) server that provides intelligent access to datapizza-ai documentation through vector similarity search and retrieval-augmented generation.\n\n## Overview\n\nThis MCP server enables AI assistants and applications to query the comprehensive datapizza-ai documentation using natural language queries. It indexes documentation from the datapizza-ai repository and provides contextual, relevant responses through a RAG (Retrieval-Augmented Generation) pipeline.\n\n## Features\n\n- **Intelligent Documentation Search**: Natural language queries across datapizza-ai documentation\n- **Vector-Based Retrieval**: Uses OpenAI embeddings and Qdrant vector database for semantic search\n- **MCP Protocol Compliance**: Standard Model Context Protocol implementation for broad compatibility\n- **Automatic Indexing**: Downloads and indexes documentation from GitHub automatically\n- **Cloud-Ready**: Supports Qdrant Cloud for scalable vector storage\n- **Configurable**: Environment-based configuration for flexible deployment\n\n## Architecture\n\nThe server consists of four main components:\n\n- **MCP Server**: FastMCP-based server exposing the `query_datapizza` tool\n- **Indexer**: Downloads and processes datapizza-ai documentation into searchable chunks\n- **Retriever**: RAG engine for semantic search and response generation\n- **Configuration**: Environment-based settings management with validation\n\n## Prerequisites\n\n- Python 3.10 or higher\n- OpenAI API key\n- Qdrant Cloud account and API key\n- Internet connection for documentation indexing\n\n## Installation\n\n1. Clone the repository:\n```bash\ngit clone https://github.com/datapizza-labs/mcp_server_datapizza.git\ncd datapizza-mcp-server\n```\n\n2. Navigate to the package directory:\n```bash\ncd datapizza-mcp-server\n```\n\n3. Install the package with development dependencies:\n```bash\npip install -e \".[dev]\"\n```\n\n## Configuration\n\nCreate a `.env` file in the `datapizza-mcp-server` directory with the following variable…","publisher":{"name":"DataPizza MCP Server","url":null},"homepage":"https://github.com/datapizza-labs/datapizza-mcp-server","repository":"https://github.com/datapizza-labs/datapizza-mcp-server","version":"0.1.0","license":"MIT","protocols":["mcp"],"tags":["ai","datapizza-ai","documentation","mcp","rag"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_mat1312_datapizza-mcp-server","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"code.documentation","name":"Code Documentation","confidence":1,"provenance":"declared"},{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"dev.version-control","name":"Version Control","confidence":1,"provenance":"derived"},{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":1,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.859,"provenance":"derived"},{"slug":"data.database","name":"Databases","confidence":0.791,"provenance":"derived"}],"categories":["code","data","dev"],"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":"iflow-mcp_mat1312_datapizza-mcp-server","registry":"pypi","observedAt":"2026-09-15T19:23:02.541Z","publishedAt":"2026-02-04T04:05:09.808845Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_mat1312_datapizza-mcp-server","url":"https://pypi.org/project/iflow-mcp_mat1312_datapizza-mcp-server/","firstSeenAt":"2026-09-09T19:25:13.162Z","fetchedAt":"2026-09-15T19:20:44.609Z","normalizedAt":"2026-09-15T19:20:44.609Z"}]},"firstSeenAt":"2026-09-09T19:25:13.162Z","updatedAt":"2026-09-15T19:23:02.541Z"}