{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_a8ybkp5jmmsq","handle":"iflow-mcp-farzad528-mcp-server-azure-ai-agents","url":"https://wellknown.network/agents/iflow-mcp-farzad528-mcp-server-azure-ai-agents","links":{"self":"https://wellknown.network/agents/iflow-mcp-farzad528-mcp-server-azure-ai-agents/record.json","html":"https://wellknown.network/agents/iflow-mcp-farzad528-mcp-server-azure-ai-agents","markdown":"https://wellknown.network/agents/iflow-mcp-farzad528-mcp-server-azure-ai-agents/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-farzad528-mcp-server-azure-ai-agents","status":"https://wellknown.network/api/v1/agents/iflow-mcp-farzad528-mcp-server-azure-ai-agents/status","claim":"https://wellknown.network/agents/iflow-mcp-farzad528-mcp-server-azure-ai-agents/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-farzad528-mcp-server-azure-ai-agents/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-farzad528-mcp-server-azure-ai-agents/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-farzad528-mcp-server-azure-ai-agents/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-farzad528-mcp-server-azure-ai-agents/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-farzad528-mcp-server-azure-ai-agents","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_farzad528-mcp-server-azure-ai-agents","summary":"MCP server for Azure AI Agent Service integration with AzureAISearch and Bing Web Grounding tools","description":"# Azure AI Agent Service + Azure AI Search MCP Server\n\nA Model Context Protocol (MCP) server that enables Claude Desktop to search your content using Azure AI services. Choose between Azure AI Agent Service (with both document search and web search) or direct Azure AI Search integration.\n\n![demo](images/demo.gif)\n\n---\n\n## Overview\n\nThis project provides two MCP server implementations to connect Claude Desktop with Azure search capabilities:\n\n1. **Azure AI Agent Service Implementation (Recommended)** - Uses the powerful Azure AI Agent Service to provide:\n   - **Azure AI Search Tool** - Search your indexed documents with AI-enhanced results\n   - **Bing Web Grounding Tool** - Search the web with source citations\n\n2. **Direct Azure AI Search Implementation** - Connects directly to Azure AI Search with three methods:\n   - **Keyword Search** - Exact lexical matches\n   - **Vector Search** - Semantic similarity using embeddings\n   - **Hybrid Search** - Combination of keyword and vector searches\n\n---\n\n## Features\n\n- **AI-Enhanced Search** - Azure AI Agent Service optimizes search results with intelligent processing\n- **Multiple Data Sources** - Search both your private documents and the public web\n- **Source Citations** - Web search results include citations to original sources\n- **Flexible Implementation** - Choose between Azure AI Agent Service or direct Azure AI Search integration\n- **Seamless Claude Integration** - All search capabilities accessible through Claude Desktop's interface\n- **Customizable** - Easy to extend or modify search behavior\n\n---\n\n## Quick Links\n\n- [Get Started with Azure AI Search](https://learn.microsoft.com/en-us/azure/search/search-get-started-portal)\n- [Azure AI Agent Service Quickstart](https://learn.microsoft.com/en-us/azure/ai-studio/how-to/agent-quickstart)\n\n---\n\n## Requirements\n\n- **Python:** Version 3.10 or higher\n- **Claude Desktop:** Latest version\n- **Azure Resources:** \n  - Azure AI Search service with an index containing vectorized te…","publisher":null,"homepage":null,"repository":null,"version":"0.1.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_farzad528-mcp-server-azure-ai-agents","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.web-search","name":"Web Search","confidence":1,"provenance":"derived"},{"slug":"infra.cloud","name":"Cloud Platforms","confidence":1,"provenance":"derived"},{"slug":"data.vector-search","name":"Vector Search","confidence":0.825,"provenance":"derived"}],"categories":["data","infra"],"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_farzad528-mcp-server-azure-ai-agents","registry":"pypi","observedAt":"2026-10-28T04:28:22.723Z","publishedAt":"2026-02-13T07:44:46.612124Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_farzad528-mcp-server-azure-ai-agents","url":"https://pypi.org/project/iflow-mcp_farzad528-mcp-server-azure-ai-agents/","firstSeenAt":"2026-09-09T18:22:22.096Z","fetchedAt":"2026-10-28T04:26:55.252Z","normalizedAt":"2026-10-28T04:26:55.252Z"}]},"firstSeenAt":"2026-09-09T18:22:22.096Z","updatedAt":"2026-10-28T04:28:22.723Z"}