{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_hcns2dmj6rcc","handle":"iflow-mcp-mcp-server-milvus","url":"https://wellknown.network/agents/iflow-mcp-mcp-server-milvus","links":{"self":"https://wellknown.network/agents/iflow-mcp-mcp-server-milvus/record.json","html":"https://wellknown.network/agents/iflow-mcp-mcp-server-milvus","markdown":"https://wellknown.network/agents/iflow-mcp-mcp-server-milvus/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-mcp-server-milvus","status":"https://wellknown.network/api/v1/agents/iflow-mcp-mcp-server-milvus/status","claim":"https://wellknown.network/agents/iflow-mcp-mcp-server-milvus/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-mcp-server-milvus/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-mcp-server-milvus/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-mcp-server-milvus/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-mcp-server-milvus/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-mcp-server-milvus","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_mcp-server-milvus","summary":"MCP server for Milvus","description":"# MCP Server for Milvus\n\n> The Model Context Protocol (MCP) is an open protocol that enables seamless integration between LLM applications and external data sources and tools. Whether you're building an AI-powered IDE, enhancing a chat interface, or creating custom AI workflows, MCP provides a standardized way to connect LLMs with the context they need.\n\nThis repository contains a MCP server that provides access to [Milvus](https://milvus.io/) vector database functionality.\n\n![MCP with Milvus](Claude_mcp+1080.gif)\n\n## Prerequisites\n\nBefore using this MCP server, ensure you have:\n\n- Python 3.10 or higher\n- A running [Milvus](https://milvus.io/) instance (local or remote)\n- [uv](https://github.com/astral-sh/uv) installed (recommended for running the server)\n\n## Usage\n\nThe recommended way to use this MCP server is to run it directly with `uv` without installation. This is how both Claude Desktop and Cursor are configured to use it in the examples below.\n\nIf you want to clone the repository:\n\n```bash\ngit clone https://github.com/zilliztech/mcp-server-milvus.git\ncd mcp-server-milvus\n```\n\nThen you can run the server directly:\n\n```bash\nuv run src/mcp_server_milvus/server.py --milvus-uri http://localhost:19530\n```\n\nAlternatively you can change the .env file in the `src/mcp_server_milvus/` directory to set the environment variables and run the server with the following command:\n\n```bash\nuv run src/mcp_server_milvus/server.py\n```\n\n### Important: the .env file will have higher priority than the command line arguments.\n\n### Running Modes\n\nThe server supports two running modes: **stdio** (default) and **SSE** (Server-Sent Events).\n\n### Stdio Mode (Default)\n\n- **Description**: Communicates with the client via standard input/output. This is the default mode if no mode is specified.\n\n- Usage:\n\n  ```bash\n  uv run src/mcp_server_milvus/server.py --milvus-uri http://localhost:19530\n  ```\n\n### SSE Mode\n\n- **Description**: Uses HTTP Server-Sent Events for communication. This mode allow…","publisher":null,"homepage":null,"repository":null,"version":"0.1.1","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_mcp-server-milvus","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":"dev.version-control","name":"Version Control","confidence":1,"provenance":"derived"},{"slug":"dev.terminal","name":"Terminal & Shell","confidence":0.825,"provenance":"derived"}],"categories":["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_mcp-server-milvus","registry":"pypi","observedAt":"2026-09-15T19:23:12.139Z","publishedAt":"2025-11-21T04:01:26.587722Z","latestVersion":"0.1.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_mcp-server-milvus","url":"https://pypi.org/project/iflow-mcp_mcp-server-milvus/","firstSeenAt":"2026-09-09T20:23:48.478Z","fetchedAt":"2026-09-15T19:21:23.821Z","normalizedAt":"2026-09-15T19:21:23.821Z"}]},"firstSeenAt":"2026-09-09T20:23:48.478Z","updatedAt":"2026-09-15T19:23:12.139Z"}