{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_43tcpqvs5kuw","handle":"iflow-mcp-hung-ngm-coles-woolies-mcp","url":"https://wellknown.network/agents/iflow-mcp-hung-ngm-coles-woolies-mcp","links":{"self":"https://wellknown.network/agents/iflow-mcp-hung-ngm-coles-woolies-mcp/record.json","html":"https://wellknown.network/agents/iflow-mcp-hung-ngm-coles-woolies-mcp","markdown":"https://wellknown.network/agents/iflow-mcp-hung-ngm-coles-woolies-mcp/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-hung-ngm-coles-woolies-mcp","status":"https://wellknown.network/api/v1/agents/iflow-mcp-hung-ngm-coles-woolies-mcp/status","claim":"https://wellknown.network/agents/iflow-mcp-hung-ngm-coles-woolies-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-hung-ngm-coles-woolies-mcp/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-hung-ngm-coles-woolies-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-hung-ngm-coles-woolies-mcp/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-hung-ngm-coles-woolies-mcp/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-hung-ngm-coles-woolies-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_hung-ngm-coles-woolies-mcp","summary":"MCP server for Coles and Woolworths product search","description":"# Coles and Woolworths MCP Server\n\nAn experimental Model Context Protocol (MCP) server implementation that allows AI assistants to search for product information from Australia's major supermarkets: Coles and Woolworths. This server exposes product search functionality through the MCP protocol, making it easy for AI assistants to retrieve product pricing and details.\n\n<a href=\"https://glama.ai/mcp/servers/@hung-ngm/coles-woolworths-mcp-server\">\n  <img width=\"380\" height=\"200\" src=\"https://glama.ai/mcp/servers/@hung-ngm/coles-woolworths-mcp-server/badge\" alt=\"coles-woolworths MCP server\" />\n</a>\n\n## Demo\n\n### Use with Claude Desktop\n\nhttps://github.com/user-attachments/assets/0af3b07a-578a-4112-acfe-e7a7eee31161\n\n## Features\n\n- **Product Search**: Search for products at both Coles and Woolworths supermarkets\n- **Price Comparison**: Get pricing information from both retailers in a consistent format\n- **Store Selection**: Search specific Coles stores using store IDs\n- **Result Limiting**: Control how many products are returned in search results\n\n## Quick Start for Claude Desktop, Cursor, and other clients\n\n1. Clone this repository\n```bash\ngit clone https://github.com/hung-ngm/coles-woolworths-mcp-server.git\n```\n\n2. Navigate to the project directory\n```bash\ncd coles-woolies-mcp\n```\n\n3. Install the [prerequisites](#prerequisites)\n\n4. Configure your MCP client to use this server (see [Integrating with MCP Clients](#integrating-with-mcp-clients))\n\n## Installation\n\n### Prerequisites\n\n1. Python 3.8 or higher\n2. The `uv` package manager\n\n### Installing uv\n\nuv is a fast Python package installer and resolver. To install:\n\n#### macOS/Linux:\n```bash\ncurl -LsSf https://astral.sh/uv/install.sh | sh\n```\n\n#### Windows:\n```bash\npowershell -c \"irm https://astral.sh/uv/install.ps1 | iex\"\n```\n\n### Setup\n\n1. Clone the repository and navigate to the project directory\n2. Use `uv` to install dependencies:\n\n```bash\n# Install dependencies\nuv pip install fastmcp requests python-dotenv\n```\n\n## …","publisher":null,"homepage":null,"repository":null,"version":"0.1.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_hung-ngm-coles-woolies-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":"dev.version-control","name":"Version Control","confidence":1,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.859,"provenance":"derived"},{"slug":"commerce.ecommerce","name":"E-commerce Operations","confidence":0.791,"provenance":"derived"}],"categories":["commerce","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_hung-ngm-coles-woolies-mcp","registry":"pypi","observedAt":"2026-11-09T08:25:04.195Z","publishedAt":"2026-02-11T01:12:33.579619Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_hung-ngm-coles-woolies-mcp","url":"https://pypi.org/project/iflow-mcp_hung-ngm-coles-woolies-mcp/","firstSeenAt":"2026-09-09T19:23:43.073Z","fetchedAt":"2026-11-09T08:24:08.233Z","normalizedAt":"2026-11-09T08:24:08.233Z"}]},"firstSeenAt":"2026-09-09T19:23:43.073Z","updatedAt":"2026-11-09T08:25:04.195Z"}