{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_47d6eudjgxyq","handle":"iflow-mcp-esakrissa-weather","url":"https://wellknown.network/agents/iflow-mcp-esakrissa-weather","links":{"self":"https://wellknown.network/agents/iflow-mcp-esakrissa-weather/record.json","html":"https://wellknown.network/agents/iflow-mcp-esakrissa-weather","markdown":"https://wellknown.network/agents/iflow-mcp-esakrissa-weather/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-esakrissa-weather","status":"https://wellknown.network/api/v1/agents/iflow-mcp-esakrissa-weather/status","claim":"https://wellknown.network/agents/iflow-mcp-esakrissa-weather/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-esakrissa-weather/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-esakrissa-weather/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-esakrissa-weather/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-esakrissa-weather/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-esakrissa-weather","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_esakrissa-weather","summary":"Weather MCP server using Open-Meteo API","description":"# Weather Bot with OpenAI Agents SDK\n\nA Telegram bot that provides real-time weather information using OpenAI's Agents SDK and Model Context Protocol (MCP). The bot can fetch current weather conditions for cities worldwide using natural language queries, powered by GPT-4o-mini model.\n\n## Features\n\n- Real-time weather data using Open-Meteo API\n- Natural language processing with OpenAI Agents SDK (GPT-4o-mini)\n- Simple MCP server implementation for weather data retrieval\n- Telegram-native message formatting\n- Easy-to-use interface with simple weather queries\n\n## Technology Stack\n\n- Python 3.11+\n- OpenAI Agents SDK\n- Model Context Protocol (MCP)\n- python-telegram-bot\n- Open-Meteo API (no API key required)\n\n## Quick Start\n\n1. Clone the repository:\n```bash\ngit clone https://github.com/esakrissa/agents-sdk-telegram.git\ncd agents-sdk-telegram\n```\n\n2. Create and activate a virtual environment:\n```bash\npython -m venv venv\nsource venv/bin/activate  # On Windows: venv\\Scripts\\activate\n```\n\n3. Install dependencies:\n```bash\npip install -r requirements.txt\n```\n\n4. Create a .env file in the project root:\n```bash\nTELEGRAM_BOT_TOKEN=your_bot_token_here\nOPENAI_API_KEY=your_openai_api_key_here\n```\n\n5. Run the bot:\n```bash\npython main.py\n```\n\n## Usage\n\nSimply send a message to the bot asking about weather in any city:\n```\nwhat's the weather in Ubud?\n```\n\nThe bot will respond with current weather conditions including:\n- Temperature\n- Weather conditions\n- Wind speed\n\n## Architecture\n\n### OpenAI Agents SDK Integration\nThe bot uses OpenAI's Agents SDK with GPT-4o-mini model to process natural language queries and generate human-like responses. The Agent is configured with specific instructions for handling weather-related queries and maintaining conversation context.\n\n### Model Context Protocol (MCP)\nThe project implements a simple MCP server (`weather_mcp.py`) that provides the `get_weather` tool. This demonstrates how to:\n- Create custom MCP tools\n- Handle tool requests and responses\n- …","publisher":null,"homepage":null,"repository":null,"version":"0.1.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_esakrissa-weather","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.weather","name":"Weather","confidence":1,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":1,"provenance":"derived"}],"categories":["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_esakrissa-weather","registry":"pypi","observedAt":"2026-11-09T08:24:42.139Z","publishedAt":"2026-02-26T10:26:30.607454Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_esakrissa-weather","url":"https://pypi.org/project/iflow-mcp_esakrissa-weather/","firstSeenAt":"2026-09-09T18:22:17.318Z","fetchedAt":"2026-11-09T08:23:14.008Z","normalizedAt":"2026-11-09T08:23:14.008Z"}]},"firstSeenAt":"2026-09-09T18:22:17.318Z","updatedAt":"2026-11-09T08:24:42.139Z"}