{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_9jjv2p85428w","handle":"iflow-mcp-mcp-geo","url":"https://wellknown.network/agents/iflow-mcp-mcp-geo","links":{"self":"https://wellknown.network/agents/iflow-mcp-mcp-geo/record.json","html":"https://wellknown.network/agents/iflow-mcp-mcp-geo","markdown":"https://wellknown.network/agents/iflow-mcp-mcp-geo/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-mcp-geo","status":"https://wellknown.network/api/v1/agents/iflow-mcp-mcp-geo/status","claim":"https://wellknown.network/agents/iflow-mcp-mcp-geo/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-mcp-geo/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-mcp-geo/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-mcp-geo/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-mcp-geo/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-mcp-geo","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_MCP-geo","summary":"Geocoding MCP server with GeoPY!","description":"# MCP-Geo\nGeocoding MCP server with GeoPY!\n\n<a href=\"https://glama.ai/mcp/servers/ujss4qy5fs\">\n  <img width=\"380\" height=\"200\" src=\"https://glama.ai/mcp/servers/ujss4qy5fs/badge?v=1\" />\n</a>\n\n## 📋 System Requirements\n\n- Python 3.6+\n\n## 📦 Dependencies\n\nInstall all required dependencies:\n\n```bash\n# Using uv\nuv sync\n```\n\n### Required Packages\n- **fastmcp**: Framework for building Model Context Protocol servers\n- **geoPy**: Python library for accessing and geocoding/reverse geocoding locations.\n\nAll dependencies are specified in `requirements.txt` for easy installation.\n\n## 📑 Table of Contents\n- [System Requirements](#-system-requirements)\n- [Dependencies](#-dependencies)\n- [MCP Tools](#%EF%B8%8F-mcp-tools)\n- [Getting Started](#-getting-started)\n- [Installation Options](#-installation-options)\n  - [Claude Desktop](#option-1-install-for-claude-desktop)\n  - [Elsewhere](#option-2-install-elsewhere)\n- [Safety Features](#-safety-features)\n- [Development Documentation](#-development-documentation)\n- [Environment Variables](#%EF%B8%8F-environment-variables)\n\n## 🛠️ MCP Tools\n\nThis MCP server provides the following geocoding tools to Large Language Models (LLMs):\n\n### geocode_location\n\n- Takes a user-provided address or place name and returns the best match’s latitude, longitude, and formatted address.\n\n- Handles errors gracefully and returns None if the location is not found or if an error occurs.\n\n### reverse_geocode\n\n- Takes a latitude and longitude and returns the nearest address.\n- Useful for finding descriptive information about a point on the map.\n\n### geocode_with_details\n\n- Similar to geocode_location but returns additional data such as bounding boxes and more detailed address info, if supported by the geocoder.\n\n### geocode_multiple_locations\n\n- Accepts a list of address strings and returns a list of geocoding results (lat/lon/address) for each address.\n- Rate-limited to avoid hitting geocoding service quotas.\n\n### reverse_geocode_multiple_locations\n\n- Accepts a l…","publisher":null,"homepage":null,"repository":null,"version":"0.0.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_mcp-geo","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.package-management","name":"Packages & Dependencies","confidence":0.859,"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-geo","registry":"pypi","observedAt":"2026-09-15T19:23:06.005Z","publishedAt":"2025-11-21T05:18:30.881590Z","latestVersion":"0.0.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_mcp-geo","url":"https://pypi.org/project/iflow-mcp_mcp-geo/","firstSeenAt":"2026-09-09T20:23:23.059Z","fetchedAt":"2026-09-15T19:20:58.743Z","normalizedAt":"2026-09-15T19:20:58.743Z"}]},"firstSeenAt":"2026-09-09T20:23:23.059Z","updatedAt":"2026-09-15T19:23:06.005Z"}