{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_mz5hc7ms6dgx","handle":"real-estate-sustainability-mcp","url":"https://wellknown.network/agents/real-estate-sustainability-mcp","links":{"self":"https://wellknown.network/agents/real-estate-sustainability-mcp/record.json","html":"https://wellknown.network/agents/real-estate-sustainability-mcp","markdown":"https://wellknown.network/agents/real-estate-sustainability-mcp/record.md","api":"https://wellknown.network/api/v1/agents/real-estate-sustainability-mcp","status":"https://wellknown.network/api/v1/agents/real-estate-sustainability-mcp/status","claim":"https://wellknown.network/agents/real-estate-sustainability-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/real-estate-sustainability-mcp/claim.json","badge":"https://wellknown.network/agents/real-estate-sustainability-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/real-estate-sustainability-mcp/history","tools":"https://wellknown.network/api/v1/agents/real-estate-sustainability-mcp/tools"},"ard":{"identifier":"urn:air::server:real-estate-sustainability-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"real-estate-sustainability-mcp","summary":"MCP server for analyzing building sustainability metrics through Excel, PDF, and standardized frameworks (ESG, LEED, BREEAM, DGNB) with IFC integration","description":"# Real Estate Sustainability Analysis MCP\n\nMCP server for analyzing building sustainability metrics through Excel, PDF, and standardized frameworks (ESG, LEED, BREEAM, DGNB) with IFC integration\n\nBuilt with [FastMCP](https://github.com/jlowin/fastmcp) and [mcp-refcache](https://github.com/l4b4r4b4b4/mcp-refcache) for efficient handling of large data in AI agent tools.\n\n## Features\n\n- ✅ **Reference-Based Caching** - Return references instead of large data, reducing context window usage\n- ✅ **Preview Generation** - Automatic previews for large results (sample, truncate, paginate strategies)\n- ✅ **Pagination** - Navigate large datasets without loading everything at once\n- ✅ **Access Control** - Separate user and agent permissions for sensitive data\n- ✅ **Private Computation** - Let agents compute with values they cannot see\n- ✅ **Docker Ready** - Production-ready containers with Python slim base image\n- ✅ **GitHub Actions** - CI/CD with PyPI publishing and GHCR containers\n\n- ✅ **Langfuse Tracing** - Built-in observability integration\n\n- ✅ **Type-Safe** - Full type hints with Pydantic models\n- ✅ **Testing Ready** - pytest with 73% coverage requirement\n- ✅ **Pre-commit Hooks** - Ruff formatting and linting\n\n## Quick Start\n\n### Prerequisites\n\n- Python 3.12+\n- [uv](https://github.com/astral-sh/uv) (recommended) or pip\n\n### Installation\n\n```bash\n# Clone the repository\ngit clone https://github.com/l4b4r4b4b4/real-estate-sustainability-mcp\ncd real-estate-sustainability-mcp\n\n# Install dependencies\nuv sync\n\n# Run the server (stdio mode for Claude Desktop)\nuv run real-estate-sustainability-mcp\n\n# Run the server (SSE/HTTP mode for deployment)\nuv run real-estate-sustainability-mcp --transport sse --port 8000\n```\n\n### Install from PyPI\n\n```bash\n# Run directly with uvx (no install needed)\nuvx real-estate-sustainability-mcp stdio\n\n# Or install globally\nuv tool install real-estate-sustainability-mcp\nreal-estate-sustainability-mcp --help\n```\n\n### Docker Deployment\n\n```bash\n# Pull and …","publisher":null,"homepage":null,"repository":null,"version":"0.0.2","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:real-estate-sustainability-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.ci-cd","name":"CI/CD & Deploy","confidence":1,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.825,"provenance":"derived"}],"categories":["dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; 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