{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_yv6kv2zkcndt","handle":"rasdaman-mcp-fastmcp","url":"https://wellknown.network/agents/rasdaman-mcp-fastmcp","links":{"self":"https://wellknown.network/agents/rasdaman-mcp-fastmcp/record.json","html":"https://wellknown.network/agents/rasdaman-mcp-fastmcp","markdown":"https://wellknown.network/agents/rasdaman-mcp-fastmcp/record.md","api":"https://wellknown.network/api/v1/agents/rasdaman-mcp-fastmcp","status":"https://wellknown.network/api/v1/agents/rasdaman-mcp-fastmcp/status","claim":"https://wellknown.network/agents/rasdaman-mcp-fastmcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/rasdaman-mcp-fastmcp/claim.json","badge":"https://wellknown.network/agents/rasdaman-mcp-fastmcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:rasdaman-mcp-fastmcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"rasdaman-mcp-fastmcp","summary":"MCP server enabling LLM-powered access to multi-dimensional geo-spatial datacubes in rasdaman.","description":"[![Add to Cursor](https://fastmcp.me/badges/cursor_dark.svg)](https://fastmcp.me/MCP/Details/1833/rasdaman-mcp-server)\n[![Add to VS Code](https://fastmcp.me/badges/vscode_dark.svg)](https://fastmcp.me/MCP/Details/1833/rasdaman-mcp-server)\n[![Add to Claude](https://fastmcp.me/badges/claude_dark.svg)](https://fastmcp.me/MCP/Details/1833/rasdaman-mcp-server)\n[![Add to ChatGPT](https://fastmcp.me/badges/chatgpt_dark.svg)](https://fastmcp.me/MCP/Details/1833/rasdaman-mcp-server)\n[![Add to Codex](https://fastmcp.me/badges/codex_dark.svg)](https://fastmcp.me/MCP/Details/1833/rasdaman-mcp-server)\n[![Add to Gemini](https://fastmcp.me/badges/gemini_dark.svg)](https://fastmcp.me/MCP/Details/1833/rasdaman-mcp-server)\n\n# Rasdaman MCP Server\n\nThis tool enables users to interact with rasdaman in a natural language context.\nBy exposing rasdaman functionality as tools via the MCP protocol, an LLM can query the database to answer questions like:\n\n- \"What datacubes are available?\"\n- \"What are the dimensions of the 'Sentinel2_10m' coverage?\"\n- \"Create an NDVI image for June 12, 2025.\"\n\nThe MCP server translates these tool calls into actual WCS/WCPS queries that rasdaman can understand and then returns the results to the LLM.\n\n## Installation\n\n```bash\npip install rasdaman-mcp\n```\n\n## Usage\n\nThe entry point is `rasdaman-mcp`. It can be run in two primary modes controlled by the `--transport` command-line argument: `stdio` (default) and `http`.\n\n### Configuration\nThe connection from the MCP server to rasdaman can be configured in two ways.\n\n1. Command-line arguments:\n - `--rasdaman-url`: URL for the rasdaman server (default `RASDAMAN_URL` environment variable or `http://localhost:8080/rasdaman/ows`).\n - `--username`: Username for authentication (default `RASDAMAN_USERNAME` environment variable or `rasguest`).\n - `--password`: Sets the password for authentication (default `RASDAMAN_PASSWORD` environment variable or `rasguest`).\n\n2. Environment variables:\n - `RASDAMAN_URL`: URL for the ras…","publisher":null,"homepage":"https://github.com/fastmcp-me/rasdaman-mcp#readme","repository":"https://github.com/fastmcp-me/rasdaman-mcp#readme","version":"0.1.2","license":null,"protocols":["mcp"],"tags":["rasdaman","wcps","wcs","mcp","llm","gis"],"pricing":null,"endpoints":[{"url":"pypi:rasdaman-mcp-fastmcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"dev.terminal","name":"Terminal & Shell","confidence":0.825,"provenance":"derived"},{"slug":"data.database","name":"Databases","confidence":0.791,"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":"rasdaman-mcp-fastmcp","registry":"pypi","observedAt":"2026-09-10T11:28:10.614Z","publishedAt":"2026-02-10T21:20:07.805719Z","latestVersion":"0.1.2"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"rasdaman-mcp-fastmcp","url":"https://pypi.org/project/rasdaman-mcp-fastmcp/","firstSeenAt":"2026-09-10T11:26:04.909Z","fetchedAt":"2026-09-10T11:26:04.909Z","normalizedAt":"2026-09-10T11:26:04.909Z"}]},"firstSeenAt":"2026-09-10T11:26:04.909Z","updatedAt":"2026-09-10T11:28:10.614Z"}