{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_p5hgn6udasht","handle":"rasdaman-mcp","url":"https://wellknown.network/agents/rasdaman-mcp","links":{"self":"https://wellknown.network/agents/rasdaman-mcp/record.json","html":"https://wellknown.network/agents/rasdaman-mcp","markdown":"https://wellknown.network/agents/rasdaman-mcp/record.md","api":"https://wellknown.network/api/v1/agents/rasdaman-mcp","status":"https://wellknown.network/api/v1/agents/rasdaman-mcp/status","claim":"https://wellknown.network/agents/rasdaman-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/rasdaman-mcp/claim.json","badge":"https://wellknown.network/agents/rasdaman-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:rasdaman-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"rasdaman-mcp","summary":"MCP server enabling LLM-powered access to multi-dimensional geo-spatial datacubes in rasdaman.","description":"# 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\nFirst the connection from the MCP server to rasdaman needs to be configured, either through environment variables:\n\n - `RASDAMAN_URL`: URL for the rasdaman server\n - `RASDAMAN_USERNAME`: Username for authentication\n - `RASDAMAN_PASSWORD`: Password for authentication\n\nor command-line arguments to the `rasdaman-mcp` tool:\n\n - `--rasdaman-url`: URL for the rasdaman server (default `RASDAMAN_URL` env variable or `http://localhost:8080/rasdaman/ows`).\n - `--username`: Username for authentication (default `RASDAMAN_USERNAME` env variable or `rasguest`).\n - `--password`: Sets the password for authentication (default `RASDAMAN_PASSWORD` env variable or `rasguest`).\n\nThen the MCP is ready to be used with an AI agent tool, in one of two modes: `stdio` (default) or `http`.\n\n### `stdio` Mode\nUsed for direct integration with clients that take over managing the server process and communicate with it through standard input/output.\nGenerally in your AI tool you need to specify the command to run `rasdaman-mcp`:\n\n    rasdaman-mcp --username rasguest --password rasguest --rasdaman-url \"...\"\n\nExample for enabling it in gemini-cli:\n\n    gemini mcp add rasdaman-mcp \"rasdaman-mcp --username rasguest --password rasguest\"\n\nBenefits:\n- Simplicity: No need to manage a separate server process or ports.\n- Seamless Integration: Tools are transparently made available to the LLM within the client environment.\n\n### `http` Mode\nThis …","publisher":null,"homepage":"https://rasdaman.github.io/rasdaman-mcp/","repository":"https://github.com/rasdaman/rasdaman-mcp/issues","version":"0.4.5","license":null,"protocols":["mcp"],"tags":["rasdaman","wcps","wcs","mcp","llm","gis"],"pricing":null,"endpoints":[{"url":"pypi:rasdaman-mcp","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","registry":"pypi","observedAt":"2026-09-10T11:28:10.562Z","publishedAt":"2026-08-21T07:36:46.301164Z","latestVersion":"0.4.5"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"rasdaman-mcp","url":"https://pypi.org/project/rasdaman-mcp/","firstSeenAt":"2026-09-10T11:26:04.666Z","fetchedAt":"2026-09-10T11:26:04.666Z","normalizedAt":"2026-09-10T11:26:04.666Z"}]},"firstSeenAt":"2026-09-10T11:26:04.666Z","updatedAt":"2026-09-10T11:28:10.562Z"}