ameriflux-mcp
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TDQS
Scored across 11 tools
Most tools occupy clearly separate niches: search_* returns candidate lists, get_* pulls one entity, and the local-file tools (list_files, preview_data, read_bif) are distinct from the API tools. A few pairs are close — describe_variables vs. search_variables (both about variable names) and get_badm vs. read_bif (BADM metadata via API vs. from a local file) — but the descriptions explicitly anchor them to different sources and workflows.
Every tool carries the amf_ prefix and follows a clean snake_case verb_noun pattern (get_site, search_sites, describe_variables, read_bif, list_files), with only the conventional bare 'ping' deviating. The naming is fully predictable and reinforces the search/get/describe groupings.
Eleven tools is a well-scoped set for a site-catalog + metadata + local-file-inspection server, and each tool maps to a concrete step in the discovery-to-analysis workflow. No filler or redundant wrappers are present.
The discovery, metadata, citation and local-file reading surface is rich, but the download step appears absent from the tool list even though amf_ping describes configured download identities, enabled downloads, and 'which tools need it' — leaving a gap between finding a site and reading its data. There is also no write/export or bulk-extraction operation, so agents may hit a dead end after previewing files.