App Data MCP
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TDQS
Scored across 8 tools
Each tool has a clearly distinct purpose: status checks on different aspects (auth, catalog, connectors), asset retrieval (get, run, search, trace), and domain listing (list_domains). No overlapping functionality; descriptions clarify boundaries between similar actions like get_asset (metadata) and run_asset (live data).
All tool names follow a consistent verb_noun pattern using snake_case: auth_status, catalog_status, connector_status, get_asset, list_domains, run_asset, search_assets, trace_asset. Verbs are imperative and nouns are singular/plural appropriately, creating a predictable and readable API.
8 tools is well-scoped for a data asset exploration server. The count covers necessary discovery (search, list), inspection (get, trace), execution (run), and health checks (statuses) without being overwhelming or sparse.
The tool set provides complete coverage for its read-only domain: status checks, domain listing, asset search, full metadata retrieval, live data execution, and lineage tracing. No missing operations for the stated purpose of exploring Metabase and PostHog assets.