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Shareable, User-Owned Context BackendPeople, applications, and agents read, write, and coordinate together in one context lake. Reach it over MCP, a CLI, a Python SDK, or REST.fulcradynamics.comAd

TDQS

B3.1/5.0

Scored across 156 tools

Disambiguation2/5

The surface is riddled with overlapping read tools that all answer 'what's in my project' (workspace_summary, workspace_map, project_health, project_resources, data_model_summary, resource_graph, next_actions, gap_analysis), and four competing write paths (generic create/update/action, typed source_create/create_dataset wrappers, preview, write_plan, workflow_apply). The near-identical preview_* family (preview_create_package, preview_import_package, preview_install_package, preview_shared_import, preview_shared_install) and the product-specific ontology query/rows/aggregate/stats/follow_link set are better delimited, but an agent must read long prose to choose correctly.

Naming Consistency3/5

Everything uses snake_case with the whodb_platform_ prefix, which helps, but there is no consistent verb_noun scheme: list tools are bare nouns (sources, datasets, ontologies, packages, teams), reads use inspect/read/view/get variably, and there are singular/plural pairs (app_sdk/app_sdks, app_view/app_views, project_access/resource_access, installation vs installations). The lone whodb_mcp_setup breaks the prefix convention entirely.

Tool Count1/5

156 tools is far beyond any reasonable scope and will swamp an agent's context and selection accuracy, even for a broad hosted data platform. Many entries are thin variations of each other, so the count reflects surface sprawl rather than earned capability.

Completeness4/5

Coverage is genuinely deep: CRUD for sources, datasets, ontologies, transforms, functions, apps and packages, plus sharing, lineage, versions, storage, org/team admin, confirmation lifecycle and workflow persistence. Some operations are only reachable through the catch-all whodb_platform_action and external schema document, which is a minor gap but not a dead end.

Maintenance

ActivityActive
ResponsivenessWithin a week

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