A
licenseNot graded
qualityD
maintenanceUnified MCP server with 46 tools for AI expert consultations, memory service integration (semantic search, knowledge graphs), workflow automation, and code sandboxing.
MIT
Msty Admin MCP
by M-Pineapple
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TDQS
C2.3/5.0
Scored across 56 tools
Disambiguation3/5
Many tools target distinct resources (Bloom evaluations, Studio entities, model services, Nexus), but several clusters overlap: get_service_status vs analyse_msty_health vs get_server_status, multiple chat_with_*_model variants, and multiple list_*_models tools. Descriptions help, but boundaries remain fuzzy for status/health and model-selection tasks.
Naming Consistency4/5
Names are predominantly snake_case with verb_noun or verb_entity order, and spelling is consistently British (analyse, optimise). Minor deviations exist: bloom_* prefixes some Bloom tools, and retrieval verbs vary across get, read, and query.
Tool Count1/5
With 56 tools, the set is far beyond the typical 3-15 well-scoped range. The breadth includes many niche, overlapping, and read-only inspection tools, making the surface difficult for an agent to navigate efficiently.
Completeness3/5
The server covers a wide read-only surface: installation health, databases, services, models, Bloom evaluations, Studio entities, migrations, and Nexus. However, mutation operations (create/update/delete) are largely absent for Studio entities, and import/sync tools only validate or report rather than perform changes, creating admin dead ends.
Maintenance
ActivityMaintained
ResponsivenessUnresponsive