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
C2.7/5.0
Scored across 36 tools
Disambiguation5/5
Every tool targets a distinct function or backend with clear descriptions, making it easy for an agent to select the correct one. Even similar chat tools are differentiated by model backend. No overlapping purposes detected.
Naming Consistency5/5
Tool names follow a consistent verb_noun pattern with snake_case, and related tools share prefixes like 'bloom_' or 'list_'. The naming is predictable and aids in understanding tool relationships.
Tool Count2/5
With 36 tools, the server has a high number of tools relative to typical MCP servers. While many are justified by the broad scope of admin tasks, the count exceeds the recommended range and may overwhelm agents.
Completeness4/5
The tool set covers a wide range of admin functions including health monitoring, model evaluation, chat, calibration, and configuration. However, it lacks full model lifecycle management (create/update/delete) which could be a gap for some use cases.
Maintenance
ActivitySlowing
ResponsivenessNo issues