F
licenseNot graded
qualityC
maintenanceA runtime for inspectable agent workflows that provides MCP tools, bounded Python execution, session memory, and deterministic evaluation.
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mallory-grapher
by johnhenry
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TDQS
A3.7/5.0
Scored across 10 tools
Disambiguation4/5
Session lifecycle tools and graph/math operations are mostly distinct, with clear boundaries between get, set, list, and explain cell operations. However, session_define lists catalog ops that are also exposed as standalone tools (math_eval, graph_*), which could confuse whether to invoke an op directly or via define.
Naming Consistency4/5
All tool names use snake_case with predictable prefixes: session_* for session lifecycle and graph_* for graph operations. Minor deviations like math_eval lacking a prefix and graph_bfs using an acronym rather than verb_noun keep it from perfect consistency.
Tool Count4/5
The actual tool list contains 16 tools (despite the stated count of 10), which is slightly above the 3-15 sweet spot. The set is still reasonably scoped for a reactive-cell session server with graph and math operations, and each tool covers a distinct lifecycle or op.
Completeness4/5
The surface covers session open/resume/snapshot/close/list, cell get/set/list/explain/define, and a useful graph/math op catalog. A few gaps exist, such as no explicit cell deletion or session update/capability modification after opening, but core workflows are supported.
Maintenance
ActivityMaintained
ResponsivenessResponsive