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
A4/5.0
Scored across 7 tools
Disambiguation5/5
Each session_ tool targets a distinct resource-action pair: listing sessions vs listing cells, setting vs getting cells, opening vs closing sessions. The overlapping terms 'session' and 'cell' are disambiguated by the noun and verb combination, leaving no ambiguity.
Naming Consistency5/5
All tools follow a strict 'session_' pattern with verb-noun structure (open, close, list, set_cell, get_cell, define, list_cells). The convention is uniform and predictable, making it easy to infer functionality from the name.
Tool Count5/5
With 7 tools, the set is well-scoped for the session-based reactive cell domain. Each tool serves a distinct purpose covering session management and cell operations without redundancy or bloat.
Completeness4/5
The tool surface covers the full session lifecycle (open, list, close) and cell operations (set, get, list cells, define). A minor gap is the absence of a direct 'delete cell' operation, but existing tools (set_cell demoting computed cells) mitigate this limitation, so agents can work around it.
Maintenance
ActivityMaintained
ResponsivenessResponsive