MemAI
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TDQS
Scored across 24 tools
Each tool targets a distinct action or memory type. Even though there are multiple retrieval tools (e.g., get_memory, list_by_domain, recall, search, pulse), their specific purpose (single record, domain-listing, note-only, hybrid, session warm-up) is clearly differentiated. No two tools overlap in functionality.
Most tools follow a verb_noun pattern (e.g., edit_memory, list_domains), but a few are bare nouns (anti_pattern, checkpoint, handoff, note, reasoning) or verbs (forget, help, pulse). While the pattern is not perfectly uniform, it remains predictable and readable.
With 24 tools, the server is on the upper end of the typical range, but the scope—comprehensive memory management with CRUD, search, linking, optimization, and curation—justifies the number. It is well-scoped, and each tool adds clear value.
The tool set covers the full lifecycle of memory management: writing various types (note, reasoning, checkpoint, anti_pattern, handoff), reading via multiple methods, updating (edit, link, set_confidence), deleting (soft and hard), deduplication, optimization workflow, and help. No obvious gaps are present.