F
licenseNot graded
qualityA
maintenanceMCP server providing persistent cognitive infrastructure including semantic memory, emotional processing, identity continuity, and a subconscious daemon for pattern analysis.
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mcai-knowledge
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TDQS
A4.4/5.0
Scored across 5 tools
Disambiguation5/5
Each tool targets a distinct retrieval mode: full-sentence Q&A (mcai_answer), single-entry lookup (mcai_concept), fuzzy keyword search (mcai_search), relation subgraph (mcai_related), and full catalog (mcai_list). Every description includes an explicit division-of-labor section naming the sibling tools and when to prefer them, which eliminates misselection.
Naming Consistency4/5
All names share a uniform mcai_ prefix and single-token suffix, so the set reads predictably. Minor deviation: answer/search/list are verbs while concept/related are noun/adjective forms, so the suffix is not strictly a verb_noun pattern.
Tool Count5/5
Five tools map cleanly onto the five natural access paths of a term-based knowledge base (catalog, search, entry, relations, natural-language answer). Nothing appears redundant and no obvious access mode is missing, so each tool earns its place.
Completeness4/5
The surface covers discovery (list/search), retrieval (concept), explanation (answer), and graph traversal (related), which is full coverage for a read-only knowledge domain. Minor gap: there is no tool to enumerate systems/categories or corpus metadata directly, so taxonomy discovery depends on filtering the term list.
Maintenance
ActivityMaintained
ResponsivenessNo issues