Practitioner Knowledge MCP
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- AlicenseAqualityCmaintenanceEnables Claude to build and query a local, folder-based knowledge base with hybrid vector and BM25 search, save and edit notes, ingest Markdown/text folders with source citations, and browse or restore version history — all running embedded on a laptop with no server or API key.8Apache 2.0
- AlicenseNot gradedqualityCmaintenanceEnables natural language interaction with a personal knowledge base stored locally on your computer, supporting semantic search, note reading, and writing through Claude Code or mobile apps.13MIT
- AlicenseNot gradedqualityAmaintenanceEnables Claude and other AI agents to persistently store, retrieve, and organize decisions, patterns, and knowledge across sessions, so context survives restarts and compaction.17 npmMIT
- AlicenseNot gradedqualityDmaintenanceProvides Claude with persistent local memory and a structured knowledge graph for tracking project states, task dependencies, and historical context. It enables users to store notes, manage task relationships, and perform time-travel queries to reconstruct past information without relying on cloud services.MIT
- AlicenseNot gradedqualityDmaintenanceProvides Claude Desktop with persistent, structured memory and semantic search via a local SQLite knowledge graph, plus a web UI for visualization and management.MIT
- AlicenseAqualityBmaintenanceEnables a shared persistent knowledge vault for Claude Desktop, allowing notes to be saved, retrieved, searched, updated, and deleted across Chat and Code tabs.563 npmMIT
TDQS
Scored across 8 tools
Each tool targets a distinct resource or action: get_idea retrieves one, list_ideas filters and lists, search_ideas does ranked full-text search, store/update_idea handle mutations, and framework tools are separate. The overlap between list_ideas and search_ideas is minimal and well-clarified by descriptions.
Seven of eight tools follow a clear verb_noun pattern (get_idea, list_ideas, search_ideas, store_idea, update_idea, get_framework, list_frameworks). The outlier is idea_stats, which uses noun_noun, but the overall convention remains predictable.
Eight tools are well-scoped for a knowledge base covering ideas and frameworks. Core operations—retrieve, list, search, store, update, stat—are all present without redundant tools.
Ideas support create, read, update, search, and stats, but there is no delete operation. However, update_idea can change status (e.g., to archived), so agents can work around permanent deletion; frameworks are read-only, which may be intentional for curated reference content.