Mnemo
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- AlicenseNot gradedqualityBmaintenanceEnables AI agents to persist and retrieve structured memory across sessions and models via MCP tools for cataloging, searching, and saving facts, with automatic supersession and scope filtering.MIT
- AlicenseNot gradedqualityBmaintenanceEnables AI agents to store, recall, link, and manage durable local memories using ranked fuzzy search and optional graph context through a compact MCP interface.MIT
- AlicenseNot gradedqualityAmaintenanceEnables MCP-compatible AI agents to share a self-hosted, encrypted memory of the user, with fuzzy search and tools to store, retrieve, and remove facts.2MIT
- AlicenseNot gradedqualityBmaintenanceEnables multiple MCP agents to read and write a single user-controlled, local-first fact layer under one user identity with explicit scopes, preserving sources, versions, permissions, and audit history. Supports structured memories such as preferences, facts, task state, and decisions, plus structured handoff capsules so one agent can resume another's work by task ID.MIT
- AlicenseNot gradedqualityDmaintenanceLocal-first AI memory layer with hybrid retrieval and brain-inspired namespaces. Enables agents to save, search, and manage memories directly via MCP tools.7 npmMIT
- AlicenseNot gradedqualityBmaintenanceEnables AI agents to store and recall durable facts, decisions, and lessons over MCP using hybrid semantic and keyword search, typed memories, graph relations, sessions, and time-travel queries. Runs locally with no server process or API key, persisting everything to files that both agents and a CLI can share.13 npmMIT
TDQS
Scored across 7 tools
Each tool maps to a distinct memory operation: create, search, list, update, delete, link, and maintain. The overlap between search_memory and list_memories is clearly resolved by describing full-text vs structured filtering, and update_memory is distinct from save_memory due to versioning semantics.
Most tools follow a clear verb_noun snake_case pattern: save_memory, search_memory, update_memory, forget_memory, link_memories. Minor deviations include the plural 'memories' for list/link while others use singular 'memory', and consolidates is a bare verb without a noun object.
Seven tools is well-scoped for a memory server: it covers ingestion, retrieval, structured listing, mutation, deletion, relationships, and maintenance. Each tool has a clear role and none feels redundant or unnecessary.
The core memory lifecycle is well covered: save, search, list, update, soft/hard delete, link, and consolidation. The main gap is that relationships can be created via link_memories but there is no explicit unlink or relationship-query tool, and there is no dedicated get_memory_by_id, though list_memories likely fills that role.