asmemory
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AlicenseNot gradedqualityAmaintenanceEnables AI agents to capture, search, and manage structured memory from agent sessions with append-only events and provenance tracking, providing eight local MCP stdio tools.Apache 2.0- AlicenseNot gradedqualityAmaintenanceEnables agents to persistently record experiences, recall related episodes, run VRS convergence, and manage bounded world-state through MCP tools.MIT
- AlicenseNot gradedqualityCmaintenanceProvides transparent, self-pruning memory for AI agents via MCP, enabling persistent, auditable recall that automatically forgets unimportant details.MIT

artificial-memoryofficial
AlicenseNot gradedqualityAmaintenanceEnables AI agents to persist, recall, expand, trace, and inspect durable memories with provenance through MCP tools.MIT- FlicenseNot gradedqualityCmaintenanceProvides persistent, causal memory for AI agents with semantic recall, causal tracking, and importance-based forgetting through MCP tools.-
- AlicenseNot gradedqualityBmaintenanceEnables AI agents to store, search, and resolve shared memories with full provenance, conflict detection, and an audit trail across MCP-compatible clients.MIT
TDQS
Scored across 7 tools
Each tool targets a distinct operation—storing state, storing action, trend analysis, anomaly detection, causal analysis, export, and summary. memory_trend and memory_anomaly both analyze metric series, but their purposes are clear enough to avoid real confusion.
All tools share the memory_ prefix and snake_case, which helps consistency. However, the second part mixes noun-style names (trend, anomaly, causal, summary) with verb-object names (export_datalens, store_state, store_action), so the naming convention is readable but not uniform.
Seven tools is well-scoped for a memory and analysis server: two writers, three analyzers, one export, and one summary. There is no obvious redundancy or bloat.
The surface covers state/action ingestion, trend/anomaly/causal analysis, export, and summary. It lacks direct raw-event queries or deletion, but that may be intentional for an append-only memory store, so this is a minor gap rather than a blocker.