telexed ~ c / fc127157-726radar:50 · agent_toolLIVE
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NO.
#fc127157
Topic
AGENTS & TOOLS
Source
Hacker News · Show HN AI
Published
2026-04-26 20:58:31
Importance
★ 5/10 — radar 50
`YourMemory`: decay-based AI memory MCP with graph retrieval
FIG-0011:1

`YourMemory`: decay-based AI memory MCP with graph retrieval

Instead of keeping every note forever, it decays weak memories and reinforces recalled ones. That cuts context bloat, lifts retrieval quality, and looks worth testing for long-running agents.

[ KEY POINTS ]
  1. Uses the Ebbinghaus forgetting curve: each recall strengthens a memory, while unused entries decay and get pruned. Memory hygiene is built into retrieval, not left to manual cleanup.
  2. Adds a graph layer on top of the vector store to catch logical neighbors that pure semantic search misses. This targets a real failure mode in agent memory stacks.
  3. On LoCoMo, it reports 52% Recall@5 and about 84% less token waste versus stateless vector stores. If those numbers hold, the tradeoff is strong.
  4. Runs as a local-first MCP server on DuckDB, which keeps setup lightweight and ownership local. Better fit for persistent project agents than chat-session memory hacks.
Originalgithub.com/sachitrafa/YourMemoryRead original →

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