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mcp-memory: a working memory server for agent sessions

Persists agent memory across sessions with a small, auditable schema.

GitHubJun 30, 20266 min
Open Source
Source Summary

Drop-in MCP server that stores per-project facts an agent can recall next session. Small JSON schema, local-first, no cloud dependency.

Practical Implication

Your agent stops re-learning the project every session. Worth the 4-minute setup on any repo you touch weekly.

Agent-Ready Context
mcp-memory stores per-project facts an agent can recall next session. Tested on macOS + Cursor: setup ~4 min, recall reliable for <500 facts. Limitation: no eviction policy yet.
Labels
MCPAgent MemoryDeveloper ToolsCursorMCP ClientImprove Agent ReliabilityCompare Tools
Founder Tested
Tested byfounderTested at2026-06-28EnvironmentmacOS 15 + Cursor 1.4StepsInstalled via npx, registered as MCP server, ran 3 sessions on feed7 repo.ResultWorked. Recall reliable for <500 facts.LimitationsNo eviction policy; unbounded growth on large projects.
Uncertainty
No eviction policy; unbounded growth on large projects.
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