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OSS2026-07-28 · source-backed
MemPalace (57,821 stars, v3.6.0) reports 96.6% raw recall@5 on LongMemEval with no LLM required, 98.4% with hybrid v4 on a held-out 450 questions, LoCoMo R@10 rising 60.3% → 88.9%, ConvoMem 92.9%, MemBench 80.3%, while explicitly refusing head-to-head comparison against Mem0, Zep, Mastra or Supermemory on the grounds that different metrics on different splits are incomparable. rohitg00/agentmemory (25,913 stars) claims "#1 based on real-world benchmarks" at 95.2% recall@5 and 88.2% MRR on LongMemEval-S, and does publish a rival table citing mem0 at 68.5% and Letta/MemGPT at 83.2% on LoCoMo. Anyone comparing the two is comparing incompatible evaluations, and agentmemory's own docs concede only its figures are on LongMemEval-S. MemPalace's refusal is the more honest position. (GitHub)
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Compounding at ~847 stars/day to 97,447, built on tree-sitter AST parsing across 36+ languages plus Leiden community detection, with no vector store anywhere in the pipeline. Every edge is labeled EXTRACTED (explicit in source) or INFERRED (derived through resolution), which i...
MemPalace (~53.6K stars) claims best-benchmarked, against mem0 (~57.8K) and claude-mem (~80.8K) (GitHub). Agent memory went from experimental nicety to a competitive subcategory with published benchmarks. Pair this with the local-first angle: Mnemo offers a Rust + SQLite + pet...
MemPalace bills itself as "the best-benchmarked open-source AI memory system," and at 57,551 stars it's a leading local-first memory layer. Its headline 100% LoCoMo score across all five question types was achieved at top_k=50, which effectively retrieves the entire corpus, me...
Memori turns agent execution traces into structured persistent state, outperforming Zep, LangMem, and Mem0 on the LoCoMo benchmark while reducing prompt size by 67% vs Zep. Python and TypeScript SDKs. If you're building agents that need memory, benchmark this against whatever...
Created by Milla Jovovich and developer Ben Sigman using Claude Code, the MIT-licensed system uses "palace architecture" with 30x lossless compression and runs entirely offline via MCP. 50.5K stars in under a month. The celebrity angle is noise. The benchmark claim (96.6% raw,...
MemPalace at 58,086 stars and 7,468 forks calls itself "the best-benchmarked open-source AI memory system," TencentDB-Agent-Memory is at 14,642 and climbing 1,891/day, and zszz3/AgentRecall added 278 this week to reach 699. Each attacks a different axis: benchmark leadership,...
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