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Long-term conversational memory system for AI agents — cell-based architecture with hybrid BM25 + semantic retrieval. 96% accuracy on LoCoMo benchmark.

What's novel

Long-term conversational memory system for AI agents — cell-based architecture with hybrid BM25 + semantic retrieval. 96% accuracy on LoCoMo benchmark.

Score Breakdown

Innovation
4 (25%)
Craft
66 (35%)
Traction
17 (15%)
Scope
68 (25%)

Signal breakdown

Innovation

Not Fork+1
Code Novelty+0
Unique Niche+1
Concept Novelty+2

Craft

Ci+5
Tests+8
Polish+3
Releases+1
Has License+5
Code Quality+12
Readme Quality+15
Recent Activity+7
Structure Quality+5
Commit Consistency+0
Has Dependency Mgmt+5

Traction

Forks+6
Stars+6
Hn Points+0
Watchers+0
Early Traction+5
Devto Reactions+0
Community Contribs+0

Scope

Commits+7
Languages+3
Subsystems+13
Bloat Penalty+0
Completeness+7
Contributors+5
Authored Files+15
Readme Code Match+3
Architecture Depth+7
Implementation Depth+8

Evidence

Commits

29

Contributors

1

Files

93

Active weeks

2

TestsCI/CDREADMELicenseContributing

Repository

Language

Python

Stars

3

Forks

1

License

MIT