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yantrikos/yantrikdb

89

A memory database that forgets, consolidates, and detects contradictions. Vector databases store memories. They don't manage them. After 10,000 memories, recall quality degrades because there's no consolidation, no forgetting, no conflict resolution. Your AI agent just gets noisier. YantrikDB is different. It's a cognitive memory engine — embed it, run it as a server, or connect via MCP. It thinks about what it stores.

What's novel

Not another vector database. YantrikDB models how memory actually works — temporal decay, semantic consolidation, contradiction detection, knowledge graph, and proactive triggers.

Code Analysis

8 files read · 3 rounds

A hybrid Rust/Python cognitive memory engine that combines vector search with a knowledge graph to provide persistent, self-consolidating, and conflict-aware memory for AI agents.

Strengths

Exceptional engineering depth in concurrency safety (lock ordering, read pools, atomic state swaps) and sophisticated cognitive algorithms like entity-aware consolidation and multi-strategy contradiction detection. The schema evolution history (v1-v37+) demonstrates robust long-term maintainability.

Weaknesses

The codebase is extremely dense with a massive public API surface, which increases cognitive load for contributors. While unit tests exist for core logic, the complexity of the 'cognitive' features makes comprehensive integration testing challenging and likely under-tested relative to the feature count.

Score Breakdown

Innovation
6 (25%)
Craft
84 (35%)
Traction
45 (15%)
Scope
91 (25%)

Signal breakdown

Innovation

Not Fork+1
Code Novelty+1
Concept Novelty+2

Craft

Ci+5
Tests+8
Polish+1
Releases+4
Has License+5
Code Quality+25
Readme Quality+15
Recent Activity+7
Structure Quality+5
Commit Consistency+4
Has Dependency Mgmt+5

Traction

Forks+12
Stars+20
Hn Points+8
Watchers+0
Early Traction+5
Devto Reactions+0
Community Contribs+0

Scope

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

Evidence

Commits

149

Contributors

1

Files

249

Active weeks

8

TestsCI/CDREADMELicenseContributing

Repository

Language

Rust

Stars

20

Forks

7

License

AGPL-3.0