yantrikos

Yantrikdb Server — Data skill for Claude Code

Data community

Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memories via temporal decay.

How to install Yantrikdb Server

This entry records only its repository, not the path inside it, so there is no exact command to give. Open yantrikos/yantrikdb-server and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Yantrikdb Server does

Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memories via temporal decay. Rust, Apache-2.0, ships as library / MCP server / HTTP cluster.

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README

YantrikDB

⚠ **Correction notice (2026-04-19):** Phase 3 benchmark writeups committed earlier today (`docs/phase3a/`, `docs/phase3b/`, `docs/phase3c/`, `docs/phase3d/`) used a Python simulator for the "structured memory" condition — NOT the actual yantrikdb engine. Rerun with real yantrikdb is in [`docs/phase3e/`](docs/phase3e/). Full audit trail, preliminary corrected numbers, and the exact publication gate for a findings post are in [`CORRECTIONS.md`](CORRECTIONS.md#whats-pending).

**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.

**Shortest path to try it:** [MCP setup for Claude Code / Cursor / Windsurf →](#get-started-in-60-seconds--claude-code--cursor--windsurf) (one `pip install`, one config block).

**The bigger picture:** YantrikDB is the memory layer being built on the road to [YantrikOS](https://github.com/yantrikos) — an AI-native operating system where agents are first-class primitives, not apps on top. Memory was the bottleneck, so we're shipping it first.

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