cff-version: 1.2.0
message: "If you use RAMR, please cite it."
title: "RAMR — Retrieval-Augmented Memory Reliability"
doi: 10.5281/zenodo.20818291
identifiers:
  - type: doi
    value: 10.5281/zenodo.20818291
    description: "Zenodo concept DOI (always resolves to the latest version)"
  - type: doi
    value: 10.5281/zenodo.20996166
    description: "Zenodo archive (v0.4.1)"
  - type: doi
    value: 10.5281/zenodo.20818813
    description: "Zenodo archive (v0.1.1)"
abstract: >-
  A contamination-resistant synthetic benchmark for agentic-RAG / memory systems.
  Nine metrics (conversion, chain-fragility, distraction, fact-retention-at-budget,
  outcome-ranked recall, forget-precision, compression-vs-raw, operational-continuity,
  temporal-as-of) with pre-registered falsifiers, bootstrap confidence intervals, a
  frozen sha256-pinned dataset, a single runner, a number-verification ledger, and a
  reusable Folklore Meter probe.
type: software
authors:
  - name: "Agora"
    website: "https://github.com/DanceNitra"
version: "0.4.1"
date-released: "2026-06-28"
license: MIT
url: "https://github.com/DanceNitra/ramr"
repository-code: "https://github.com/DanceNitra/ramr"
keywords:
  - benchmark
  - agent-memory
  - retrieval-augmented-generation
  - evaluation
  - llm