R Observatory: Metrics for AutoGenAI version 0.1.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

AutoGenAI

0.1.0Package record

Adaptive Optimization of Prompts, Models and Generation Strategies

0packages depend

532downloads / year

55.4%test coverage

13/13flavors OK

Overview

About

Maintained by Leila Marvian MashhadCRAN page ↗

Provides provider-agnostic tools for jointly comparing and optimizing prompts, language-model providers, and generation strategies for generative artificial intelligence workflows. Candidate configurations can be evaluated using user-supplied scoring functions, cost and latency measurements, robustness perturbations, Pareto-front screening, budget and latency constraints, prompt evolution, adaptive routing, self-consistency, and text-output ensembles. The core workflow is designed to run offline with deterministic mock providers, while external model application programming interfaces can be connected through user-defined provider functions. Evolutionary search concepts are described by Goldberg (1989, ISBN:0201157675), and multi-objective optimization concepts are related to Deb, Pratap, Agarwal and Meyarivan (2002) doi:10.1109/4235.996017.

Changes in 0.1.0

Initial provider-agnostic optimization framework.
Added joint prompt-provider-generation benchmarking.
Added prompt evolution, Pareto optimization, budget and latency constraints, robustness testing, adaptive routing, and ensemble tools.
Added deterministic offline mock providers, tests, and vignettes.
Added explicit stats::runif() namespace import and CRAN-friendly documentation formatting.

From NEWS.md in the release

Install

R (CRAN)Ubuntu (r2u)Fedora (COPR)openSUSE (OBS)

install.packages("AutoGenAI", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-autogenai

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled. We list this channel from recorded r2u download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

bspm (used by r2u) also needs make: sudo apt install make

# enable the iucar/cran COPR if it is not already present, then install
ls /etc/yum.repos.d/*iucar*cran*.repo >/dev/null 2>&1 \
  || sudo dnf copr enable -y iucar/cran
sudo dnf install -y R-CRAN-AutoGenAI

RPMs from the iucar/cran COPR, rebuilt from CRAN.

For install.packages() integration in R, also: sudo dnf install R-CoprManager

# add the autoCRAN OBS repo (Tumbleweed) if it is missing, then install
zypper -q lr | grep -qi autoCRAN \
  || sudo zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Tumbleweed/devel:languages:R:autoCRAN.repo
sudo zypper install -y R-AutoGenAI

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed). We list this channel from recorded autoCRAN download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

Health

CRAN checks

13OK

CRAN check page ↗

Slowest check: 6.4 min · r-release-macos-x86_64

Status changes

OK13 OKNow
OK6 OK2026-09-13

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.1.0

READMEYes · 105 wordsVignettesYes · 1 · dynamicNEWSYes · 67% structured · mentions 0.1.0Citation fileNoWebsitenot declared in DESCRIPTION

Help pages: 11includes a package overview page
Examples that run: 100%4 run in a plain check
Exported functions with examples: 44%
Documented parameters: 58%
Return-value docs: 100%
Help pages citing references: 0%

Vignettes (1)

Getting Started with AutoGenAI HTML

How these are measured

Downloads

532

CRAN downloads in the past year

Rank #23,803 · ~1/day · ~44/mo

Releases R versions

Daily download trend is not available in this view yet.

40030 days

53290 days

5321 year

Compare downloads with other packages →

Also on9 r2u31 autocran

How downloads are counted

Dependencies

Declared dependencies

4 external dependencies (excludes base and recommended)

Installing AutoGenAI adds 1 package (1 with compiled code, 1.0 MB of source tarballs). Heaviest: jsonlite 1.0 MB.

Depends (1)

R >= 4.1.0

Imports (1)

jsonlite

LinkingTo (0)

none

Suggests (3)

knitr rmarkdown testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

Datasets

People & History

People (1)

Leila Marvian Mashhad

Author, Maintainer since 0.1.0 (2026)

Releases (1)

0.1.0Latest
record
2026-09-12 · current release
R
R 4.6.0 released · 2026-04-24

Package metadata

First published: 2026-09-12
Total releases: 1 / 1 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 4.1.0
Download size: 23 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("AutoGenAI")

Format

Marvian Mashhad, L. (2026). AutoGenAI: Adaptive Optimization of Prompts, Models and Generation Strategies (Version 0.1.0) [Computer software]. https://doi.org/10.32614/CRAN.package.AutoGenAI

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

Format

APA

Balamuta, J. J. (2026). R Observatory: Metrics for AutoGenAI version 0.1.0 [Data set]. HJJB, LLC. Data release v2026-10-22. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-22, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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