Alternatives

Beluga alternatives for AI agents.

Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.

Current skill

Beluga

A general implementation of Monte Carlo Localization (MCL) algorithms written in C++17, and a ROS package that can be used in ROS 1 and ROS 2.

82
Quality
82
Trust
318
Stars
#1

AutoHotkey

Similarity 90Trust 92Excellent 100

AutoHotkey - macro-creation and automation-oriented scripting utility for Windows.

13K starsMay 17, 2026 pushautomationC++Automation
$ npx skills add AutoHotkey/AutoHotkey
#2

Xgboost

Similarity 83Trust 94Excellent 100

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow

28K starsJun 16, 2026 pushml-automationC++Machine Learning
$ npx skills add dmlc/xgboost
#3

Whisper.Cpp

Similarity 83Trust 92Excellent 100

Port of OpenAI's Whisper model in C/C++

51K starsJun 22, 2026 pushmedia-automationC++Speech
$ npx skills add ggml-org/whisper.cpp
#4

Duckdb

Similarity 83Trust 90Excellent 100

DuckDB is an analytical in-process SQL database management system

39K starsJun 20, 2026 pushdata-analysisC++SQL
$ npx skills add duckdb/duckdb
#5

Ggml

Similarity 82Trust 92Excellent 100

Tensor library for machine learning

15K starsJun 15, 2026 pushml-automationC++Machine Learning
$ npx skills add ggml-org/ggml
#6

Helium

Similarity 82Trust 90Excellent 100

Private, fast, and honest web browser

18K starsJun 20, 2026 pushlegal-complianceC++Privacy
$ npx skills add imputnet/helium
#7

Osquery

Similarity 82Trust 87Excellent 100

SQL powered operating system instrumentation, monitoring, and analytics.

23K starsJun 19, 2026 pushdata-analysisC++SQL
$ npx skills add osquery/osquery
#8

Dlib

Similarity 82Trust 92Excellent 100

A toolkit for making real world machine learning and data analysis applications in C++

14K starsMay 7, 2026 pushml-automationC++Machine Learning
$ npx skills add davisking/dlib
#9

Chineseocr Lite

Similarity 82Trust 92Excellent 100

超轻量级中文ocr,支持竖排文字识别, 支持ncnn、mnn、tnn推理 ( dbnet(1.8M) + crnn(2.5M) + anglenet(378KB)) 总模型仅4.7M

12K starsMay 18, 2026 pushdocument-processingC++OCR
$ npx skills add DayBreak-u/chineseocr_lite
#10

LunaTranslator

Similarity 82Trust 92Excellent 100

视觉小说翻译器 / Visual Novel Translator

12K starsJun 14, 2026 pushdocument-processingC++OCR
$ npx skills add HIllya51/LunaTranslator
#11

QuantLib

Similarity 80Trust 87Excellent 100

The QuantLib C++ library

7.2K starsJun 11, 2026 pushfinanceC++Finance
$ npx skills add lballabio/QuantLib
#12

Sumatrapdf

Similarity 76Trust 89Excellent 100

SumatraPDF reader

17K starsJun 20, 2026 pushdocument-processingCPDF
$ npx skills add sumatrapdfreader/sumatrapdf
#13

ImHex

Similarity 76Trust 93Excellent 100

🔍 A Hex Editor for Reverse Engineers, Programmers and people who value their retinas when working at 3 AM.

54K starsJun 12, 2026 pushdevelopmentC++Static Analysis
$ npx skills add WerWolv/ImHex
#14

Tesseract

Similarity 75Trust 92Excellent 100

Tesseract Open Source OCR Engine (main repository)

75K starsJun 13, 2026 pushdocument-processingC++OCR
$ npx skills add tesseract-ocr/tesseract
#15

Mediapipe

Similarity 75Trust 92Excellent 100

Cross-platform, customizable ML solutions for live and streaming media.

36K starsJun 15, 2026 pushml-automationC++Machine Learning
$ npx skills add google-ai-edge/mediapipe
#16

Xournalpp

Similarity 74Trust 93Excellent 100

Xournal++ is a handwriting notetaking software with PDF annotation support. Written in C++ with GTK3, supporting Linux (e.g. Ubuntu, Debian, Arch, SUSE), macOS and Windows 10. Supports pen input from devices such as Wacom Tablets.

15K starsJun 15, 2026 pushdocument-processingC++PDF
$ npx skills add xournalpp/xournalpp

How to choose

When should you switch?

Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Beluga if it already passes your workflow test and repository review.

Next step

Compare top candidates side by side

Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.