Open source focus

Open Source Alternatives to Find Harbour

6 open source Social Impact options similar to Find Harbour, ranked by named competitors first, sector overlap, and our 0-100 AI-readiness score. Every company listed publishes its source: each one carries an open source sector tag and a public GitHub repository.

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AG
Agent4Rec20
Agentic AI
Simulates 1,000 LLM-powered agents for diverse movie recommendation preferences.
Open source
Kyutai68
Frontier AI LabParis, France$300.0M
A non-profit AI research lab focused on open science and developing advanced multimodal and voice AI models.
Open source · Self-hostable
Pollen Robotics52
RoboticsParis, France$2.6M
Pioneering accessible, open-source physical robots and AI-powered application development.
Open source · Self-hostable
Polars47
Data Manipulation$21.0M
An open-source, high-performance DataFrame library for Rust and Python, designed for efficient data manipulation and analysis.
Open source · Self-hostable
Ahmed Awad Researcher9
Cybersecurity
Cybersecurity research, open-source projects, and publications, including AnubisX Framework, HunterX, and RabbitHole.
Open source
KoBoToolbox
Data CollectionBoston, United States
Open-source platform for data collection and analysis in humanitarian and development contexts.
Open source · Self-hostable

Company	Sector	License	HQ	Funding	Score
AGAgent4RecSimulates 1,000 LLM-powered agents for diverse movie recommendation preferences.	Agentic AI	Open source	—	—	20
KyutaiA non-profit AI research lab focused on open science and developing advanced multimodal and voice AI models.	Frontier AI Lab	Open source · Self-hostable	Paris, France	$300.0M	68
Pollen RoboticsPioneering accessible, open-source physical robots and AI-powered application development.	Robotics	Open source · Self-hostable	Paris, France	$2.6M	52
PolarsAn open-source, high-performance DataFrame library for Rust and Python, designed for efficient data manipulation and analysis.	Data Manipulation	Open source · Self-hostable	—	$21.0M	47
Ahmed Awad ResearcherCybersecurity research, open-source projects, and publications, including AnubisX Framework, HunterX, and RabbitHole.	Cybersecurity	Open source	—	—	9
KoBoToolboxOpen-source platform for data collection and analysis in humanitarian and development contexts.	Data Collection	Open source · Self-hostable	Boston, United States	—	—