Practical overview
When it fits
Use Bettafish when a research task benefits from several specialised agents, iterative discussion and a report-oriented workflow rather than a single model response.
Who it is for
- Teams analysing public discussions, sentiment and emerging trends
- Developers building self-hosted multi-agent research workflows
- Organizations combining public-opinion data with private business databases
Documented uses
- Investigate a public-opinion question across domestic and international web sources
- Analyse images and video alongside text-based research
- Combine private public-opinion database findings with external information
- Coordinate multi-agent research and produce an interactive HTML report
- Adapt agent tools and prompts for another analytical domain
Requirements & limits
The project is a public GitHub repository under the GPL-2.0 license.
- It separates web search, multimodal analysis, private-database analysis and reporting into distinct agent roles.
- ForumEngine supports multi-round agent discussion, reflection and research-direction changes.
- The repository identifies Python and Flask as core implementation technologies.
- The workflow can render findings as interactive HTML reports.
- External model, search, scraping, file-analysis or private-data services may be needed for the described capabilities.
Check current requirements in the official documentation. Source-based guidance does not mean OpenViST has run or independently tested this project.
Compare options for Agent orchestration
These projects document a common task and share a project role. This is a source-based comparison, not an execution benchmark or a guarantee of interchangeability.
| Project | Documented purpose | Platform | Access and requirements |
|---|---|---|---|
| Bettafish | Investigate a public-opinion question across domestic and international web sources | Self-hosted, Server | The project is a public GitHub repository under the GPL-2.0 license. It is described as a server and self-hosted application; the supplied evidence does not specify account, pricing or service-availability requirements. |
| Insurance Agentic AI | Route insurance questions to a life, home or auto specialist. | Docker, Self-hosted, Web | |
| AI Chatkit | Create and orchestrate agents with custom behavior logic. | Linux, Self-hosted, Server, Web | The repository is public and identified as open source. Its README documents a local development setup with Python and Node-based frontend tooling. |
Sources & review
Source record details
- Source availability
- Active
- Sources checked
- 2 October 2026
- Original website title
- 666ghj/BettaFish · Official homepage title · retained in its source language

