Ross ROSS = Recommend OSS · open-source software intelligence for agents

BettaFish

Some data may be outdated — see provenance labels.

微舆:人人可用的多Agent舆情分析助手,打破信息茧房,还原舆情原貌,预测未来走向,辅助决策!从0实现,不依赖任何框架。 observed · 2026-10-06

github.com/666ghj/BettaFish · homepage · Python · GPL-2.0 (copyleft) observed · 2026-10-06

Health v2 · maintenance only

75/100

  • Activity 97
  • Release rhythm 55
  • Longevity 60
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-10-21. Adoption (stars, forks) is never an input.

  • gap_med: 13
  • age_days: 841
  • days_rel: 302
  • days_push: 19
  • n_releases_24m: 6

Full methodology

Adoption not part of the score

42341 stars · 7609 forks observed · 2026-10-06

What it is AI-extracted, prompt v1, taxonomy v1, 2026-09-21, confidence 0.97

MiroFish is a Python‑based multi‑agent AI engine that creates a high‑fidelity digital twin of real‑world scenarios. It lets users inject seed data and query future outcomes through natural‑language prompts.

Use cases

  • Predict market trends by feeding financial news and asking for future price movements
  • Simulate public opinion shifts after a policy announcement
  • Generate scenario analyses for strategic planning in business or government
  • Run what‑if simulations for product launches using real‑time social media data
  • Create knowledge‑graph‑driven forecasts for emerging technologies

When to choose

  • You need a sandbox that can model complex social dynamics with many interacting agents
  • Your workflow relies on LLMs for natural‑language interaction and you want built‑in memory for agents
  • You prefer an open‑source solution that can be self‑hosted via Docker or directly in Python

When to avoid

  • You require a lightweight, single‑agent prediction model with minimal resource consumption
  • Your project is limited to static statistical forecasting without the need for agent‑based simulation
  • You need a fully managed SaaS service with no infrastructure overhead

Facets

application · maturity active

agent-framework llm-inference rag data-science http-server cli artificial-intelligence large-language-models chatbots data-science python windows cli swarm-intelligence financial-forecasting public-opinion-analysis knowledge-graph multi-agent-simulation future-prediction retrieval-augmented-generation prediction docker linux macos web-server

4 sources

Member repositories

RepositoryRoleHealth v2
666ghj/BettaFishmain75
666ghj/MiroFishmain67
666ghj/MindSpiderbackend10

For agents

markdown · JSON · MCP: product_card(name="666ghj/BettaFish")

Data as of 2026-10-19T08:05:51.212177+00:00 · Report a problem