FinRL
FinRL®: Financial Reinforcement Learning. 🔥 observed · 2026-08-28
Health v2 · maintenance only
76/100
- Activity 92
- Release rhythm 43
- Longevity 100
How is this computed?
round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.
- gap_med: n/a
- age_days: 2229
- days_rel: 166
- days_push: 51
- n_releases_24m: 1
Adoption not part of the score
16108 stars · 3478 forks observed · 2026-08-28
What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded
FinRL is the first open-source deep reinforcement learning framework for financial markets, providing end-to-end pipelines to build, train, and backtest trading agents. It includes Gym-style market environments (FinRL-Meta) and tutorials, with a newer production-oriented FinRL-X stack for live trading.
Use cases
- train deep RL agents to trade stocks
- backtest algorithmic trading strategies
- build gym-style financial market environments
- research multi-agent reinforcement learning for finance
- benchmark DRL algorithms on trading tasks
- learn quantitative finance with reinforcement learning
When to choose
- you want an open-source RL framework tailored to financial trading
- you need reproducible market environments and benchmarks for DRL research
- you are prototyping or teaching deep RL trading strategies in Python
When to avoid
- you need a production live-trading system without additional hardening
- you want a non-Python stack
- you need guaranteed profitable trading rather than a research tool
Facets
framework · maturity active
machine-learning reinforcement-learning simulation trading data-science fintech machine-learning reinforcement-learning data-science python cross-platform deep-reinforcement-learning quantitative-trading trading-agents backtesting openai-gym finance fintech stock-trading pytorch tensorflow algorithmic-trading
5 sources
- readme: https://github.com/AI4Finance-Foundation/FinRL · fetched 2026-08-28 · 67adb5b3a9a5
- homepage: https://ai4finance.org · fetched 2026-08-29 · d3d3e0581dfb
- site_page: https://ai4finance.org/about · fetched 2026-08-29 · 38823c8faa4a
- registry_pypi: https://pypi.org/pypi/finrl/json · fetched 2026-08-29 · e7d3eeed9ae6
- registry_pypi: https://pypi.org/pypi/finrl-meta/json · fetched 2026-08-29 · 3de4feb5c5bc
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| AI4Finance-Foundation/FinRL | main | 76 |
| AI4Finance-Foundation/FinRL-Meta | backend | 64 |
| AI4Finance-Foundation/FinRL-Tutorials | examples | 38 |
For agents
markdown · JSON · MCP: product_card(name="AI4Finance-Foundation/FinRL")
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem