Comparison
refly vs TradingAgents
Verdict
Pick refly when refly is primarily TypeScript; TradingAgents is Python; pick TradingAgents when tradingAgents is primarily Python; refly is TypeScript.
Markdown twin · refly alternatives · TradingAgents alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | refly | TradingAgents |
|---|---|---|
| Maintenance | Slowing (111d since push) As of today · github_public_v1 | Very active (5d since push) As of 4d · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Organization account As of 4d · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of today · osv@v1 | No lockfile (source not queried) As of 4d · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- refly
- The first open-source agent skills builder. Define skills by vibe workflow, run on Claude Code, Cursor, Codex & more. Build Clawdbot 🦞· APIs for Lovable · Bots for Slack & Lark/Feishu · Skills are in
- TradingAgents
- Multi-Agents LLM Financial Trading Framework
Stars
- refly
- 7.4k
- TradingAgents
- 92k
Forks
- refly
- 720
- TradingAgents
- 18k
Open issues
- refly
- 93
- TradingAgents
- 292
Language
- refly
- TypeScript
- TradingAgents
- Python
Adopt for
- refly
- -
- TradingAgents
- Use TradingAgents for projects requiring a sophisticated framework to develop and deploy AI agents in financial market transactions leveraging Large Language Models. Avoid it if you need simpler tools or frameworks thatだ
Persona
- refly
- -
- TradingAgents
- -
Runtime
- refly
- -
- TradingAgents
- -
License
- refly
- Other
- TradingAgents
- Apache-2.0
Last pushed
- refly
- Mar 25, 2026
- TradingAgents
- Jul 5, 2026
Categories
- refly
- AI Agents, LLM Frameworks
- TradingAgents
- AI Agents, LLM Frameworks
Trust and health
Maintenance
- refly
- Slowing (36%)
- TradingAgents
- Very active (96%)
Days since push
- refly
- 111d
- TradingAgents
- 5d
Open issues (now)
- refly
- 93
- TradingAgents
- 292
Full report
- refly
- Trust report
- TradingAgents
- Trust report
Choose refly if…
- refly is primarily TypeScript; TradingAgents is Python.
- License: refly is Other, TradingAgents is Apache-2.0.
- Tags unique to refly: agent-skills, automation, claude, clawdbot.
When NOT to use refly
- Last GitHub push was 112 days ago (slowing maintenance, Mar 25, 2026). Validate activity before betting a new project on refly.
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Choose TradingAgents if…
- TradingAgents is primarily Python; refly is TypeScript.
- License: TradingAgents is Apache-2.0, refly is Other.
- Requirements: Min 8 GB RAM; Python environment setup is required.; Deep understanding of finance and LLMs will enhance the utilization of this framework..
- Tags unique to TradingAgents: finance, llm, multiagent, trading.
- When your project involves complex multi-agent interactions specifically in the finance domain, utilizing LLMs to manage trading strategies.
When NOT to use TradingAgents
- If simplicity and ease of deployment are prioritized over advanced AI capabilities; TradingAgents' complexity might introduce unnecessary overhead.
- When the focus is on non-financial applications or when LLM integration isn't necessary, as this framework specializes in financial market trading with a multi-agent approach.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (refly-ai/refly) · observed Jul 15, 2026
- GitHub forks (refly-ai/refly) · observed Jul 15, 2026
- Last push (refly-ai/refly) · observed Mar 25, 2026
- License file (Other) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (TauricResearch/TradingAgents) · observed Jul 11, 2026
- GitHub forks (TauricResearch/TradingAgents) · observed Jul 11, 2026
- Last push (TauricResearch/TradingAgents) · observed Jul 5, 2026
- License file (Apache-2.0) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: refly 7.4k · TradingAgents 92k (synced Jul 15, 2026).
Common questions
- What is the difference between refly and TradingAgents?
- refly: The first open-source agent skills builder. Define skills by vibe workflow, run on Claude Code, Cursor, Codex & more. Build Clawdbot 🦞· APIs for Lovable · Bots for Slack & Lark/Feishu · Skills are in. TradingAgents: Multi-Agents LLM Financial Trading Framework. See the comparison table for live GitHub stats and shared categories.
- When should I choose refly over TradingAgents?
- Choose refly over TradingAgents when refly is primarily TypeScript; TradingAgents is Python; License: refly is Other, TradingAgents is Apache-2.0; Tags unique to refly: agent-skills, automation, claude, clawdbot.
- When should I choose TradingAgents over refly?
- Choose TradingAgents over refly when TradingAgents is primarily Python; refly is TypeScript; License: TradingAgents is Apache-2.0, refly is Other; Requirements: Min 8 GB RAM; Python environment setup is required.; Deep understanding of finance and LLMs will enhance the utilization of this framework.; Tags unique to TradingAgents: finance, llm, multiagent, trading; When your project involves complex multi-agent interactions specifically in the finance domain, utilizing LLMs to manage trading strategies.
- When should I avoid refly?
- Last GitHub push was 112 days ago (slowing maintenance, Mar 25, 2026). Validate activity before betting a new project on refly. AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- When should I avoid TradingAgents?
- If simplicity and ease of deployment are prioritized over advanced AI capabilities; TradingAgents' complexity might introduce unnecessary overhead. When the focus is on non-financial applications or when LLM integration isn't necessary, as this framework specializes in financial market trading with a multi-agent approach.
- Is refly or TradingAgents more popular on GitHub?
- TradingAgents has more GitHub stars (92,290 vs 7,435). Stars measure visibility, not whether either tool fits your constraints.
- Are refly and TradingAgents open source?
- Yes - both are open-source projects on GitHub (refly: Other, TradingAgents: Apache-2.0).
- Where can I find alternatives to refly or TradingAgents?
- GraphCanon lists graph-backed alternatives at refly alternatives and TradingAgents alternatives (refly markdown twin, TradingAgents markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, refly or TradingAgents?
- refly: Slowing. TradingAgents: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for refly and TradingAgents?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: refly trust report; TradingAgents trust report.