--- title: "refly vs TradingAgents" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/refly-ai-refly-vs-tauricresearch-tradingagents" tools: ["refly-ai-refly", "tauricresearch-tradingagents"] --- # refly vs TradingAgents *GraphCanon updated Jul 15, 2026* ## Verdict Pick refly when refly is primarily TypeScript; TradingAgents is Python; pick TradingAgents when tradingAgents is primarily Python; refly is TypeScript. [refly](https://refly.ai) reports 7.4k GitHub stars, 720 forks, and 93 open issues, last pushed Mar 25, 2026. [TradingAgents](https://arxiv.org/pdf/2412.20138) has 92k stars, 18k forks, and 292 open issues, last pushed Jul 5, 2026. Figures are from public GitHub metadata via [refly's repository](https://github.com/refly-ai/refly) and [TradingAgents's repository](https://github.com/TauricResearch/TradingAgents). | | [refly](/tools/refly-ai-refly.md) | [TradingAgents](/tools/tauricresearch-tradingagents.md) | | --- | --- | --- | | Tagline | 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 | Multi-Agents LLM Financial Trading Framework | | Stars | 7,435 | 92,290 | | Forks | 720 | 17,836 | | Open issues | 93 | 292 | | Language | TypeScript | Python | | Adopt for | - | 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 | - | - | | Runtime | - | - | | License | Other | Apache-2.0 | | Categories | AI Agents, LLM Frameworks | AI Agents, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [refly](/tools/refly-ai-refly.md) | [TradingAgents](/tools/tauricresearch-tradingagents.md) | | --- | --- | --- | | Maintenance | Slowing (36%) | Very active (96%) | | Days since push | 111d | 5d | | Open issues (now) | 93 | 292 | | Full report | [trust report](/tools/refly-ai-refly/trust.md) | [trust report](/tools/tauricresearch-tradingagents/trust.md) | ## Decision facts: TradingAgents - **Requirements:** Min 8 GB RAM; Python environment setup is required.; Deep understanding of finance and LLMs will enhance the utilization of this framework. - **Adopt for:** 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 ## Choose when ### 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. ### 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 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 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. ## 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](/tools/refly-ai-refly/alternatives) and [TradingAgents alternatives](/tools/tauricresearch-tradingagents/alternatives) ([refly markdown twin](/tools/refly-ai-refly/alternatives.md), [TradingAgents markdown twin](/tools/tauricresearch-tradingagents/alternatives.md)), 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](/compare/refly-ai-refly-vs-tauricresearch-tradingagents.md) 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](/tools/refly-ai-refly/trust); [TradingAgents trust report](/tools/tauricresearch-tradingagents/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=refly-ai-refly`](/api/graphcanon/graph?tool=refly-ai-refly) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_