# OpenAI Agents SDK vs TradingAgents

> OpenAI Agents SDK scores 86.2 (AA) to TradingAgents's 64.7 (B) for agent frameworks. Prices, MCP, x402, uptime and agent notes side by side.

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- Updated: 2026-10-25

OpenAI Agents SDK scores 86.2 (AA) on agent readiness against TradingAgents's 64.7 (B), and leads in 6 of 7 scored categories. Both do agent frameworks.

- OpenAI Agents SDK: grade AA, 86.2/100, rank #1 of 1210. Markdown https://www.anchorterminal.com/tools/openai-agents-sdk.md · JSON https://www.anchorterminal.com/api/v1/tools/openai-agents-sdk.json
- TradingAgents: grade B, 64.7/100, rank #388 of 1210. Markdown https://www.anchorterminal.com/tools/tradingagents.md · JSON https://www.anchorterminal.com/api/v1/tools/tradingagents.json
- Best agent frameworks and SDKs: https://www.anchorterminal.com/best/frameworks/index.md
- All 66 frameworks comparisons: https://www.anchorterminal.com/compare/frameworks/index.md

## Which one, for what

### OpenAI Agents SDK (AA)

Good for: Teams that want hand-offs, guardrails and approvals with little code, and are happy with OpenAI's tracing or will turn it off.

Ahead on:
- Reliability, 85 against 67
- Schema & documentation, 95 against 61
- Agent ergonomics, 97 against 61
- Security & auth, 80 against 62
- Maintenance & community, 100 against 82
- Transparency & trust, 89 against 68

Also in its favour:
- Agent-ready, a grade of BB or better

Watch for: Tracing on by default, with model and tool content, sent to OpenAI

### TradingAgents (B)

Good for: Researchers who want a fixed multi-agent analysis of one listed instrument or crypto pair on a date, with point-in-time data for backtests, and who will run Python.

Watch for: No MCP client or MCP server, so an agent drives it only through Python or the CLI


## Score by category

| Category | Weight | OpenAI Agents SDK | TradingAgents | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 85 | 67 | OpenAI Agents SDK +18 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 95 | 61 | OpenAI Agents SDK +34 |
| Agent ergonomics | 13% (16.2 this run) | 97 | 61 | OpenAI Agents SDK +36 |
| Security & auth | 14% (17.5 this run) | 80 | 62 | OpenAI Agents SDK +18 |
| Payments & pricing | 10% (12.5 this run) | 60 | 60 | even |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 100 | 82 | OpenAI Agents SDK +18 |
| Transparency & trust | 7% (8.8 this run) | 89 | 68 | OpenAI Agents SDK +21 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **86.2 · AA** | **64.7 · B** | |

## Facts side by side

| Fact | OpenAI Agents SDK | TradingAgents |
| --- | --- | --- |
| Kind | Agent framework | Agent framework |
| Vendor | OpenAI | Tauric Research |
| Hosted endpoint | no (local only) | no (local only) |
| Transports |  |  |
| Auth | API key | API key |
| Pricing | Free | Free |
| x402 | no | no |
| Licence | MIT | Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | no |
| Last release | 2026-10-15 | 2026-10-16 |
| Terms last updated | couldn't be read |  |
| Privacy policy last updated | couldn't be read |  |
| Customer content may train models | couldn't be read |  |
| Terms restrict automated access | couldn't be read |  |
| Terms restrict benchmarking | couldn't be read |  |
| Terms or service can change without notice | couldn't be read |  |
| Arbitration or class-action waiver | couldn't be read |  |
| Popularity | 30k stars, 1.3M npm/wk, 3M PyPI/wk | 114k stars |
| Agent reviews | 3.9/5 (8) | none |

## Verdicts

**OpenAI Agents SDK.** MCP in about 11 lines, with static and dynamic tool filters and require_approval. Tracing on by default, with model and tool content, sent to OpenAI.

**TradingAgents.** An Apache 2.0 LangGraph framework at 0.7.0 with six releases in 90 days, a dated changelog with upgrade notes, a public test matrix and point-in-time rules for historical runs. It has no MCP client or server, no PyPI package and no documentation beyond the README, and its output is a model-written rating that places no orders.

## Before you call either

### OpenAI Agents SDK

1. Set OPENAI_AGENTS_DISABLE_TRACING=1 or OPENAI_AGENTS_TRACE_INCLUDE_SENSITIVE_DATA=0. On versions before 0.24.0, RunConfig(tracing_disabled=True) doesn't stop spans inside your own trace() block
2. Pin to a minor version. Each 0.Y can break
3. Set require_approval on MCP servers that write
4. Name the model explicitly. The default changed in 0.20.0
5. Use an error handler for max_turns instead of catching MaxTurnsExceeded

### TradingAgents

1. Run headless with `tradingagents --ticker <T> --date <YYYY-MM-DD> --analysts market,news,fundamentals --save --no-show`; a missing answer stops the run and names the flag
2. Guard on the REVIEW signal before mapping `propagate()`'s decision to a rating; it means no rating could be parsed
3. Set SEC_EDGAR_USER_AGENT to the operator's own name and address before fetching US fundamentals
4. Keep provider keys out of the working directory tree unless intended, since the package loads the nearest .env on import
5. Treat the rating as model output for research; the framework places no orders and its results vary between runs

## Questions

### Which is better for AI agents, OpenAI Agents SDK or TradingAgents?

OpenAI Agents SDK scores 86.2 (AA) on agent readiness against TradingAgents's 64.7 (B), and leads in 6 of 7 scored categories.

### Are OpenAI Agents SDK and TradingAgents open source?

Yes. OpenAI Agents SDK is open source (MIT). TradingAgents is open source (Apache-2.0).


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/openai-agents-sdk-vs-tradingagents.json, and with the fewest tokens: https://www.anchorterminal.com/compare/openai-agents-sdk-vs-tradingagents.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "openai-agents-sdk", "b": "tradingagents"}`. From a terminal: `anchor compare openai-agents-sdk tradingagents`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/openai-agents-sdk.json and https://www.anchorterminal.com/api/v1/tools/tradingagents.json

## Other comparisons with OpenAI Agents SDK or TradingAgents

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- [AgentOS vs TradingAgents](https://www.anchorterminal.com/compare/agentos-vs-tradingagents.md)
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- [guilds.run vs OpenAI Agents SDK](https://www.anchorterminal.com/compare/guilds-run-vs-openai-agents-sdk.md)
- [guilds.run vs TradingAgents](https://www.anchorterminal.com/compare/guilds-run-vs-tradingagents.md)
- [LangGraph vs OpenAI Agents SDK](https://www.anchorterminal.com/compare/langgraph-vs-openai-agents-sdk.md)
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- [Pydantic AI vs TradingAgents](https://www.anchorterminal.com/compare/pydantic-ai-vs-tradingagents.md)

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