agent-service-toolkit vs TradingAgents-astock
agent-service-toolkit ranks higher on current evidence: 36 commits by 5 contributors in the last 90 days (6 in the last 30).
| agent-service-toolkit | TradingAgents-astock | |
|---|---|---|
| Grade | A | B |
| Verdict | ActiveCurrent deps | Active1 major behind |
| Category rank | #5 | #16 |
| Model | Free | Free |
| Commits, 90 days | 36 | 95 |
| Contributors, 90 days | 5 | 10 |
| Last activity | Oct 18, 2026 | Oct 11, 2026 |
| Listed price | Free | Free |
| Evidence source | Code | Code |
| Latest release | — | v0.5.21 |
| License | MIT | Apache-2.0 |
| FastAPI | 0.141.0 (latest 0.146.0) | — |
| LangChain | 1.3.11 ✓ | — |
| LangGraph | 1.2.7 ✓ | 1.0.0 ✓ |
| NumPy | 2.5.0 ✓ | — |
| pandas | 3.0.3 ✓ | 2.3.0 (latest 3.0.6) |
| Pydantic | 2.13.4 ✓ | — |
| Streamlit | 1.59.1 ✓ | 1.45.0 ✓ |
| Framework | FastAPI, Streamlit | Streamlit |
| Database / ORM | PostgreSQL (psycopg) | — |
| AI | LangChain, LangGraph | LangGraph |
| API layer | Pydantic, Uvicorn | — |
Evidence checked . ✓ = on the latest major version. "Claimed" = a version the vendor's public pages mention, not verified code. Evidence as of Oct 19, 2026. Rankings never depend on affiliate or paid status. Method.