agent-service-toolkit vs agentic-stock-research-system
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 | agentic-stock-research-system | |
|---|---|---|
| Grade | A | B |
| Verdict | ActiveCurrent deps | Steady1 major behind |
| Category rank | #5 | #34 |
| Model | Free | Free |
| Commits, 90 days | 36 | 3 |
| Contributors, 90 days | 5 | 1 |
| Last activity | Oct 18, 2026 | Sep 15, 2026 |
| Listed price | Free | Free |
| Evidence source | Code | Code |
| Latest release | — | — |
| License | MIT | None detected |
| FastAPI | 0.141.0 (latest 0.146.0) | — |
| LangChain | 1.3.11 ✓ | 0.3.27 (latest 1.4.6) |
| LangGraph | 1.2.7 ✓ | 0.6.3 (latest 1.2.16) |
| NumPy | 2.5.0 ✓ | — |
| pandas | 3.0.3 ✓ | 2.3.1 (latest 3.0.6) |
| Pydantic | 2.13.4 ✓ | — |
| Streamlit | 1.59.1 ✓ | 1.48.0 ✓ |
| Framework | FastAPI, Streamlit | Streamlit |
| Database / ORM | PostgreSQL (psycopg) | — |
| AI | LangChain, LangGraph | LangChain, LangGraph |
| API layer | Pydantic, Uvicorn | — |
| Testing | — | pytest |
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.