Python · MIT
shuxiachai/academic-commercialization-agent
AI multi-agent tool that turns research papers into cited commercialization and tech-transfer assessments: TRL, patent landscape, market and risks. CrewAI + FastAPI, with a reproducible benchmark.
★ 808
Stars
97 forks · 7 open issues
+3.3/day
Growth · measured
Stars counted between two of our own snapshots roughly a week apart. The repository page gives the exact span.
50.5
Momentum / 100
see the breakdown below
4mo ago
Created
last push 2d ago
Star history
How this score was built
| Component | Weight | Earned | Why |
|---|---|---|---|
| Velocity | 55 | 12.1 | +3.3/day, log-scaled against a 750/day ceiling |
| Acceleration | 15 | 15.0 | last week ran 2.44× the monthly pace |
| Freshness | 15 | 15.0 | last push 2d ago; decays to zero at 180 days |
| Scale | 15 | 8.4 | 808 stars, log-scaled against 150k — stops a 3-star repo topping the board |
| Momentum | 100 | 50.5 | sum of the above |
Detail
| Topics | academic-researchai-agentai-agentscheckpointingcommercializationcrewaidockerfastapiidempotencyllmllm-workflowmulti-agentopentelemetrypatent-analysispythonqwenragrailwayresearch-toolstechnology-transfer |
| Matched on | AI Agents (multi-agent) RAG (rag) |
| Short window | +23 stars over 7 days = 3.3/day |
| Long window | +35 stars over 26 days = 1.3/day |
| Lifetime average | 6.07 stars/day over 133 days |
| First seen here | 2026-10-11 |
| Last read | 2d ago |